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[RLlib] Add PyFlyte Example Using Gymnasium and Ray Tune #44738

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peterghaddad opened this issue Apr 15, 2024 · 0 comments · Fixed by #44758
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[RLlib] Add PyFlyte Example Using Gymnasium and Ray Tune #44738

peterghaddad opened this issue Apr 15, 2024 · 0 comments · Fixed by #44758
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enhancement Request for new feature and/or capability P3 Issue moderate in impact or severity rllib RLlib related issues

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@peterghaddad
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Description

Add a PPO RLlib + Ray Tune that trains an agent on a PyFlyt environment.

Additionally, this example will showcase how to register an environment in gymnasium while leveraging their wrappers to adjust the reward function to maximize learning potential.

Use case

Showcase how to:

  • register a gymnasium environment for use with Ray Tune and RLlib.
  • wrap and adjust environment functions using Gymnasium wrappers as a potential solution instead of adjusting hyperparameters from the start.
  • train an agent in a difficult observation space.
@peterghaddad peterghaddad added enhancement Request for new feature and/or capability triage Needs triage (eg: priority, bug/not-bug, and owning component) labels Apr 15, 2024
@peterghaddad peterghaddad changed the title [RLlib] Add PyFlyte Example Using Gymnasium [RLlib] Add PyFlyte Example Using Gymnasium and Ray Tune Apr 15, 2024
@anyscalesam anyscalesam added the rllib RLlib related issues label Apr 16, 2024
@simonsays1980 simonsays1980 added P3 Issue moderate in impact or severity and removed triage Needs triage (eg: priority, bug/not-bug, and owning component) labels Apr 26, 2024
@simonsays1980 simonsays1980 self-assigned this Apr 26, 2024
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Labels
enhancement Request for new feature and/or capability P3 Issue moderate in impact or severity rllib RLlib related issues
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