craftingway vs mctx

craftingway

A ffxiv crafting tool (by alostsock)

final-fantasy-xiv monte-carlo-tree-search

Source Code

craftingway.app

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mctx

Monte Carlo tree search in JAX (by google-deepmind)

Jax reinforcement-learning monte-carlo-tree-search

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craftingway		mctx
	Project
4	Mentions	10
11	Stars	2,211
-	Growth	1.5%
8.6	Activity	0.0
about 1 month ago	Latest Commit	4 months ago
TypeScript	Language	Python
MIT License	License	Apache License 2.0

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.

craftingway

Posts with mentions or reviews of craftingway. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-20.

What couldn't you find info on this week?
3 projects | /r/ffxiv | 20 Jun 2023
RAGE THREAD - F-YOU FRIDAYS - ORNERYFANS
1 project | /r/ffxiv | 22 Apr 2023
I've made a website! craftingway.app -- a crafting simulator and rotation finder
4 projects | /r/ffxiv | 17 Apr 2023

I'm planning on letting folks add their own starting quality points: https://github.com/alostsock/craftingway/issues/4

mctx

Posts with mentions or reviews of mctx. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-02-15.

About Monte Carlo tree search in Jax
1 project | news.ycombinator.com | 23 Nov 2023
Programming language dilemma
1 project | /r/ComputerChess | 21 Feb 2023

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
Is there any proof that AlphaZero actually exist?
1 project | /r/chess | 19 Feb 2023

recently tree search part of alpha zero has gone open source https://github.com/deepmind/mctx
[D] Anyone interested in training an AI for Tigris and Euphrates?
1 project | /r/MachineLearning | 15 Feb 2023

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.
DeepMind has open-sourced the heart of AlphaGo and AlphaZero
4 projects | news.ycombinator.com | 15 Feb 2023

Interesting approach to private variables https://github.com/deepmind/mctx/blob/577fc77a3cda1b796e277e...
AlphaZero's Monte Carlo tree search implementation in Jax
1 project | news.ycombinator.com | 14 Feb 2023
Anyone found any working replication repo for MuZero?
5 projects | /r/reinforcementlearning | 7 Sep 2022

Just have a look at the DM repo: https://github.com/deepmind/mctx
MuZero Implementation
1 project | news.ycombinator.com | 4 Apr 2022
Official DeepMind MuZero Implementation
1 project | news.ycombinator.com | 17 Mar 2022
Finally an official MuZero implementation
1 project | /r/reinforcementlearning | 16 Mar 2022

deepmind/mctx: Monte Carlo tree search in JAX (github.com)

What are some alternatives?

When comparing craftingway and mctx you can also consider the following projects:

ffxiv-teamcraft - A ffxiv tool to handle collaborative crafts easily

EfficientZero - Fork of EfficientZero to use newer libraries and to fix a few runtime bugs. Also includes pretrained models!

ffxiv-craft-opt-web - Web frontend for FFXIV Crafting Optimizer service.

minihack - MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research

crafty - FFXIV crafting rotation solver, for command-line and the web

KataGo - GTP engine and self-play learning in Go

balance-static - Rendered guide(s) at your fingertips

leela-zero - Go engine with no human-provided knowledge, modeled after the AlphaGo Zero paper.

alpha-zero-general - A clean implementation based on AlphaZero for any game in any framework + tutorial + Othello/Gobang/TicTacToe/Connect4 and more

alpha-zero-boosted - A "build to learn" Alpha Zero implementation using Gradient Boosted Decision Trees (LightGBM)