Getting to the meat of the release (from their github [1]):
> What's the difference between StableStudio and DreamStudio?
Not much! There are a few tweaks we made to make the project more community-friendly:
- We removed DreamStudio-specific branding.
- All "over-the-wire" API calls have been replaced by a plugin system which allows you to easily swap out the back-end.
- On release, we'll only be providing a plugin for the Stability API, but with a little bit of TypeScript, you can create your own.
- We removed Stability-specific account features such as billing, API key management, etc.
- These features are still available at DreamStudio's account page.
Doesn't look like any of their models are getting open sourced alongside the app but they're making it possible to swap out the image generation backend using plugins
Yes, the OpenRAIL licences are deliberately not open source. Being open source or not is binary, and proprietary is the antithesis of open source.
There are of course additional ways to describe specific proprietary things, like distributable in this case. Distributable but non-free, because the software license is morally judgemental, and limits 'fields of endeavour'.
I'm with you on "not open source", but I don't think "proprietary" works as the opposite of "open source" here.
The dictionary definition of "proprietary" tends towards "one that possesses, owns, or holds exclusive right to something" - that doesn't quite fit here, because models licensed under OpenRAIL aren't exclusively restricted to their owners.
They have terms of how they can used that are more restrictive than open source licenses, but they don't enforce "exclusive" usage by their owners.
Model weights can't really be described as source code though. The equivalence isn't exact, but I'd describe the weights more as the compiled binary, with the training data & schedule being the source (which is sort of under an open source license, with the complication of LAION's "it's just links"). The fact it costs $1 million to "compile" isn't relevant.
This isn't to defend Stability particularly though - they've been getting increasing slow and restrained in their model releases. Charitably because they're attracting a lot of heat from political and anti-AI aligned groups. Uncharitably because they've taken a lot of funding now.
> Model weights can't really be described as source code though. The equivalence isn't exact, but I'd describe the weights more as the compiled binary, with the training data & schedule being the source
I think this is a really interesting discussion! I see where you're coming from, but I'm minded to disagree in part.
For one, I think it's possible to release model weights under a liberal licence, yet train on proprietary data. (ChatGPT is trained on oodles of proprietary data, but that doesn't limit what OpenAI do with the model). Normally, obviously, the binary is a derivative work of the source.
Also, the GPL defines source code as 'the preferred form for modification'. I don't disagree that model weights are a black box. But we've seen loads of fine tuning of LLaMA, so we don't always need to train models from scratch.
Ideally, of course, having both unencumbered training data and model weights would be perfect. But in the interim, given I don't have that million dollars, I'll settle for the latter.
Yeah, neither view is a perfect fit. Another example is vision transformer backbones, where a common generic base weight is used to fine-tune all sorts of different processes (segmentation, image to text, etc). The terminology (and licenses) haven't really kept up.
A properly unencumbered model would be my preference too. The community generally seems a bit laissez-faire with license compliance though, so the restrictions currently don't generate much push back. (Plus it's not totally clear that you can copyright model weights at all, given they're the output of an automatic process).
> What's the difference between StableStudio and DreamStudio?
Doesn't look like any of their models are getting open sourced alongside the app but they're making it possible to swap out the image generation backend using plugins[1] https://github.com/Stability-AI/StableStudio