[Feedback Requested] Wishlist for the next major release of AlphaZero.jl

[jonathan-laurent]

I've been thinking for a while about doing an overhaul of AlphaZero.jl and this summer may be the right time to execute on it via the GSOC program. I would really appreciate it if anyone can share feedback regarding the pain points of the current framework and what new features you wish were added in priority.

I have already written a short redesign note with some ideas. Feel free to comment on them also.

[solidcub]

Wow! The code is already quite easy to understand, and I'm excited to see it become even more accessible. The hyperparameter-related aspects appear to be very useful as well. Looking forward to it!

[smart-fr]

Excited too to anticipate new progress for AlphaZero.jl!
I definitively "vote" for the following (taken from the redesign note), which could certainly help with adoption:

Batteries included

• Provide a test suite for new environments
• Check hyperparameters consistency
• Provide standard hyperparameter tuning utilities
• Provide profiling utilities

[jonathan-laurent]

One question that's been asked over and over in issues (latest example) is how to scale-down hyperparameters to avoid OOM errors when using GPUs with limited memory. More generally, I believe that an auto-tuning script that adjusts hyperparameters based on current hardware resources would be welcome (getting such things exactly right is a research problem but there are definitely low-hanging fruits to be picked here).

[smart-fr]

This would be awesome!