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Restore future tokens into action expert module#246

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youliangtan merged 7 commits intomainfrom
fix/add-future-tokens-to-action-expert
Jul 9, 2025
Merged

Restore future tokens into action expert module#246
youliangtan merged 7 commits intomainfrom
fix/add-future-tokens-to-action-expert

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@youliangtan youliangtan commented Jul 8, 2025

This PR addresses the issue where the pretrained checkpoint being less effective in zeroshot scenario. This is mainly due to the missing trained future_tokens embedding in the action expert during pretraining phase. 🐛

  • Restore action_head.future_tokens.weight. This would requires the latest updated checkpoint

Updated model checkpoint: https://huggingface.co/nvidia/GR00T-N1.5-3B/discussions/5

Also some miscs update:

  • better open-loop plotting for debugging
  • support string in .parquet
  • various nits

p/s: this is a breaking change for previously post-trained checkpoints.

image

Signed-off-by: youliangt <youliangt@nvidia.com>
@youliangtan youliangtan changed the title Restore future tokens into action experts module Restore future tokens into action expert module Jul 8, 2025
Signed-off-by: youliangt <youliangt@nvidia.com>
Signed-off-by: youliangt <youliangt@nvidia.com>
Signed-off-by: youliangt <youliangt@nvidia.com>
@youliangtan youliangtan requested a review from HuFY-dev July 8, 2025 17:01
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Fixed some minor issues. LGTM

Signed-off-by: youliangt <youliangt@nvidia.com>
@youliangtan youliangtan merged commit 46b5585 into main Jul 9, 2025
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@youliangtan youliangtan deleted the fix/add-future-tokens-to-action-expert branch July 9, 2025 01:24
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Hi, what do u mean missing trained future_tokens during pretraining phase. ?
From I can tell, all action expert part were open when finetuning, what am missing here?

ddebenedittis pushed a commit to Borg-Robotics/Isaac-GR00T that referenced this pull request Oct 7, 2025
* Restore future tokens into action experts module

Signed-off-by: youliangt <youliangt@nvidia.com>

* fix nit

Signed-off-by: youliangt <youliangt@nvidia.com>

* remove hack to load tensor

Signed-off-by: youliangt <youliangt@nvidia.com>

* nit

Signed-off-by: youliangt <youliangt@nvidia.com>

* Minor fixes

* Format

* update doc on top bottom image padding

Signed-off-by: youliangt <youliangt@nvidia.com>

---------

Signed-off-by: youliangt <youliangt@nvidia.com>
Co-authored-by: HuFY-dev <127644049+HuFY-dev@users.noreply.github.com>
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3 participants