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Top 7 Python Alphazero 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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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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neural_network_chess
Free Book about Deep-Learning approaches for Chess (like AlphaZero, Leela Chess Zero and Stockfish NNUE)
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alpha-zero-boosted
A "build to learn" Alpha Zero implementation using Gradient Boosted Decision Trees (LightGBM)
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SaaSHub
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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
Project mention: Show HN: Easily train AlphaZero-like agents on any environment you want | news.ycombinator.com | 2023-12-20This repo and the code files appear to be missing any licensing details
You'll also likely want to mention the "needs python >= 3.8" in the readme https://github.com/s-casci/tinyzero/blob/244a263976cd9a09f5f... OT1H, I would hope folks are keeping their pythons current, but OTOH dev environments are gonna dev environment
There are some mindboggling game implementations in JAX here (has a chess implementation) and here so it might just be possible...
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python Alphazero related posts
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Show HN: Easily train AlphaZero-like agents on any environment you want
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LightZero: Sailing with MCTS, turns the vision of decision intelligence into reality
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LightZero, a lightweight, efficient, and easy-to-understand open-source algorithm toolkit, has been released by OpenDILab.
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DeepMind has open-sourced the heart of AlphaGo and AlphaZero
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I placed Stockfish (white) against ChatGPT (black). Here's how the game went.
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A question about training chess engines
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How to "fit" the output of the Critic to the dimension of the reward?
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A note from our sponsor - SaaSHub
www.saashub.com | 10 May 2024
Index
What are some of the best open-source Alphazero projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | muzero-general | 2,386 |
| 2 | LightZero | 884 |
| 3 | tinyzero | 395 |
| 4 | pgx | 322 |
| 5 | neural_network_chess | 266 |
| 6 | alpha-zero-boosted | 79 |
| 7 | boardlaw | 36 |
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