It's currently optimized for tuning on subjects but we're launching finetuning for styles in the coming week since a lot of folks have asked for it. Feel free to hop in the Discord to be notified when we launch it, in any case, I'll circle back here once it's live

Ah, sorry about that. Our docs are currently a little hard to parse, reworking them soon.

If you go to the inference params, theres fields called facetool and facetool_strength for face correction.

Documenting the upscaling endpoint as we speak :) New docs should be live EOD tomorrow. In the meantime, feel free to hop in the Discord to stay posted on when it's live.

We also support "face_correct" which is just face restoration using GFPGAN/CodeFormers and "super_resolution" which is what's known as upscaling :)

Cheers! Excited to have you try us out

Hey Unreal, yes you can use our API to create your own app/website that does exactly that. You can choose to export the model after it's done finetuning and run inference (creating images) yourself if you'd like, we do also have an option for you to run inference through an API. Shoot me a DM and I can help you get setup

We can support regularization with your own class images if you'd want, however it's recommended to use model generated regularization images for prior preservation. You don't want to introduce bias into the model with curated images.

We train the text encoder as well, correct.

You should be able to train multiple concepts/subjects although there is an unsolved problem regarding bleeding when used in the same prompt. Shoot me a DM and we can probably figure something out!

Can do both, any diffusion model you want really

We can setup any model from there for you to finetune + run inference on. Shoot me a DM and I'll help you get started

We do indeed have a few optimizations in place to make sure renders are high quality. Take a look at some of our renders

We host the models on our end, our huggingface integration allows you to pull in any model from there for finetuning and push finetuned models to your private repos.

Shoot me a DM and we'll get you setup :)

Excited for you to give us a try, feel free to hop in the Discord too. I'm always around to answer Q's!

REDDIT

There's a ton of Colabs out there for folks to use, keep in mind you're still paying Google however much a month for compute credits. I would recommend Colab for folks looking to experiment in a notebook. What we're offering is an API ready for production grade apps.

Hope you try us out :)

Yes, will be adding support for additional models starting with Whisper, GPT2 and Stability's LLM once it comes out :) Let me know if there's any custom models you'd like hosted and we'll get that up and running. Eventually will be able to do that self serve.

You can finetune on all versions, 1.4, 1.5 and the newer SD 2.x models :)

Excited to have you try us out, let me know if I can answer any questions or help you get started. We don't use AWS, we've got our own GPUs :)

Yes you do, what parameters you thinking specifically?

In the meantime, here's an example of some of the renders. This ofcourse is highly dependent on the prompts + inference config (samplers, steps, seed etc...)

Hosted WebUI's is on the roadmap and will be launching soon! We have a few users beta testing it right now. Let me know if you'd like to join the beta.

So just to compare we do $2.50 for one-off fine tunes + inference for 100 images costs 0.5c so call it $2.51.

By the way, you can choose how many steps you want to train for, would still come around to $2.50 as long as it's within reason (eg: <10k steps).

For bulk pricing + volume, we can definitely do better than $3, I mean our one-off is cheaper than that. DM me with details on your workloads and we can figure out bulk pricing that beats any other vendor.

We can benchmark it, our renders are pretty high quality. I'll pick a celeb and train it against both and post results sometime tomorrow.

Yeap, you can run inference on upto 100 images at a time for 0.5c

Finetuning takes ~15 mins at 1500 steps on about 10-15 images. We train on A100s and it costs about $2.50 per finetune. We're running a holiday promo though right now where you can finetune for $0.99.

Excited for you to try it out! Let me know if you have any feedback :)