muzero-general
m4b-tool
muzero-general | m4b-tool | |
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14 | 34 | |
2,379 | 1,078 | |
- | - | |
0.0 | 6.8 | |
4 months ago | 3 months ago | |
Python | PHP | |
MIT License | MIT License |
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.
muzero-general
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Open source rules engine for Magic: The Gathering
I 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
- I placed Stockfish (white) against ChatGPT (black). Here's how the game went.
- Ask HN: What interesting problems are you working on? ( 2022 Edition)
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How to "fit" the output of the Critic to the dimension of the reward?
You may want to use the trick described in https://arxiv.org/pdf/1805.11593.pdf as a Transformed Bellman Operator. Its efficiency is proved in MuZero original paper https://arxiv.org/pdf/1911.08265.pdf Appendix F. The implementation of that method you can find here: https://github.com/werner-duvaud/muzero-general Usage: muzero/models.py:649 (def support_to_scalar)
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MuZero unable to solve non-slippery FrozenLake environment?
I have used this implementation from MuZero: https://github.com/werner-duvaud/muzero-general
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RL for chess
+1 to taking a look at OpenSpiel. It has AlphaZero in C++ and Python, and there is even a PR open that allows running UCI (e.g. Stockfish) bot. You can also load chess via the OpenSpiel wrapper in muzero-general: https://github.com/werner-duvaud/muzero-general
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The future of MuZero, and where to go for news
When I looked up some community implementations, like that of Werner Duvaud on GitHub and Discord, hoping to make my own contributions to this effect, I soon found that I was hopelessly out of my depth as an amateur programmer, even with the help of some other sources like this walkthrough series. However, from what I could tell, most of the people working on this sort of thing seemed to be tackling relatively simple games. At first I thought this might be largely due to limitations in hobby time or computing power available to these users, but then I also noticed that, unless I have misunderstood something, it seems like the games are required to be rebuilt entirely in the engine of (this implementation of) MuZero, which would also obviously be a limit on the complexity of games chosen.
- Is MuZero currently the best RL algo that we have now?
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"muzero-general", PyTorch/Ray code for Gym/Atari/board-games (reasonable results + checkpoints for small tasks)
Windows support (Experimental / Workaround: Use the notebook in Google Colab)
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Muzero code implementation
There are several if you google "muzero github", e.g. https://github.com/werner-duvaud/muzero-general
m4b-tool
- Plex Music library incorrect track order
- Audiobooks and chapter selection.
- help: how to disable Shuffle for audiobooks?? I disabled everything I could find that had shuffle in it. For example this audiobook has 7 parts and rather than play 1-7 it plays in a random order every time this time starting with part 2 first.
- BATCH Merging and converting solution for 3.5 TerraByte Audiobook Library?
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Combining mp3/m4a files into one audiobook?
I’ve been using https://github.com/sandreas/m4b-tool for years to combine files into m4b, add cover and metadata. I also use iOS and prologue for listening.
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Plex needs an audio book style library
MP3Merge, m4b-tool. This one is interesting for iOS users.
- Question for bulk ripping audiobooks
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Best Windows app for combining multiple MP3s into single M4B
Look into m4btool (https://github.com/sandreas/m4b-tool). Audiobookbinder increases the m4b filesize. Followed this post for my own purposes: https://apple.stackexchange.com/questions/426094/convert-multiple-mp3-files-or-single-m4a-into-m4b-with-ffmpeg-and-afconvert
- How to merge several m4a files into a single chapterized m4b?
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Convert m4b
M4B-tool which wraps ffmpeg might be your best bet if you are planning on converting m4b’s.
What are some alternatives?
deep-RL-trading - playing idealized trading games with deep reinforcement learning
ffmpeg-python - Python bindings for FFmpeg - with complex filtering support
Super-mario-bros-PPO-pytorch - Proximal Policy Optimization (PPO) algorithm for Super Mario Bros
AudioBookConverter - Improved AudioBookConverter based on freeipodsoftware release (mp3 to m4b converter)
alpha-zero-general - A clean implementation based on AlphaZero for any game in any framework + tutorial + Othello/Gobang/TicTacToe/Connect4 and more
Audiobooks.bundle - Audiobook metadata agent for Plex
open_spiel - OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.
Plex-Audiobook-Guide - A walkthrough for optimal Audiobook experience using Plex
stable-baselines3-contrib - Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code
jid - json incremental digger
pytorch-ddpg - Deep deterministic policy gradient (DDPG) in PyTorch 🚀
KeenWrite - Free, open-source, cross-platform desktop Markdown text editor with live preview, string interpolation, and math.