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ManiSkill2 - Fast Visual RL robotics cleanrl baselines #366

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StoneT2000 opened this issue Mar 27, 2023 · 2 comments
Open
1 of 13 tasks

ManiSkill2 - Fast Visual RL robotics cleanrl baselines #366

StoneT2000 opened this issue Mar 27, 2023 · 2 comments

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@StoneT2000
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StoneT2000 commented Mar 27, 2023

Opening an issue on adding ManiSkill2 cleanrl baselines. The primary reason is to have good baselines and leverage the fast GPU-accelerated visual rendering of ManiSkill2 for tackling robotics envs. The plan is to include a PPO and SAC implementation (following their continuous variants implemented for mujoco with modifications to support parallel envs for SAC)

  • I've read the CONTRIBUTION guide (required).
  • I have ensured pre-commit run --all-files passes (required).
  • I have contacted @vwxyzjn to obtain access to the openrlbenchmark W&B team (required).
  • I have tracked applicable experiments in openrlbenchmark/cleanrl with --capture-video flag toggled on (required).
  • I have updated the documentation and previewed the changes via mkdocs serve.
    • I have explained note-worthy implementation details.
    • I have explained the logged metrics.
    • I have added links to the original paper and related papers (if applicable).
    • I have added links to the PR related to the algorithm.
    • I have created a table comparing my results against those from reputable sources (i.e., the original paper or other reference implementation).
    • I have added the learning curves (in PNG format with width=500 and height=300).
    • I have added links to the tracked experiments.
  • I have updated the tests accordingly (if applicable).
@vwxyzjn
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vwxyzjn commented Mar 29, 2023

ManiSkill2 looks awesome. We would love to have a CleanRL variant for it. I have updated the contribution process here https://docs.cleanrl.dev/contribution to help get started.

@StoneT2000
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Quick update: will make a PR once ManiSkill2 has upgraded officially to gymnasium, which can be followed here: https://github.com/haosulab/ManiSkill2/pull/76

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