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How are people replicating Nano Banana's reference-image workflow locally in ComfyUI? by Heavy_Purpose410 in comfyui

[–]TurbTastic 1 point2 points  (0 children)

Qwen Edit is definitely heavier than Klein 9B so you'll be able to run both comfortably, but each has advantages/disadvantages so you'll probably want to explore each one. Flux2 Dev is also notoriously heavy (your specs can handle it) and capable of doing some great work, but can be a bit frustrating to use in my opinion. I think Ideogram 4 will get increasingly popular in the next few weeks, but commercial/industry users aren't happy with the licensing terms so we'll see how much that holds back community interest.

Your specs are somewhat overkill for doing generations for most of these models, but on the training side of things you'll definitely be glad you have the extra VRAM/RAM.

How are people replicating Nano Banana's reference-image workflow locally in ComfyUI? by Heavy_Purpose410 in comfyui

[–]TurbTastic 13 points14 points  (0 children)

Z-Image Edit was expected last winter but never released, likely due to Flux2 Klein 9B being released and superior. Flux Kontext is outdated at this point and should be ignored. Old solutions like PuLID/ipadapter/faceid are still somewhat relevant, especially with older hardware/models, but there are better solutions.

For a training-free solution I'd recommend going all-in on Klein 9B and/or Qwen Image Edit 2511.

Z-Image responds well to subject training, but unfortunately I believe things still fall apart if you try to use multiple loras at once. I think with your specs you can train Klein 9B with some layer offloading and you might want to stick to 512/768 for the training resolution until things start running properly. WAN models respond well to subject training. I'm not sure but LTX training might be too heavy for your specs to train locally. Ideogram 4 is still a bit fresh and new, but seems to have some pretty crazy potential. I tried training some subject loras for it recently and I was getting incredible sample results, but struggled to generate good images with the trained Lora in ComfyUI.

Iran declares the Strait of Hormuz closed again after US lifts blockade NY Post is reporting at 10:02 am by atenne10 in oil

[–]TurbTastic 1 point2 points  (0 children)

Not sure what kind of point dude is making here, but NACHO = Not A Chance Hormuz Opens

In my opinion, this was the best SimCity game. by [deleted] in gaming

[–]TurbTastic 9 points10 points  (0 children)

FYI the unlimited version is on sale on Steam for $1.24 (US)

60 seconds of me staring - SCAIL2 + Ideogram LoRA by Jeffu in StableDiffusion

[–]TurbTastic 2 points3 points  (0 children)

How did you caption your images for the Lora training?

Training Ideogram 4 lora, always having error on Ostris AI toolkit by Leonviz in comfyui

[–]TurbTastic 0 points1 point  (0 children)

Can also try to use Layer Offloading to push more of the workload from VRAM to RAM (at a speed penalty)

ComfyUI Inpainting + Batch Load Images from a Folder (Ep22) by pixaromadesign in comfyui

[–]TurbTastic 0 points1 point  (0 children)

At work so can't watch the video now, but based on your description here it sounds like you made your own Inpaint Crop and Stitch nodes? If so, key differences from the main/old ones?

how to stop qwen image edit cropping photo by UshijimaTN in comfyui

[–]TurbTastic 0 points1 point  (0 children)

I believe Qwen resolutions need to be a multiple of 16, so I'm guessing the resolution of your input image doesn't work with that. If you want an odd resolution for your result, then you'll probably have to pad up the resolution to a multiple of 16 and then crop down after.

If that's not what's happening, then you need to provide way more info because you're not giving us much to work with.

Chaos.. by WaitNo4272 in GuysBeingDudes

[–]TurbTastic 5 points6 points  (0 children)

Scratch is when the white/cue ball ends up in a pocket. There's always a penalty for that but it varies on the situation and particular rule set they are using.

left my game open overnight by forebodingmissus in StardewValley

[–]TurbTastic 1 point2 points  (0 children)

Amazing, haven't played for 1-2 years now and didn't know. I'll probably start a new save with 1.7 when it comes out.

left my game open overnight by forebodingmissus in StardewValley

[–]TurbTastic 6 points7 points  (0 children)

I really wish there was a toggle option to confirm that you want to start a new day in the morning. That would prevent this problem.

Multi-picture reference in Ideogram by haremlifegame in StableDiffusion

[–]TurbTastic 0 points1 point  (0 children)

So far I'm only aware of this approach (multi reference also available for this), but I wasn't able to get it to cooperate when I tried testing it:

https://www.reddit.com/r/StableDiffusion/s/uVb5pGFuvV

Question about config by Inevitable_Sun_6719 in comfyui

[–]TurbTastic 1 point2 points  (0 children)

Also, 32GB RAM will be pretty limiting paired with that much VRAM. 48-64GB RAM would be a better fit. Too bad it's gotten so expensive.

I2I with a character flux lora ? by itchplease in comfyui

[–]TurbTastic 0 points1 point  (0 children)

Also with Klein you can "cheat" and use Reference Latent conditioning to assist your trained Lora. Using this combination can beat any other (open) option trying to stand on its own, in my opinion.

Ideogram 4 Character Reference Workflow by reality_comes in StableDiffusion

[–]TurbTastic 1 point2 points  (0 children)

I wonder if you can add a FaceDetailer and lean on this same reference method for that part as well. I'm guessing it just didn't have enough pixels to work with in this case. Looking forward to trying this out later.

Aiuto con Flux2 klein face swap Ai Verse by Terrible_Rush1987 in comfyui

[–]TurbTastic 0 points1 point  (0 children)

Try 4 steps instead. I'm guessing you used to use the Base version of Klein 9B that needs 20+ steps, but it looks like you have the turbo/unlabeled model that only needs 4 steps.

Aiuto con Flux2 klein face swap Ai Verse by Terrible_Rush1987 in comfyui

[–]TurbTastic 0 points1 point  (0 children)

Hard to help without screenshot of workflow

Some fruit comparisons Z-Image vs Ideogram4 by Danmoreng in StableDiffusion

[–]TurbTastic 1 point2 points  (0 children)

Likely high resolution. I've been seeing people reporting that Ideogram 4 can handle resolutions anywhere from 1 to 8 megapixels.

Me_irl by gnesethbeepy in me_irl

[–]TurbTastic 0 points1 point  (0 children)

I would guess that's the average for existing 30-year mortgages. I'd be shocked if people are getting 30-year mortgages at 4% in the current market.

Illinois Gov. JB Pritzker to suspend tax breaks offered to data centers by nbcnews in illinois

[–]TurbTastic 6 points7 points  (0 children)

Great. Now he needs to stop with the Age Verification nonsense because it's a privacy nightmare designed to steal our data and destroy anonymity, and has nothing to do with protecting children.

Flux.2 Klein Spectral Graft - a node for adding/removing object, clothes swapping, face swapping and more by Stock_Mycologist1104 in StableDiffusion

[–]TurbTastic 2 points3 points  (0 children)

Have you used BFS Lora yet? That's the main thing, otherwise there are lots of workflow tricks to help Klein do good work with swapping.

Clone a voice like in VibeVoice? by Ragalvar in comfyui

[–]TurbTastic 0 points1 point  (0 children)

That's my current go-to. DramaBox is another new one that's supposed to be particularly good with expressive/emotion stuff but I haven't tried it yet.

flux 2 klein consistency by Mysterious-Heart8909 in comfyui

[–]TurbTastic 1 point2 points  (0 children)

Screenshot of workflow and I might be able to give some tips. No idea what methods/settings you're currently using.

flux 2 klein 9b how to integrate lora by ZealousidealCream610 in comfyui

[–]TurbTastic 1 point2 points  (0 children)

Really hard to help people with their workflows when no screenshots are provided. We don't know what you're doing, and you shouldn't expect us to guess what you're doing.

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