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Top 7 Python muzero Projects
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LightZero
[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios
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Stochastic-muzero
Pytorch Implementation of Stochastic MuZero for gym environment. This algorithm is capable of supporting a wide range of action and observation spaces, including both discrete and continuous variations.
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omega
A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments. (by hr0nix)
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Muzero-unplugged
Pytorch Implementation of MuZero Unplugged for gym environment. This algorithm is capable of supporting a wide range of action and observation spaces, including both discrete and continuous variations.
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Muzero
Pytorch Implementation of MuZero for gym environment. It support any Discrete , Box and Box2D configuration for the action space and observation space. (by DHDev0)
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WorkOS
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Project mention: Open source rules engine for Magic: The Gathering | news.ycombinator.com | 2023-12-14I went looking for MuZero implementations in order to see how, exactly, they interact with the game space. Based on this one, which had the most stars in the muzero topic, it appears that it needs to be able to discern legal next steps from the current game state https://github.com/werner-duvaud/muzero-general/blob/master/...
So, I guess for the cards Forge has implemented one could MuZero it, but I believe it's a bit chicken and egg with a "free text" game like M:TG -- in order to train one would need to know legal steps for any random game state, but in order to have legal steps one would need to be able to read and interpret English rules and card text
Project mention: LightZero: Sailing with MCTS, turns the vision of decision intelligence into reality | /r/reinforcementlearning | 2023-06-06
There are some mindboggling game implementations in JAX here (has a chess implementation) and here so it might just be possible...
https://github.com/DHDev0/Muzero-unplugged
Gym is now gymnasium and it has support for additional Environments like Mujoco:
Python muzero related posts
- I placed Stockfish (white) against ChatGPT (black). Here's how the game went.
- How to "fit" the output of the Critic to the dimension of the reward?
- Playing Chess By Combining MuZero and Perceiver IO
- [D] A chess game
- MuZero unable to solve non-slippery FrozenLake environment?
- RL for chess
- The future of MuZero, and where to go for news
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A note from our sponsor - InfluxDB
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Index
What are some of the best open-source muzero projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | muzero-general | 2,379 |
2 | LightZero | 869 |
3 | pgx | 315 |
4 | Stochastic-muzero | 44 |
5 | omega | 36 |
6 | Muzero-unplugged | 20 |
7 | Muzero | 16 |
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