minihack
MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research (by facebookresearch)
gym-gridverse
Gridworld domains in the gym interface (by abaisero)
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| minihack | gym-gridverse | |
|---|---|---|
| 5 | 1 | |
| 449 | 21 | |
| 4.5% | - | |
| 6.8 | 4.2 | |
| 8 days ago | 6 months ago | |
| Python | Python | |
| Apache License 2.0 | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
minihack
Posts with mentions or reviews of minihack.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-03-22.
- Difficult RL generalization benchmarks
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Anyone found any working replication repo for MuZero?
I have an implementation of Stochastic MuZero in JAX. It's been tested solely in MiniHack environments, but can be made to work in other environments by changing the representation function.
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Best GridWorld environment?
If you want something as simple as possible, I'd go with MiniGrid, and if you want to have a richer world with more complex settings, then MiniHack.
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Facebook AI Introduces ‘MiniHack’: A Sandbox Framework For Designing Rich And Diverse Environments For Reinforcement Learning (RL)
4 Min Read | Github |Paper
- MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research
gym-gridverse
Posts with mentions or reviews of gym-gridverse.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-04-12.
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Best GridWorld environment?
GridVerse was specifically designed to allow users to create custom gridworld environments ( https://github.com/abaisero/gym-gridverse ) . Disclaimer: I'm the lead developer. We are still making some minor changes to the library, but the core of it is well founded, and we're getting close to a version 1.0.0, and I've already used it for published work. The documentation (for now you'll have to build it locally, the version on readthedocs is not up-to-date since we're in the middle of writing a comprehensive tutorial) contains a lot of examples on how to create your own custom environments, combining different transition, observation, reward functions, etc.
What are some alternatives?
When comparing minihack and gym-gridverse you can also consider the following projects:
gym-simplegrid - Simple Gridworld Gymnasium Environment
mctx - Monte Carlo tree search in JAX
Minigrid - Simple and easily configurable grid world environments for reinforcement learning
ede - Code for the paper "Uncertainty-Driven Exploration for Generalization in Reinforcement Learning".
EfficientZero - Open-source codebase for EfficientZero, from "Mastering Atari Games with Limited Data" at NeurIPS 2021.
EfficientZero - Fork of EfficientZero to use newer libraries and to fix a few runtime bugs. Also includes pretrained models!
omega - A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments.