Genius model! - and...improvement idea!

#1
by LH-Tech-AI - opened

Hey bench-labs Team!
I saw this model and I am VERY impressed by your work!! πŸ”₯
As I read, you've used the ~3M images recaptioned dataset.

Here's another dataset that recaptioned the dataset:
https://huggingface.co/datasets/opendiffusionai/cc12m-cleaned

It's 8.5M rows! I hope it's useful for you.

Best regards,
LH-Tech-AI

Bench Labs org

Hey LH-Tech-AI, thanks so much for the kind words and for flagging this really appreciate it!
cc12m-cleaned looks like a solid resource, especially with 8.5M rows. We'll take a look and see how it fits with our current data pipeline / recaptioning setup. Appreciate you taking the time to share it!

Hey, no problem

Is a v6 expected to come soon? πŸ”₯

Bench Labs org

Is a v6 expected to come soon? πŸ”₯

yep, its in the pretraining stage right now with a new architecture using a joint MMDiT-style attention transformer (image and text tokens attend to each other directly, not just cross-attention), conditioned on both T5-base and CLIP text embeddings, with 2D rotary position embeddings, QK-norm, and SwiGLU MLPs, plus a REPA loss that aligns the model's mid-layer features with frozen DINOv2 to help it learn structure faster. It runs on an upgraded SDXL VAE, at about 155M trainable parameters, roughly four times v5's size.

Nice! Can you give early samples please? πŸ€—

Bench Labs org

here you go, but dont expect it to be great yet, were betting on this new arch to bring better quality in text in images and better face on the image, still at 18k steps right now,
image

Okay, thank you πŸ€—
This looks great for early stage of training.

On how many images and how many epochs are you training and when do you expect it to be released?

Bench Labs org

currently 2.8M with a planned v6.1 using https://huggingface.co/datasets/opendiffusionai/cc12m-cleaned

Alright. Sounds good.

LH-Tech-AI changed discussion status to closed

Can you give me new samples please? I am hyped to see this model!

LH-Tech-AI changed discussion status to open

@LH-Tech-AI sure hold on, its at 80k right now, il get it to you in about 5 minutes

image

current steps are 82K, wait till 110K to see any noticeable increase in quality

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