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Added the new maze environment#317

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navpreetnp7 wants to merge 6 commits intoFarama-Foundation:masterfrom
navpreetnp7:maze
Open

Added the new maze environment#317
navpreetnp7 wants to merge 6 commits intoFarama-Foundation:masterfrom
navpreetnp7:maze

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@navpreetnp7
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@navpreetnp7 navpreetnp7 commented Feb 28, 2023

Description

Added a maze environment

Fixes # (issue)

Type of change

Please delete options that are not relevant.

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • This change requires a documentation update

Screenshots

Please attach before and after screenshots of the change if applicable.

Checklist:

  • I have run the pre-commit checks with pre-commit run --all-files (see CONTRIBUTING.md instructions to set it up)
  • I have commented my code, particularly in hard-to-understand areas
  • I have made corresponding changes to the documentation
  • My changes generate no new warnings
  • I have added tests that prove my fix is effective or that my feature works
  • New and existing unit tests pass locally with my changes

@jbloomAus
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Navpreet and I were working on making a Maze environment for Minigrid which I'll finish shortly.

@pseudo-rnd-thoughts
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@jbloomAus Could you provide a description of the environment?

@jbloomAus
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@pseudo-rnd-thoughts Apologies for the delay. The environment (once I get around to or get someone to finish it) should essentially generate a perfect maze using Prim's algorithm. The task is a standard maze-solving task. I expect it to be solvable easily with a convolutional neural network and a fully observable wrapper but very challenging with a partial view.

I'm making a PR to track this and also add Kruskal's algorithm on my DecisionTransformerInterpretability Repo so feel free to stop tracking it here if you don't like the half-finished PR.

However, if you are opposed to this environment being added for any reason, then let me know, and I'll make sure not to bother you with the PR.

@pseudo-rnd-thoughts
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Hi @jbloomAus that sounds interesting, could you add a figure with example mazes generated and some general performance measures for different training algorithms if possible

@navpreetnp7 navpreetnp7 marked this pull request as ready for review May 12, 2023 22:14
@pseudo-rnd-thoughts
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@jbloomAus @navpreetnp7 Hey, would you be able to fix pre-commit (pre-commit run --all-files) and add a test that the maze generated are solvable

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3 participants