Would be interested in learning about your workflow. Is it a logo generation app?
I feel like this is an example of "Machine learning is eating software". Raster to vector conversion is a perfect problem, because we can generate dataset of infinite sizes and can easily validate them with vectorize-rasterize roundtrips.
I did have an idea of performing tracing iteratively. Basically by adjusting the output SVG bit-by-bit until it matches the original image within a certain margin of error. And optimizing the output size of the SVG by simplifying curves if it does not degrade the quality. But VTracer in its current state is oneshot and probably uses 1/100 of the computational resources.
VTracer seems to perform badly on all the examples. I suspect it can be drastically improved simply by upscaling the image (via traditional interpolation, or machine learning based) and picking different parameters. But I am glad that it was cited!
> logo generation app
For logo generation, I would actually prefer code gen. I thought of this problem when reading about the diffusion language models recent (if there is lots of training data available in form of text-vector-raster triplets).
"Sobriety & AA: Newman got sober in 1964 and remained so for the rest of his life."
Which doesn't check out. And it includes plausible but completely hallucinated URLs (as well as a valid biography.com URL that completely omits information about alcohol.)
I may still try it in an app I'm building.
Docs -> RAG -> tooltips / onboarding sounds like it might work out ok.
I have tried showing help text in an internal app using tooltips when the user would hover over the target element (or show a small icon on touch devices), and the feedback was good as the tooltips were never in the way but easily available for help (accessibility for keyboard users needed some thinking, but for the limited audience for that app, it was not a problem). And while you're at it, may be make it more engaging than a simple text only tooltip (which can be done without any intelligence), and let the host to customize and offer complex workflows.
(Also would make a great SaaS... for $X/month ($9.95, $19.95, ??.??) generate unlimited icons...)
Congrats to the team for their pioneering hard work in this nascent area of LLM/Transformer research!
Well done!
Dead Comment
But that’s fine, LLMs as-is are amazing without being AGI.
Just download some tool and be productive within seconds, I'd say.