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Is there some gigachad with a chad gpu to try this? I wanna see how well it fares against this prompt >>108671341
https://github.com/inclusionAI/LLaDA2.0-Uni
https://huggingface.co/inclusionAI/LLaDA2.0-Uni

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don't let kekestone see this lol
https://pixeldit.github.io/
https://github.com/NVlabs/PixelDiT
https://huggingface.co/nvidia/PixelDiT-1300M-1024px

>>108672564
No one wants to see this though

>>108672564
>don't let kekestone see this lol
Why? Because it has a woman without a dick?

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>>108672564
>kekestone
https://xcancel.com/LodestoneRock/status/2046437094479020543#m
>recursive model distillation be like
he's not wrong though, that's what happens when you train on synthetic data

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>>108672554
Damn shit has built-in turbo?

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>>108672490
Cosmos 2 didn't look that great but it was compositionally coherent and good enough at text

here all three were genned at 1072x1440, hi-res-fix upscaled up to 1872x2512

>>108672628
>that oversaturation
that explains a lot... Anima has a huge problem with saturation as well now I know why

>>108672628
Bruh cosmos is fried as fuck.

calm down cloud shill kek

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>>108672647
you have to go back >>108653190

>>108672647
damn, this is actually all true too

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flux klein edit is still so neat, Q8 model works fast too, one or two image inputs.

give the anime girl a white racing suit with "Marin" in stitched black lettering on the front.

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>>108672564
>https://pixeldit.github.io/
damn look at those veins, that dude is surely juicing kek

>>108672683
apparently you can get even better results with klein
https://www.reddit.com/r/StableDiffusion/comments/1somo2r/coming_up_tomorrow_flux2klein_identity_transfer/

>>108672642
I did say it didn't look that great

what's the best realism editing model that is good at following instructions for moving camera perspective? nano banana isn't working good since if i tell it to raise the camera a little higher, it creates a satellite image of the scene

>>108672683
>pre-milf miyako saitou before her hair turns fully desaturated-red

>>108672699
>filename
that's a finetune of klein? looks pretty good

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>>108672683
business suit + blouse

>>108672641
>>108672699
why are you posting Gippity Image 1.5 gens lol

>>108672710
it looks like low-detail dogshit, and it's definitely GPT Image 1.5, not even 2

>>108672719
>it's definitely GPT Image 1.5
proof?

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Im pixeldiffusiiiiing

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>>108672596

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>>108672722
Hive is trained on a gorillion outputs from each model, you're not gonna get a 1.0 return for GPT Image 1.5 unless it actually is specifically that

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>>108672747

>>108672564
>1girl, standing
WOAH, FUCKING GROUNDBREAKING

>>108672758
what if it's finetuned from GoyPT outputs

>>108672773
>missed the point award

>>108672564
Apparently OOMs on 12gb because it tries to load TE and unet model at the same time.
Was gonna make some garbage for the memes but thanks for wasting my time downloading.
I can probably change load precision in the inference script to get it to work but I think I am just going to delete it.

>>108672770
yeah I've heard that ernie works really well with lora, I have to check that on civitai, unless you already have some examples to showcase?

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>>108672695
https://github.com/capitan01R/ComfyUI-Flux2Klein-Enhancer/blob/main/example_workflow/iden_wf%20(1).json
oh shit it's not a snakeoil, it works well

>mfw Resource news

04/23/2026

>ParetoSlider: Diffusion Models Post-Training for Continuous Reward Control
https://shelley-golan.github.io/ParetoSlider-webpage

>DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion
https://github.com/Adamlong3/DynamicRad

>Normalizing Flows with Iterative Denoising
https://github.com/apple/ml-itarflow

>LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
https://github.com/inclusionAI/LLaDA2.0-Uni

>Illustrious XL & NoobAI-XL Style Explorer
https://github.com/ThetaCursed/Illustrious-NoobAI-Style-Explorer

>AI Model & ‘MAGA’ Influencer Emily Hart Unmasked as Indian Man
https://www.yahoo.com/news/articles/ai-model-maga-influencer-emily-091027504.html

04/22/2026

>Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models
https://github.com/cvims/EMBEDDING-ARITHMETIC

>Denoising, Fast and Slow: Difficulty-Aware Adaptive Sampling for Image Generation
https://github.com/CompVis/patch-forcing

>TS-Attn: Temporal-wise Separable Attention for Multi-Event Video Generation
https://github.com/Hong-yu-Zhang/TS-Attn

>AnyRecon: Arbitrary-View 3D Reconstruction with Video Diffusion Model
https://yutian10.github.io/AnyRecon

>SmartPhotoCrafter: Unified Reasoning, Generation and Optimization for Automatic Photographic Image Editing
https://github.com/vivoCameraResearch/SmartPhotoCrafter

>Soft Label Pruning and Quantization for Large-Scale Dataset Distillation
https://github.com/he-y/soft-label-pruning-quantization-for-dataset-distillation

>Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation
https://github.com/AMAP-ML/EMF

>Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix Weighting
https://github.com/YonseiML/dpw

>IR-Flow: Bridging Discriminative and Generative Image Restoration via Rectified Flow
https://github.com/fanzh03/IR-Flow

>mfw Research news

04/23/2026

>Image Generators are Generalist Vision Learners
http://vision-banana.github.io

>Camera Control for Text-to-Image Generation via Learning Viewpoint Tokens
https://randdl.github.io/viewtoken_control

>Hallucination Early Detection in Diffusion Models
https://arxiv.org/abs/2604.20354

>Wan-Image: Pushing the Boundaries of Generative Visual Intelligence
https://arxiv.org/abs/2604.19858

>MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings
https://arxiv.org/abs/2604.19902

>Rethinking Where to Edit: Task-Aware Localization for Instruction-Based Image Editing
https://arxiv.org/abs/2604.20258

>Amodal SAM: A Unified Amodal Segmentation Framework with Generalization
https://arxiv.org/abs/2604.20748

>FluSplat: Sparse-View 3D Editing without Test-Time Optimization
https://arxiv.org/abs/2604.20038

>HumanScore: Benchmarking Human Motions in Generated Videos
https://arxiv.org/abs/2604.20157

>Render-in-the-Loop: Vector Graphics Generation via Visual Self-Feedback
https://arxiv.org/abs/2604.20730

>Mitigating Hallucinations in Large Vision-Language Models without Performance Degradation
https://arxiv.org/abs/2604.20366

>Cognitive Alignment At No Cost: Inducing Human Attention Biases For Interpretable Vision Transformers
https://arxiv.org/abs/2604.20027

>X-Cache: Cross-Chunk Block Caching for Few-Step Autoregressive World Models Inference
https://arxiv.org/abs/2604.20289

>Self-supervised pretraining for an iterative image size agnostic vision transformer
https://arxiv.org/abs/2604.20392

>Efficient INT8 Single-Image Super-Resolution via Deployment-Aware Quantization and Teacher-Guided Training
https://arxiv.org/abs/2604.20291

>From Diffusion to Flow: Efficient Motion Generation in MotionGPT3
https://arxiv.org/abs/2603.26747

>>108672628
People who say Cosmos was bad are dumb. It has an atrocious default aesthetic tune (by design, it's a fucking robotics world model), but in terms of prompt understanding, coherence, and breadth of knowledge it was basically Flux 1 level but only 2b parameters.

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Updated comparison, adjusted the prompt a bit to try to force more similar results out of all the models

Prompt:
A fair-skinned young Irish woman with long, sleek copper-red hair and blue eyes stands centrally on a weathered stone walkway, posing daintily and smiling directly for the camera. She wears a whimsical pastel lavender mini-dress featuring a tiered skirt, ruffled bodice with lace trim, and sheer long sleeves, accessorized with a metallic gold crossbody bag. Her legs are clad in intricate white patterned lace tights, ending in chunky two-tone black and white platform oxford shoes. She is situated in a formal garden setting, flanked by stone balustrades topped with large white classical urns containing manicured green bushes. Immediately behind her stands a white architectural frame structure bearing the text "1GIRL GARDENS" in bold serif capital letters. The background reveals terraced flower beds, classical white statues, and a green hillside dotted with buildings. The lighting is soft, flat, and diffused from an overcast sky, creating shadow-free illumination that enhances the soft pastel colors of her dress and the even tones of her complexion. Style: whimsical DSLR street fashion photography. Mood: sweet, composed, and serene. Aspect ratio: 3:4.

Anyone tryed and used the official Circlestone Greg Rutkowski lora appart from reading the metadata?
Isn't it total shit? The demo images look nothing like his art but I downloaded it anyway and used it and it's super cherry picked. Only works with vague prose style and with the slop "dramatic oil painting" prefix. If you use some anime character it completely loses the oil painting brushstroke dark fantasy effect, what a garbage lora.

>>108673089
proofs?

>>108672641
>>108672715
this model has a weird noise pattern, doesn't it?

>>108672991
Sorry but Cosmos is literally incapable of disentangling styles and characters. I'm the anon from >>108673089. The only interesting thing it has is prompt adherence. Cosmos can't grasp the concept that an anime character can have a different style applied. I downloaded an Elden Ring style lora too and same shit, only works for vague characters. The second you mention a specific anime character the lora effect stops working and loses all the aesthetic. This never happened to me with Neta Lumina or even SDXL.

>>108673089
Works on my machine

>>108673106
it looks like badly upscaled SDXL with like DPM++ 2S Ancestral or something lol, same kinda gooey looking trees in the background and stuff

>>108673104
Not at home now, but will share because it's very noticeable. This happens with a lot of style loras. If you prompt an anime character the lora stops working and it defaults to a diluted style. I'm using the lora trigger words and the anime character without any artist styles or coloring or mediums.

But if you're on a pc download
-The official Anima Greg Rutkowski lora
-search CivitAI for an Elden Ring lora
-and whatever other style loras you want.

Test the lora without a specific anime character, then test with a specific character and look at the difference in style.

>he doesn't neg the series name to get rid of its style influence
NGMI

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>>108673135
>Cosmos is literally incapable of disentangling styles and characters

>>108673170
ive noticed this with artists. extremely popular characters work fine since the dataset contains them drawn in different styles but less popular characters are way more rigid

WHY DOES FLASH ATTENTION TAKE SO LONG TO COMPILE

I see people talking about graphs and watching the loss and knowing from that if the model is undercooked or overcooked... And I wonder what the fuck is that?

I didn't know you could monitor models at training

>>108672615
there's something wrong with your sampler / scheduler settings

I don't know if my model was trained wrong or if I just suck at genning. Any tips?

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>>108672951

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>>108673081
have a zit again

>>108673178
thanks im adding that to my grifter keychain ;)

>>108673200
Loss is the primary way training happens for AI model.
Though it doesn't work the way it usually does for diffusion.
It zigzags, but it is overall supposed to decrease a bit initially and then remain same for a while.
In rare case it can spike a lot suddenly up or down, meaning something has gone wrong.
But most of the time you let it churn at the final value for the correct time, if you do it longer than it needs, it would result in a fried model.
Shorter would result in an underbaked model.
Validation loss is supposed to be a way to independently determine if the model is starting to get fried.
Though I never managed to get it working properly.

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>>108673222
wtf sampler did you use lmao, it looks weird

>>108673236
How do you measure that? I always go in the blind and make some gens. But I don't know if they are undercooked or overcooked, lately I can't manage to make good models, please help me anons.

>>108673272
>How do you measure that?
There is literally no way to measure that besides trial and error and experience nonnie.
It depends on which model, what type of lora, dataset quality/quantity, LR, batch, and other training parameters.
You are going to underbake or fry until it clicks.
3-4k steps is generally a good starting point for loras.
Don't pay too much attention to the loss.
>But I don't know if they are undercooked or overcooked
If you undercook, the character/style/concept has poor resemblance to the training dataset.
If you overcook, you will get weird gens showing that irrelevant details from the dataset has been learned (this can also happen due to poor dataset diversity, quantity or very poor captioning, so in effect you can undercook and overcook at the same time!).

>>108673301
>Don't pay too much attention to the loss.
I mean to say don't pay too much attention to the loss as a beginner.

>>108672637
I tested those three, and cosmos is equally as saturated as the flux one, both being more saturated than the z image.
I don't get your complaint about Anima. It seems mostly undersaturated to me.

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Local lost so bad...

>>108673260
euler

>>108673331
how good are the dicks it makes?

>>108673331
pic unrelated?

So, I've been using automatic1111 forever, and, I'm trying to transition to confyui. Got it installed, it works , but, I need some basic workflows... Like, one that has hires fix and lora settings? I've tried making some and "wiring" it up... Well, Im just big dumb. Where to get some out of the box workflows for SD?

>>108673361
Templates button is your friend.

>>108673360
don't you like the api cope of making everything look like it was shot on a 2006 nokia flip phone?
half the shit they post as a brag looks like gguf z image gens.

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>>108673081
i hate how they massacred nbp. theyre definitely running a quantized version now
pre quantized nbp was truly something else, $100 a month for 1000 4k images a day was so worth it at the time

>>108673320
>It seems mostly undersaturated to me.
It seems like it just accurately recreates what it was trained on to me. If you prompt artists that make desaturated art it will look desaturated, saturated artists will produce saturated results. Or you could use keywords like colorful, monochrome, etc. in the positive or negative depending on your aims to counteract that. Don't tell me you guys are just prompting "masterpiece, best quality" for aesthetics and nothing else?

>>108673382
That's why local is important.
The weights are yours and they can't take it.
The API jews will gladly charge you hundreds of dollars a month and serve the shittiest quality possible that they think they can get away with it.
I also think they are straight up doing undisclosed distills and still serve those models as the same model.

>>108673379
Damn... Ok, I'll give it another look through... It was just so "API" heavy I didn't look too much in there. Thanks!

Can you guys give me some style Lora parameters? I've never seen a good style Lora, dunno if they exist. If you know tell me pls.

>>108673398
35 stars status?

>>108673402
Model? How many images in your dataset?

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[BREAKING NEWS]
https://comfy.org/countdown
ComfyOrg is counting down to a major release?? What could this be?

>>108673555
anima preview 4 lets goooo

>>108673555
must be the anima release

>>108673555
announcement of the grant winner (ani)

>>108673555
>A big day for open creative AI
ehh, it doesn't say model, probably another useless thing they made on ComfyUi like Node 3.0 or some shit

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>>108673331
it's rather sad for API studios. they quickly fall into oblivion, and the local community manages to create similar things, even with outdated tools kek

>>108673473
90 images, I'm trying to make a style Lora. I think I tagged all correctly. I'm experimenting with some values but I can't manage to get things right. I think I'm overcooked, the models look "creamy" and oversaturated sometimes, like greasy.
0.0003 learning rate, 2 repeats, 15 epochs.

>>108673555
Api nodes 2.0 is finally here??

>>108673555
Comfy posting hole in LDG screenshot this

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>>108673555
This is it, LTX 3, 8b model, as good at Seedance 2.0

>>108673331
this looks like shit though, there's absolutely no fine detail at all

>>108673555
what's your pronostic?
>Z-image edit?
>Qwen image 2.0
>Another nothingburger like Comfy Nodes 3.0?
>LTX 3?
>Happyhorse??
>Something new?

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>>108673397
>I also think they are straight up doing undisclosed distills and still serve those models as the same model.
this happens for sure, but sadly even the distilled versions are better than local
so if you want to use sota models youre kinda forced to get scammed. hopefully the gpt 2 release changes the landscape a little
>>108673555
theyre going to intergrate openclaw into comfyui

I have never used Local Diffusion, but I need to make an image of Laurie Wired in her pantsu how much power do I need to make that happen?

>>108673633
>in her pantsu
Dream bigger. Generate a video of her getting nutted on. Which is possible locally.

>>108673555
owo, what's this?

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>>108672554
Ok. I am trying better parameters.
This shit also uses absolutely deranged amount of VRAM (Saw 74 gigs, and no not my GPU sadly), though I think I set the parameters wrong.
Trying again

>>108673615
no you don't get it bro it's realistic bro

>>108673582
Model?

>>108673679
>1 hour and 74gb of vram for this
lmao

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>>108673555
that madlad finally did it

>>108673687
1 hour is me trying to compile Flash attention with wrong parameters because I am retarded.
Be fair to the model.

>>108673615
>>108673685
dont act as if you wouldnt cream your little undies if you could gen images like that locally

>>108673710
I'd cream your undies. It's in the terms of service, I can do that.

Opaline

>>108673555
it's probably anima, they finished the training, noice

>>108673697
>trying to compile Flash attention
geeeeg

>>108673694
if he did, she would break up with his ass for a sweet cheeks nigger

What this obvious API node shilling activity going on with the countdown?

>>108673555
civitai clone but deeply integrated with comfy cloud

and honestly civit is so shit I wouldn't even mind it

>>108673744
civitai pains me to use as a "creator" and a user. I hope it dies. I upload loras for fun not for money.

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>>108672554
>>108673679
Ok still not a great image at least it doesn't look like a lodestone model anymore.

>>108673744
i doubt comfy would want to deal with any payment processor issues that come with hosting community models
they need to keep their squeaky clean track record in order to get those api partnerships

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>>108673555
my dick is ready

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>>108672527
rate my outfit /g/

A few years ago comfy would be here telling us ahead of time, but the faggot schizos drove him away and now we get his sloppy Reddit seconds.

>>108673807
they want to do the same to big russ

>>108673744
I might eat this words but I honestly struggle to believe Comfy can create something worse even if he actively tried.
I would welcome it.

by the time my lora is done for anima preview 3 the final model is gonna release :crying emoji:

>>108673761
is this the super duper text model that was supposed to be better than gpt 2 image?
LOOOOOOOOOOOL

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>>108672527
damn, this ai stuff is pretty funny

>>108673802
I look just like that dude in the middle the one with the black shoes and white socks

It would be great if tdrusell discovered a format converter for Lora from SDXL to Anima.
If you can convert a jpg file to png and a zip file to rar or Word to PDF, why not SDXL to Anima?
This is the zeitgeist that is holding back local.

>>108673555
Nodes 2.0 and autocompleter!!!!

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Your Taylor Swift that took dozens of gigabytes and 5 minutes on an RTX PRO 6000 sirs.
(I had a gen with better facial likeness but the rest was not good)
Maybe they fucked the inference script on both the github and hf, but maybe it's not good and they cherry picked the images.
I am gonna run a few more tests though, I am 3 dollars into this.
Sunken cost is a bitch.

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ZAMN! 128 ranking made my lora like 529mb big. Dats a big lora. The samples are awful (picrel) so far but I'm thinking it's going to level out much better over all.

>>108673382
That's z-image?

>>108674089
128 rank? that's all? you need 1024 minimum if you want to get details right

>>108674089
It's normal to get a bit weird images in the early samples, but this looks like the lora got raped already.
You are using tdrussell's recommended settings, right anon?

>>108674104
I'm gonna piss in your mouth

>>108674106
It's epoch 3 literally the 3rd sample. On my smaller lora at ranking 16 it was fine I think this bitch is just taking a minute to digest everything. There is 1800+ images plus tags.

>>108674089
You'll share the finished kino lora with the thread that helped you figure out anima, right anon?

>>108674039
I think someone did this for going from SD1.5 to Pony or something and no one used it.

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Is there a way to use new schedulers and samplers on forge neo?

>>108674118
I always upload and share my shit. It's just been a while I haven't seriously trained anything since pony.

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>>108673166
>>108673106
damn I knew I've seem this one before

https://x.com/SwayStar123/status/1960325938706554950

>>108674039
This is not gonna work since most SDXL loras are unet+te and you only train unet on anima.
For the unet part you might be able to apply delta between SDXL baseline and lora to anima, but between wildly different architectures this is not likely to work well.

>>108673555
If Anima 4 releases tomorrow, I will create the biggest FUD campaign in internet history.

>>108674143
Wait around 2 more years. We can already convert all types of files. And we can emulate any PlayStation or NES game on PC. It's just a matter of time before someone figures it out.

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>>108672554
>Make a detailed infographic about ComfyUI.
This is with "thinking" enabled by the way. Here is what it "thought":
>Thinking: ComfyUI's user interface is showcased in a clean, minimalist design, featuring a central modal window with a white background and a blue header labeled "ComfyUI." The window displays a list of four options, each accompanied by distinct icons: "General Settings" with a gear icon, "Accessibility" with a wheelchair icon, "Accessibility" with a wheelchair icon, and "Accessibility" with a wheelchair icon. Below the list, a blue button labeled "Continue" is prominently positioned. The surrounding interface includes a sidebar on the left with icons for "Home," "Profile," and "Settings," and a top navigation bar with options such as "Home," "Profile," "Settings," and "Help." The overall layout is organized and user-friendly, emphasizing clarity and accessibility, with a focus on simplicity and ease of navigation. The visual style is modern and functional, utilizing a limited color palette of blue, white, and gray to create a professional and approachable aesthetic.
LMAO fuck this garbage.

>>108674177
where's the spaghetti

>>108674144
why

>>108674039
>tdrusell discovered
Why him and not someone like, for example, Fizzledorf?

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>>108673555
i hope comfyui won't be unstable again. It's finally stable...

>>108674212
We are always a single commit away from all of our workflow breaking.
Such is the spaghetti life.

>>108674122
it's a complete waste of time given training loras never takes that long, and if the lora degrades at all in the conversion you might as well retrain it, it's also a chance to update with new data etc

13 hours until pony v8, astrolite and comfy have built a new combined environment based on stable diffusion 3

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>>108673183
Is this the new fud?

>@stonetoss, Ayanami rei wearing a white bodysuit.

>>108674367
@stonetoss asuka langley squatting over rei ayanami in dominance

>>108673555
inb4 is a API nothingburguer

>>108672554
It also can make you wait minutes for a mid image caption that a 2024 LLM would give, and would have done so two orders of magnitude faster!
What an amazing model hahahahaha!
I feel like a complete sucker for wasting time and money on this.
On the bright side, I lost my text diffusion virginity today.
I am not even gonna bother testing its edit capabilities, yep I am good.
I hope the curiosity of the anon who originally posted it is satisfied.

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the two anime girls have their hands on their hips instead of in the air.

klein edit q8 distilled, pretty cool.

>>108674436
looks very much in the air

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>>108674436
oops, thats not the right image.

>>108674445
>hey mister do you play basketball?

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>>108674396

>>108673957
Looking healthy anon

>>108674467
lmao, hell yeah dude. all that's missing in these stonetoss gens is the secret hidden amogus

>>108674467
NTA but BASEDBASEDBASED

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Which model would be best for genning poses with mannequins to use as drawing references?

>>108674547
No fucking idea, try shitgle model since was trained based on videos, or any model trained on real videos and not anime garbage

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How the fuck do you have a website this big with only 30% up time?
It's like every time I want to use or upload anything the site is shitting itself.

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>>108673555

>>108674833
Give me something I can do on AMD your fucks

>>108674436
Link to the model?

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>>108674848
They'd rather implement digital ID than improve local

>>108674467
i hope he sees them anon

>>108674467
May I ask how you curated the dataset anon? Most stonetoss panels are pretty low res. Did you paint over speech bubbles and upscale them? I doubt you trained on bunch of multiple views and 4komas.

>>108674865
He mocked the anti-AI hysterics multiple times, if there is an artist that doesn't mind his art being stolen, that's probably him.

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>>108674881
only sfw sample I can share but it's getting better. man I hope it's an anima release but ngl regardless if I have to restart my training

>>108674856
https://huggingface.co/unsloth/FLUX.2-klein-9B-GGUF/tree/main

using the q8 from there, any will do but best quality for the file size, comfy has templates for klein edit.

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>>108674436
hey I recognize this!!!

>>108674903
>I hope it's an anima release
it wont be

>>108674975
fennec man what is it...
I remember you mentioning that you had a better quant method in store compared to shartchaku, is that it????????????

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the painting of the anime girl on the car is wearing a black business suit.

neat

>try prompt relay to make long clips work better

"the woman pulls out a revolver and aims it at the camera and fires off one round with large muzzle flash as the camera falls back looking at the sky while the woman stands above the camera looking down and laughs at the camera.

|
the woman raises her hand holding a large revolver. she aims the revolver at the camera. she then pulls the trigger and the revolver fires with a large muzzle flash.

|
the camera falls backwards tilting the camera upwards revealing the blue sky.

|
the woman walks into frame laughing while looking down on the camera."

https://litter.catbox.moe/7znvt3pb46nyp421.mp4 (EXTREMELY LOUD)

Another schizo node, what a shame.

>>108674436
i love klein edit so much. what used to take me 30 minutes 5 years ago I can now do in just 5 seconds.

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>download interesting workflow

AUGH

>oh civitai finally has seedance 2
>test it out with an image that looks stylized but with detailed shading
>filtered for detecting a "real person"
I can't believe how cucked it became. It's legitimately unusable unless you're doing literal cartoons.

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Oh nice, that klein consistency lora does wonders.

do you guys know a way to run zit on mac with controlnet? drawthings has been the fastest program, and i had issues and slow speeds with comfy unless i'm being noob.

>>108675181
how many snake oil nodes?

>>108675274
does pytorch even have a metal backend?

redpill me on the best realism editing model

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>>108674924
sankyu

I hate that everything is built around CancerUI now

>>108675463
see: >>108672647
they're shilling api because they know they can shove as many ads into the ui as they want because local has no other options.

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>>108675463
It can always be worse.

>>108675463
NAI no

>>108675371
Just some retard chink making shit overly complex. And nothing is translated.

>>108675477
0 ads in my install, you can keep fudding tho, retard.

>>108672527
>thank you tdrusell
Cucks

>>108675463
you can cope and seethe about it but python and nodes are the most flexible and sane option

>>108675581
35 stars status?

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>>108673555
Sorry Comfy I will spoil your news

>HANASEE will release its proprietary image generation model, “HANASEE-image-1.0,” specialized for vertical-scrolling manga expression.
>This model is based on an open-source image generation model and has been further trained with supervision and collaboration from professional manga artists. Its strengths include consistent character representation, a manga panel–optimized art style with visual coherence, and composition tailored specifically for vertical-scrolling manga.

>>108675779
Oh good, is this the model Ani was working on? Did you receive the grant?

>>108675585
meds

>>108674177
>"Accessibility" with a wheelchair icon, "Accessibility" with a wheelchair icon, and "Accessibility" with a wheelchair icon.
So it IS familiar with comfyui users

>>108675779
>vertical scrolling
>manga
looooool gookshills are trying so hard

>>108675779
Ani! Good to see your anime Japanese model. Well deserved!

>>108675779
>vertical scrollinf
Is it true that Anistudio is going to be a UI for mobile devices?

>>108673331
Looks like anon cloudfag have never run comfyui...
Also return to your boring thread with pegi12+ gen
>>108653190

>>108675779
>vertical

not manga

>>108675779
Looks so good! Did lodestone help you?

>>108675799
yeah lmao imagine calling manwha manga ROFL fucking gooktoon sloppers garbage

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Ani Bee delivered!
>>108675788
>>108675805
lol, no, that model is not mine. In the end that project did not go anywhere, I had fun but I really want to move onto the next project I have planned
>>108675821
man, I want to get this in my app soon. I want to be able to put workflows into masking, brush and selection tools to customize everything in your mobile

>>108675913
Pedo

of course its not yours that was the joke lmaeo

>responds a question he asked himself
he admitted to doing this btw he literally generates fake interest
protip failed dev: no one gives a fuck about your garbage IMGUI wrapper

>julien

>>108675913
here's a * just for you, treasure it

>>108675913
Hi Ani! I really missed you.
How was your trip to Japan?

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>>108675942
yup. kek.
>>108675977
I should have went back this week with my business partner and I miss the japan team though but I'm too busy rn for travelling as much as I did for the past two years.

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>>108674089
I gave up on sampling and just disable it now. It never seems to accurately represent what the model ends up generating in comfy.

>>108675998
>yup. kek.
no like in the sense that you never complete anything you say you will

>>108675998
That's a shame
When can we expect new anistudio updates btw? No rush, just wondering

>>108675949
>he admitted to doing this btw he literally generates fake interest
Kek I forgot about this. What a loser.

>>108676013
go back ran

did that one sting a little? lulz

>>108675998
Damn, did you bring some spicy doujins at least?~

do not look up his "work" on /d/ guys

>>108675949
bullshit lol, making up stories again faggot?

>>108673686
Noob and illustrious

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i tried that anima -> zit workflow but im missing some stuff it seems but now im nervous
i don't want to spend 8 hours debugging my comfyui install by updating anything
the [object Object] one is the RTX UPSCALE LATENT node
what do

>>108675584
people are allowed to have opinions without some faggot like you running in telling them their opinions are run and call it cope and seethe. you're the one coping and seething faggot

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>>108676178
don't you have ComfyUi manager installed? that way you can use it to install the missing custom nodes

>>108676209
those are core features, not custom nodes

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>>108676178
install https://github.com/Comfy-Org/Nvidia_RTX_Nodes_ComfyUI

the rtx upscaler isn't a latent space upscaler, so whatever you are looking at is probably a subgraph with a vae decoder and the rtx upscaler to keep the wf clean.

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>>108676223
oh yeah you're right, you don't have much choice but to update comfyui anon, or you simply don't use the node

>>108676178
Do a

python -m pip install -U --no-build-isolation nvidia-vfx --index-url https://pypi.nvidia.com

inside your python_embeded folder.

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Yoo whats the best photo to drawing model/lora nowadays? I was browsing and found this ai site ads. Tried it and it was actually not bad? Pic is the result.

>>108675779
gay

>>108675779
Attention whore kek

>>108673398
You can filter those out. Click the "Runs On" dropdown menu and check the "ComfyUI" box.

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>>108674869
It's been a while since I collected the images so my memory might be off a little, I originally made a lora on pony with them way back. I split the panels with kumiko:
https://github.com/njean42/kumiko
Then went through them by hand and deleted any that got messed up or seemed like a bad image to train on (unusual content, bad framing, etc). I wanted the font so I kept in images with speech/text, trying to keep it around 50% text/no text. After that I upscaled all the remaining images with waifu2x. For this lora I regenerated all the captions with gemma 4 and took out the tags (mostly out of laziness).

>>108675913
>>108675977
>>108675998
>>108676017
>>108676032
stop replying to yourself, you subhuman raped retard

>>108672683
> gives a suit
> fucks up fingers

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>>108673555
>a few coming
hmm...

>>108673081
Wan?

>>108676750
what could it even be? they usually roll out new api and local support unceremoniously, like a blog post saying they now support seedance 2.0, have they done countdowns in the past? i never pay attention to hype.

>>108673555
Almost certainly a nothingburger or or a paid promo.

>>108676816
Maybe they will introduce loot box nodes and ComfyCoin BattlePass?

>>108673555
could be a decent thing involving a fennec girl

>>108676816
>have they done countdowns in the past?
nope it's the first time, must be something really important, but I really don't know what that is

>>108676183
> to have opinions
ani please

>>108675998
Hey julien you're literal human garbage

>>108677014
trvkie nvkie

best node for llm prompt rewrite?

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>>108673555
This shit is gonna be ComfyClaw or similar bloatslop

>>108677089
best how? they don't optimize anything in particular. the biggest versions of current qwen can certainly pad out stuff into a pretty decent story with a LOT of VRAM and compute, but in most models that doesn't necessarily result in better scoring for x thing

and for the most part throwing in random *booru tags or nouns or w/e also gives you additional random things if that's the goal

basically LLM prompt rewrite is dubious. maybe for future video models where there's a sequence of events to invent and you want something that might often happen

<4 hours for christmas
https://comfy.org/countdown
https://www.youtube.com/watch?v=tapCjTA2E9Q

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>>108677389
and then we get something like
>Nodes 2.0 is finalized now no more beta. Say good bye to the old comfyui and welcome our new comfyUI.. UI

>>108677404
>we also force removed the old nodes and removed the arg to freeze your frontend version :^)

>>108677404
>>108677407
I hate Nodes 1.0. Nodes 2.0 have less visual distraction, they’re more muted, easier to see, and easier to organize, which I really like. Nodes 1.0 look like mini clowns.

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>>108673331
>>108674003
>still puts people out in the middle of a street
Even the big boy models haven't overcome that old SD1.5 quirk, huh?

>>108677404
Maybe he got the performance up to a massive 15fps when typing now. You never know!

>>108677389
my best is on anima finally finished, since ComfyUi is the one who gave money to tdrussell he's also the one to make the announcement

>>108677389
my optimistic guess is that they are gonna start training their own models

>>108677699
>my optimistic guess is that they are gonna start training their own models
im 99% sure thats way too expensive and has close to 0 ROI

>>108677686
preview 3 only came out 2 weeks ago, but god it would be based if if they did a countdown and a big red carpet for anima.
i think that anti-anima fellow would legit kill himself.
>>108677699
i could actually see something like this happening if they really wanted to lean into comfy cloud.

it won't be anima, unfortunately

>>108677699
>they are gonna start training their own models
would be weird no? they already paid someone to do the training for them

fuck, body horror is caused by fp16 accumulation. turned it off and anatomy improved significantly. this sucks, because it gave like 50% more performance.

>>108677755
you can't get like 50% speed increase without paying the price unfortunatley

>z image base bf16, good results
>z image base fp8, fucked up dark results
why

quants suck for image models

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>>108677805
because fp8 is not that good, go for Q8 instead

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>have to make an account to download klein

>>108677887
Just make a throwaway

>>108673402
>>108676104
There is quite a bit of different between both (v-pred and epsilon)
But here is what I post when people ask for noob parameters:
python sdxl_train_network.py --v_parameterization --pretrained_model_name_or_path ~/models/NoobAI-XL-Vpred-v1.0.safetensors --tokenizer_cache_dir ~/lora/tokenizercache/ --train_data_dir ~/lora/images/ --shuffle_caption --caption_separator , --caption_extension .txt --keep_tokens 1 --resolution 1024 --cache_latents --cache_latents_to_disk --enable_bucket --min_bucket_reso 256 --max_bucket_reso 2048 --bucket_reso_steps 64 --dataset_repeats 8 --output_dir ~/lora/output/ --save_precision fp16 --train_batch_size 2 --max_token_length 225 --xformers --max_train_epochs 10 --persistent_data_loader_workers --max_data_loader_n_workers 1 --seed 44453 --gradient_checkpointing --mixed_precision bf16 --logging_dir ~/lora/logs --log_with tensorboard --zero_terminal_snr --loss_type l2 --training_comment "Trigger word is blabla" --save_model_as safetensors --optimizer_type Prodigy --learning_rate 1.0 --max_grad_norm 1.0 --optimizer_args weight_decay=0.01 decouple=True d_coef=1 use_bias_correction=True safeguard_warmup=True betas=0.9,0.999 --lr_scheduler cosine --lr_warmup_steps 0 --min_snr_gamma 5 --prior_loss_weight 1.0 --network_dim 16 --network_alpha 1 --network_dropout 0.08 --network_module networks.lora --save_every_n_epochs 1

>>108676688
Interesting tool. Thanks for the response anon.

>>108677923
8 repeats dataset for a style? That seems crazy. Snr gamma 5 seems a bit low.

It seems that the guy making the dvine models got his account deleted. I can no longer find the first versions of dvine, only the new ones, anyone has a link?

>>108677940
That wasn't a style lora.
Repeat information is useless without knowing dataset size.
What are you even basing "Snr gamma 5 seems a bit low." on? It's the value suggested in its paper and still enough to fuck up some loras sometimes.

Do you anons have artstyles you like that are purely based on AI styles or mixes?

What's a good model that also doesn't have any use guidelines, censorship or rules?

>>108677950
are you referring to playtime...?

>>108677950
if you're playing about playtime here's here
https://huggingface.co/Playtime-AI

>>108678077
ZIT is closest to what you are asking for

>>108675463
comfy is just a bunch of json, you can simply use that.

>>108678084
No? There is a series of models named dvine.

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>>108678077
it depends...
if you're a pedophile, go with anima
if you want straight up porn, find a zit mix (be prepared for body horror)
if you want tasteful lewds, go with gpt image 2

Playtime managed to get suspended from plebbit too KEK
He can't catch a break

>>108678318
banned from huggingface too lol

>>108678094
thanks for this, reported :)

>>108678330
sorry anon, someone else did the free janny job for you already

>>108678326
His models were there just a few seconds ago
He might legit rope at this point
(Jokes aside, damn...)