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[RLlib] Composable (SingleAgent)RLModules #48758

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0Pinky0 opened this issue Nov 15, 2024 · 0 comments
Open

[RLlib] Composable (SingleAgent)RLModules #48758

0Pinky0 opened this issue Nov 15, 2024 · 0 comments
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enhancement Request for new feature and/or capability rllib RLlib related issues triage Needs triage (eg: priority, bug/not-bug, and owning component)

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@0Pinky0
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0Pinky0 commented Nov 15, 2024

Description

Is there any foreseeable plan on making (SingleAgent)RLModules composable?
For now I am trying to build up a training pipeline where a series of RLModules are composed into a MultiRLModules in order to serve as a single-agent policy network, but it seems default algorithm pipelines treat submodules in MultiRLModules as individual policies in multi-agent settings.
Similar idea was found in https://github.com/ray-project/ray/blob/master/rllib/examples/rl_modules/classes/vpg_using_shared_encoder_rlm.py, and such design may grant users more flexibility to perform model-specific operation like model surgery mentioned in OpenAI Five.

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@0Pinky0 0Pinky0 added enhancement Request for new feature and/or capability triage Needs triage (eg: priority, bug/not-bug, and owning component) labels Nov 15, 2024
@jcotant1 jcotant1 added the rllib RLlib related issues label Nov 17, 2024
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Labels
enhancement Request for new feature and/or capability rllib RLlib related issues triage Needs triage (eg: priority, bug/not-bug, and owning component)
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