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All success rates are zero while training #8

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ssam2s opened this issue Jul 24, 2024 · 4 comments
Open

All success rates are zero while training #8

ssam2s opened this issue Jul 24, 2024 · 4 comments

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@ssam2s
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ssam2s commented Jul 24, 2024

Thanks for your great work !

Recently, I reproducing the experimental results with given codes.
My reproduction is conducted with your example codes in README.
There were no problem in skill discovery and clustering.

However, while training the meta controller, all evaluation metrics are zero.
I saw that some issues mentioned about this problem and they said it will be solved after enough training epochs.
But it is still zero after 50 epochs with LIBERO-OBJECT.

I wonder if i missed something while training.

Also, I found that there is a minor issue in script "lotus/skill_learning/multisensory_repr/dinov2_repr.py".
Your example codes of README are handle LIBERO-OBJECT dataset, but dinov2_repr.py script leverages LIBERO-SPATIAL.

@pengzhi1998
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Hi, thank you for your post! I'm wondering whether you have figured out how to solve the problem of the unexpected performance?

@ssam2s
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ssam2s commented Sep 20, 2024

@pengzhi1998

Unfortunately, I haven't been able to figure out the exact cause and couldn't reproduce the results. However, I noticed an odd problem during the clustering process in the Skill Discovery Stage, where all but one or two of the skill cluster distances or scores were zero. I believe the issue might be related to that.

I hope this helps, and good luck with resolving it!

@pengzhi1998
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Got it. Thank you for your reply and help!!

@BrightMoonStar
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知道了。谢谢你的回复和帮助!!

HiHave you solved this problem? Thanks for your reply @pengzhi1998

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