wonnx VS godot-proposals

The two I know of are IREE and Kompute[1]. I'm not sure how much momentum the latter has, I don't see it referenced much. There's also a growing body of work that uses Vulkan indirectly through WebGPU. This is currently lagging in performance due to lack of subgroups and cooperative matrix mult, but I see that gap closing. There I think wonnx[2] has the most momentum, but I am aware of other efforts.

[1]: https://kompute.cc/

[2]: https://github.com/webonnx/wonnx

To a first approximation, Kompute[1] is that. It doesn't seem to be catching on, I'm seeing more buzz around WebGPU solutions, including wonnx[2] and more hand-rolled approaches, and IREE[3], the latter of which has a Vulkan back-end.

[1]: https://kompute.cc/

[2]: https://github.com/webonnx/wonnx

[3]: https://github.com/openxla/iree

There's also a third-party WebGPU implementation: https://github.com/webonnx/wonnx

By experimental I meant e.g. using WGPU to run compute shaders like wonnx, which is working fine but only on a very restricted set of devices and browsers.

https://news.ycombinator.com/item?id=35696031 ... TIL about wonnx: https://github.com/webonnx/wonnx#in-the-browser-using-webgpu...

microsoft/onnxruntime: https://github.com/microsoft/onnxruntime

Apache/arrow has language-portable Tensors for cpp: https://arrow.apache.org/docs/cpp/api/tensor.html and rust: https://docs.rs/arrow/latest/arrow/tensor/struct.Tensor.html and Python: https://arrow.apache.org/docs/python/api/tables.html#tensors https://arrow.apache.org/docs/python/generated/pyarrow.Tenso...

Fwiw it looks like the llama.cpp Tensor is from ggml, for which there are CUDA and OpenCL implementations (but not yet ROCm, or a WebGPU shim for use with emscripten transpilation to WASM): https://github.com/ggerganov/llama.cpp/blob/master/ggml.h

Are the recommendable ways to cast e.g. arrow Tensors to pytorch/tensorflow?

FWIU, Rust has a better compilation to WASM; and that's probably faster than already-compiled-to-JS/ES TensorFlow + WebGPU.

What's a fair benchmark?

wonnx has done some fantastic work in this regard, so that's where we plan to start once we get there. In terms of general discussion of alternate backends, see this issue.

> GPU in other ways, such as training ML models and then using them via an inference engine all powered by your local GPU?

Have a look at wonnix https://github.com/webonnx/wonnx

A WebGPU-accelerated ONNX inference run-time written 100% in Rust, ready for native and the web

Looking forward to your WebGPU ML runtime! Also, why not contribute back to WONNX? (https://github.com/webonnx/wonnx)

You can indeed perform inference using WebGPU (see e.g. [1] for GPU-accelerated inference of ONNX models on WebGPU; I am one of the authors).

The point made above is that WebGPU can only be used for GPU's and not really for other types of 'neural accelerators' (like e.g. the ANE on Apple devices).

[1] https://github.com/webonnx/wonnx

Godot was fine, for the most part, it's a good engine for small games. The main issue was around working together and resolving conflicts with git (Godot isn't really working and constantly kept changing IDs in resource files), and it kept losing data in scenes when the code changed so we had to rebuild things several times. On previous test games we also ran into huge performance issues in the editor when we wanted to do too much work in scenes, so we had to switch to doing most of the work in code.

The worst part was when I had to rip out a bunch of testing code that used @tool for release as it seemed to cause issues when doing a release build. The engine is generally not great when you want to follow clean software engineering (e.g. dependency injection is not possible, I opened a proposal to that end here[1]).

[1]: https://github.com/godotengine/godot-proposals/issues/8850

If we had a Mask2D, this would be super easy and straight forward.

So if that's what OP meant, clip_children property won't work. Instead OP needs to use a CanvasGroup parent and the Line2D (with CanvasItem Material in Subtract mode) and TextureRect as siblings, or any of the other methods explained here until we have a Mask2D node.

There is an open proposal to have a compile option for a LibGodot, as a Library https://github.com/godotengine/godot-proposals/issues/6267

Yes, there could be the option to open at least 2 tabs at the same time, when working with scripts. This has probably already been suggested in: https://github.com/godotengine/godot-proposals

I cannot tell exactly where the jitter is from the video, but if it is what I'm thinking of, it is a known issue, see here. There is a proposal to fix this, with tons of discussion here. Try some of the workarounds mentioned in these two links. Game looks great by the way!

It's in the release notes. Here is a link to the pull request, based on this proposal.

Currently not possible: https://github.com/godotengine/godot-proposals/issues/7213