mctx
craftingway
| mctx | craftingway | |
|---|---|---|
| 10 | 4 | |
| 2,209 | 11 | |
| 1.4% | - | |
| 0.0 | 8.6 | |
| 3 months ago | 30 days ago | |
| Python | TypeScript | |
| Apache License 2.0 | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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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.
mctx
- About Monte Carlo tree search in Jax
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Programming language dilemma
Maybe you can have your cake and eat it too. :) You could use Python with one of the hardware accelerating languages like Jax. This project for example uses Jax to implement Monte Carlo Tree Search and includes a few games as examples. https://github.com/deepmind/mctx
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Is there any proof that AlphaZero actually exist?
recently tree search part of alpha zero has gone open source https://github.com/deepmind/mctx
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[D] Anyone interested in training an AI for Tigris and Euphrates?
You could try starting with https://github.com/deepmind/mctx. You’ll probably need to expose your game state and actions via IPC of some sort or FFI your rust code to Python.
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DeepMind has open-sourced the heart of AlphaGo and AlphaZero
Interesting approach to private variables https://github.com/deepmind/mctx/blob/577fc77a3cda1b796e277e...
- AlphaZero's Monte Carlo tree search implementation in Jax
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Anyone found any working replication repo for MuZero?
Just have a look at the DM repo: https://github.com/deepmind/mctx
- MuZero Implementation
- Official DeepMind MuZero Implementation
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Finally an official MuZero implementation
deepmind/mctx: Monte Carlo tree search in JAX (github.com)
craftingway
- What couldn't you find info on this week?
- RAGE THREAD - F-YOU FRIDAYS - ORNERYFANS
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I've made a website! craftingway.app -- a crafting simulator and rotation finder
I'm planning on letting folks add their own starting quality points: https://github.com/alostsock/craftingway/issues/4
What are some alternatives?
EfficientZero - Fork of EfficientZero to use newer libraries and to fix a few runtime bugs. Also includes pretrained models!
ffxiv-teamcraft - A ffxiv tool to handle collaborative crafts easily
minihack - MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research
ffxiv-craft-opt-web - Web frontend for FFXIV Crafting Optimizer service.
KataGo - GTP engine and self-play learning in Go
crafty - FFXIV crafting rotation solver, for command-line and the web
leela-zero - Go engine with no human-provided knowledge, modeled after the AlphaGo Zero paper.
balance-static - Rendered guide(s) at your fingertips
alpha-zero-boosted - A "build to learn" Alpha Zero implementation using Gradient Boosted Decision Trees (LightGBM)
alpha-zero-general - A clean implementation based on AlphaZero for any game in any framework + tutorial + Othello/Gobang/TicTacToe/Connect4 and more
omega - A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments.
muzero-general - MuZero