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Maintain Thread Quality Edition

Discussion and Development of Local Image, Video, and Music Models

Previous: >>109266363

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
SDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineage
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, & Upscalers
https://huggingface.co/models
https://civitai.com
https://civitaiarchive.com
https://openmodeldb.info

>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/tdrussell/diffusion-pipe
https://github.com/kohya-ss/sd-scripts
https://github.com/kohya-ss/musubi-tuner

>Krea 2
https://huggingface.co/krea/Krea-2-Raw
https://huggingface.co/krea/Krea-2-Turbo

>Z
https://huggingface.co/Tongyi-MAI/Z-Image

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/
https://animadex.net

>Qwen
https://huggingface.co/collections/Qwen/qwen-image

>Klein
https://huggingface.co/collections/black-forest-labs/flux2

>LTX-2.3
https://huggingface.co/collections/Lightricks/ltx-23

>Wan
https://github.com/Wan-Video/Wan2.2

>Chroma
https://huggingface.co/lodestones/Chroma1-Base
https://rentry.org/mvu52t46

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/ldgcollage

>Neighbors
>>>/aco/csdg
>>>/b/degen
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg

>Local Text
>>>/g/lmg

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
SAVED
>>
Cry some more, faggot
>>
>>109268199
based and anti-schizo pilled, thanks for the real bake anon
>>
based real bake
>>
>my shitty jojo gen made it
truly a blessed thread.
>>
>>109268120
>krea is op, i'm surprised we got a model this good so soon.
it's a bloated 12b model that uses a bad vae, I fail to see why it's hyped at all
>>
>mfw Resource news

07/13/2026

>Ideogram 4 Fast & Instant — by fal
https://huggingface.co/fal/ideogram-v4-fast
https://huggingface.co/fal/ideogram-v4-instant

>Wan-Dancer: A Hierarchical Framework for Minute-scale Coherent Music-to-Dance Generation
https://huggingface.co/Wan-AI/Wan-Dancer-14B

>ComfyUI-INT4-Fast (Krea2 Turbo INT4)
https://github.com/viralvfx/ComfyUI-INT4-Fast

>Integrating Large Language Models and Graph Convolutional Networks for Semi-Supervised Image Classification
http://gcnllm.lucasvalem.com

>GeoTrace: Geometry-Aware Trajectory Token Compression for Video Large Language Models
https://github.com/guohuan-xie/GeoTrace.git

>A Coreset Selection Framework with Ensemble Aggregation for Image Classification
http://scoss.lucasvalem.com

>Ortho2CAD: 3D CAD generation from orthographic drawings using vision language models
https://github.com/AdityaJoglekar/Ortho2CAD

>PanoWorld: Real-World Panoramic Generation
https://lihaoy-ux.github.io/panoworld-page

>Sprite Fusion Pixel Snapper
https://github.com/Hugo-Dz/spritefusion-pixel-snapper

>Bitcrush Studio: Desktop app for building, captioning, cleaning, reviewing, and preparing large image–caption datasets
https://github.com/BitcrushedHeart/BitcrushStudio

>ComfyUI-SPEED: Spectral Progressive Diffusion for faster sampling (+FogeNEO)
https://github.com/aoleg/ComfyUI-SPEED/tree/SwarmNeo

07/12/2026

>LingBot-Video-MoE-30B-A3B — GGUF (8GB-VRAM ready)
https://huggingface.co/realrebelai/LingBot-30B-3B_GGUF_ComfyUI

>Anima-ControlNet-VACE-Depth
https://huggingface.co/TaihoC/Anima-ControlNet-VACE-Depth

>huihui-ai/Huihui-ThinkingCap-Qwen3.6-27B-abliterated
https://huggingface.co/huihui-ai/Huihui-ThinkingCap-Qwen3.6-27B-abliterated

07/11/2026

>MobileWan: Closing the Quality Gap for Mobile Video Diffusion
https://qualcomm-ai-research.github.io/MobileWan

>Krea 2 Character Training
https://github.com/KONAKONA666/krea-2
>>
>mfw Research news

07/13/2026

>IB-Flow: Information Bottleneck-Guided CFG Distillation for Few-Step Text-to-Image Generation
https://arxiv.org/abs/2607.09133

>Video Generation Models are General-Purpose Vision Learners
https://genception.github.io

>Probing Diffusion Denoising Dynamics for Contrastive Representation Learning
https://arxiv.org/abs/2607.09067

>CtrlVTON: Controllable Virtual Try-On via Visual-Instance-Prompt Segmentation
https://arxiv.org/abs/2607.09362

>Simon-SR: Spatially Adaptive Modulation and Visual Prompt Adaptation for Text-Reinforced Super-Resolution
https://arxiv.org/abs/2607.09351

>C-GAP: Class-Aware and Online Prompting Improves Vision-Language Models on Imbalanced Classes
https://arxiv.org/abs/2607.09008

>Robustifying Vision-Language Models via Test-Time Prompt Adaptation
https://arxiv.org/abs/2607.09450

>Adaptive Latent Trajectory Anchoring for Action Segmentation Dataset Condensation
https://arxiv.org/abs/2607.09081

>What Pixels Are Enough? SEAMS: Sufficiency Saliency via MSE-Preservation Soft-Masks
https://arxiv.org/abs/2607.09164

>Seeing is Free, Speaking is Not: Uncovering the True Energy Bottleneck in Edge VLM Inference
https://arxiv.org/abs/2607.09520

>Vision Transformers Learn Gestalt-Like Figure-Ground Cues from Natural Images
https://github.com/mtangemann/mlvbench

>Foveation-Guided Dynamic Token Selection for Robust and Efficient Vision Transformers
https://arxiv.org/abs/2607.09480

>MOSAIC: Adaptive Inter-layer Composition for Efficient Heterogeneous Vision-Language Models
https://arxiv.org/abs/2607.09029

>Evolution of Accuracy and Visual-Cognitive Errors in a Decade of Vision-Language AI Models
https://arxiv.org/abs/2607.09654
>>
>>109268217
More params = more knowledge
It's not bloated. it can gen literally anything you want because of this.
>>
>>109268230
>More params = more knowledge
you don't need a 12b model to get the knowledge you want, anima has insane knowledge and it's a 2b model
>>
> >109268221
> >109268227
fuck off
>>
File: ComfyUI_temp_gbsxc_00004_.jpg (466 KB, 2176x1928)
466 KB JPG
>>109268234
Anima can't do this and many many other things. I say this as a die hard anima fanboy. Don't kid yourself, there are limits to what it can do.
>>
>>109268249
>Anima can't do this and many many other things.
that's because it has only been trained on anime, hence the name
>>
>>109268217
if you think krea has a bad vae then you're saying anima has a terrible vae too
>>109268234
anima can't learn new things or concepts, it's at its limits right now
>>
File: ThisReallyHappens.png (1.64 MB, 832x1248)
1.64 MB PNG
>>
>>109268257
>if you think krea has a bad vae then you're saying anima has a terrible vae too
yes and yes
>>
>>109268234
>anima has insane knowledge
all expert finetuners have concluded that anima suffers from catastrophic forgetting. you are simply wrong
>>
File: ComfyUI_temp_lacrb_00031_.png (1.97 MB, 1016x1664)
1.97 MB PNG
>>109268255
Anima gen BTW
>>
>>109268263
you sound like a broken disk anifart, get some new material
>>
>1girl standing
>>
>>109268266
looks like ass, what's your point?
>>
File: 24087795398743673.jpg (2.4 MB, 1726x2302)
2.4 MB JPG
>1girl sitting
>>
>>109268281
model?
>>
>>109268292
korea2
>>
>>109268306
I'd like Korea to release an image model actually, they seem completly dead in the AI space
>>
>>109268281
very classy

>>109268273
that ass is way softer than most can handle.
>>
>>109268266
SDXL could've made this.
>>
gemini omni is the best video model i've ever seen. but it's safety'd to shit.
now i'm just disappointed by the local model quality.
>>
>>109268137
You're probably doing something wrong because it 100% works for me, and quite well.
>>
>>109268266
someone points out a model's flaws, and ypur response is just another generic 1girl gen checkmate argument instead of an actual rebuttal
Clown
>>
>>109268325
Cannot read allegations of a broken VAE over the sound of this 1girl slop
>>
>>
>>109268221
>>109268227
thanks!
>>
>>109268281
>>109268341
>>
https://huggingface.co/fancyfeast/bigasp-3/discussions/6#6a5179d0ba3a0cd90f87d9d9
>I'll publish any meaningful versions along the way until I get RL nailed down.
he is alive!
>>
I just want to train a T-LoRA and all I ever get is NaN
I'm going insane
>>
>>109268325
>anima is trained on anime
>anon posts realistic gen made with anima
>no argument
????
>>
>>109268221
> Bitcrush Studio: Desktop app for
please remove it has no source code available in the repository and can be a malware
>>
>>109268380
>realistic
kek
>>
Whoever posted about this kreaEdit shit. fuck you. It's ass.
>>
File: 1768138969954874.png (431 KB, 2100x6300)
431 KB PNG
https://huggingface.co/lodestones/Zeta-Chroma
wtf is this loss curve?
>>
>he's still seething about the rentry
>>
File: 1744047264423603.webm (2.91 MB, 1280x720)
2.91 MB
2.91 MB WEBM
I was still in the other thread :(
>>
>>109268399
Animal fucker's incomprehensible genius at display.
Chroma came out during a dry spell in local scene I guess but giving attention to this guy is retarded at this point.
>>
>>109268462
sorry the schizo crashed out (again) then double baked. people need to get this guy perma'd already
>>
>109268462
>nigbo
>>
>>109268474
>people need to get this guy perma'd already
yeah, ani definitely neds to be gone
>>
normies cant handle the will smith kino
>>
What fetish should I gen tonight?
>>
>>109268505
Actually why am I even asking, I can just go on /d/
>>
>spamming civjeet 1girl slop earlier
>trollbake
how can a new anima model cause this much seethe?
>>
I have tried Krea2 and it's a slop model.
Zit>Chroma>Krea2
>>
>>109268515
Lets see your krea 2 gen
>>
File: mental illness.png (140 KB, 1150x312)
140 KB PNG
>>109268512
>how can a new anima model cause this much seethe?
the schizo thinks he can make a better model than anime so he's doing his best to fud it
>>
>>109268522
I have deleted them already.
>>
>>109268474
35 stars status?
>>
>>109268515
>I have tried Krea2 and it's a slop model.
for illustrations it's fine I guess, but yeah, for realistic shit it's a completly useless model
>>
File: 2805803570865028365.jpg (1.9 MB, 1296x2304)
1.9 MB JPG
>>109268545
could be worse
>>
>>109268545
>t. I exclusively gen 1girls of East Asian descent
>>
>>109268563
if that was the case he would be shilling krea2, it does kino asians.
>>
>>109268399
zit is old news. he's training a dead model. people will care even less about this than they did chroma. i kinda feel bad for this furry, constantly playing catch up
>>
>>109268563
yet the Krea gens I'm seeing so far are "1girls of East Asian descent" kek
>>109268554
>>109268281
>>
anons be like
>Krea is shit, Zit is still the GOAT
>Thread has zero ZiT gens
>>
>>109268311
Plenty countries are absent from both LLMs and Image models, it's a bit weird.
>>
>>109268602
>it's a bit weird
yeah, I'm like "only the US and China are smart countries or what?"
>>
>>109268588
it's been so long i don't even remember what zit looks like
>>
give me something anime to prompt
>>
>>109268606
So far you had, mixing text and image, US, China, Germany, France, and that's it. Makes no sense when there is so much hype around AI you don't see other advanced countries' companies try, even more Italy, Switzerland, Japan, SK, UK, NZ, etc (though at least I can understand for the UK/NZ since their startups and engineers/researches are probably siphoned by American companies.)
>>
>>109268628
sailor moon but in OL clothes
>>
File: ZiT.png (1.92 MB, 1280x720)
1.92 MB PNG
>>109268627
looks like this
>>
>>109268628
Tdrusell
>>
>>109268311
Korea has been very aggressive in regulating ai. It was one of the first countries to ban deepfakes in 2020, and in 2024 it made it illegal to even own or share deepfake content.
Currently, they have one of the most comprehensive ai regulatory frameworks in the world.
My guess is they did all that to protect their kpop idols or something
>>
File: 76436.webm (918 KB, 448x256)
918 KB
918 KB WEBM
https://litter.catbox.moe/2ofa3t.webm
>>
>>109268628
Taylor swift doing yaoi thingies with rhianna
>>
>>109268657
KIIIINOOOOOOO
>>
>>109268657
nice.
>>
>>109268657
Catbox?
>>
>>109268657
A very large number of people would believe this is real.
>>
File: 52800835697278056.jpg (17 KB, 547x365)
17 KB JPG
>>109268657
fuck that
>>
>>109268676
it is
>>
File: lul.png (239 KB, 450x338)
239 KB PNG
>>109268657
bro just spawned in the architect's room
>>
File: ComfyUI_00383_.jpg (287 KB, 1548x1024)
287 KB JPG
>>
>>109268527
What is Ani training on anyway?
>>
File: ComfyUI_00331_.png (3.86 MB, 2304x1280)
3.86 MB PNG
>>
>>109268742
Slop
>>
>>109268742
not slop
>>
>>109268736
considering he is a /d/eviant probably way more than what russ even cared to think about including
>>
>>109268771
This is slop dude, so much detail is just randomly generated with no consistency, and the perspective and vanishing point ratios are off. Stuff like this makes it obvious it's slop.
>>109268742
Slop
>>
goyim op
>>
File: ComfyUI_00343_.jpg (748 KB, 2304x1280)
748 KB JPG
>>
I've already queued 10 days worth of anima aesthetic gens and now theres a 1.1 model? It's hilarious that people NEEEEEEEEEEEEEEEEEVER fucking show comparisons to something else when they make something. How hard is it to make 3 images for like three prompts to show the differences?
>>
he says without posting comparisons
>>
>>
>>109268912
I'm not the one that made aesthetic 1.1
>>
File: ComfyUI_00366_.jpg (814 KB, 1280x2304)
814 KB JPG
>>
>>109268898
>I've already queued 10 days worth of anima aesthetic gens
>10 days worth
wat
>>
File: yd97tu020sah1.jpg (213 KB, 1440x1920)
213 KB JPG
>>
>>>/h/8913087
>>
>>109268515
ZiT>Chroma

Lol
>>
>>109268962
context?
>>
File: 1756095585229885.gif (62 KB, 110x100)
62 KB GIF
Bro. Tell me what Text Encoder do because this shit has taken my hundreds of gbs of SSD space.
I need a human answer, not AI answer
>>
>>109269001
Yes, but it's slightly better.
>>
>>109269012
sure it is
>>
>>109268953
>have multiple huge dynamic prompts
>use res samplers
>run both aesthetic 1.0 and 1.0b models
easy
>>
>>109269011
encodes text
>>
Local music anons, some very good news. I got into learning music theory thanks to how good my ACEStep XL LoRA gens are, in attempt to increase their quality with a DAW. Unfortunately, local Audio to MIDI was very lackluster, (Basic Pitch only works with a single instrument and is riddled with artifacts on all the different effects) there was literally no solution until
https://www.mirelo.ai/blog/turning-audio-to-midi

The model they dropped is here
https://huggingface.co/MuScriptor/muscriptor-large

Now the only problem left to be solved is creating synths for each instrument, which apparently they're tackling too
>>
>>109269011
It's literally an LLM
>>
>>109269023
>>109269030
Is gemma uncensored ?
>>
>>109269031
Only the abliterated version is
>>
>>109269011
Pretty much all modern text encoders are just llms.
For diffusion, we just make it process your prompt instead of generating a response to it like how you would use an LLM typically.
We extract information from different layers during this process and use said information instruct the actual model (provide tokenized conditioning)
There is bunch more but that's gist of it.
>>109269031
>>109269033
You do not want that for here typically.
Use whatever the model you are using was trained on.
>>
File: 1771655463895524-1.jpg (112 KB, 1560x2080)
112 KB JPG
Before I waste my time downloading it, can someone remake this in Krea 2? (It's highly NSFW). I just want to see what it's capable of.

https://files.catbox.moe/f9icsr.png
>>
>>109269082
If that's all you need to get off, stick with anima.
>>
>>109269082
>anime style
it's not made for krea 2 at all, anon
>>
>>109269087
>>109269089
But you niggas told me that Krea 2 was better? I generally want anime style, but I also want Krea 2's versatility.
>>
>>109269093
I never wrote it was better like some kind of young retard during the console wars
it's good for non anime, but anima is better for anime
>>
>>109268314
Because only multi billion dollar corps can reliably train video models. Not even dedicated video gen AI corps for video can beat the big guys (E.G. runway, Kling, etc...) There's a reason only the largest companies are releasing these SOTA models, because only they can compete
>>
>>109269103
It's also prohibitively expensive to host. Like a seasonal toy or something, ClosedAI had to shut down Sora 2 because it wasn't making them any revenue (though one might argue it was mostly due to how censored it was)
>>
>>109269103
>Kling
it does look ok
if it wasn't censored they'd be drowning in money

>>109269108
the other reason was to free up resources for their other models
>>
File: ComfyUI_01360_.jpg (891 KB, 1432x2544)
891 KB JPG
>>109269082
>>109269093
Krea 2 can produce images like that easily. I find myself struggling to keep things sfw when multiple loras are enabled
>>
>>109269127
did you start with anima and refine with krea 2?
>>
>>109268314
Reminder Seedance 2 is uncensored. Check the gallery https://civitai.red/models/2549116/seedance?modelVersionId=2864671
>>
File: 1717965168503490.jpg (184 KB, 1280x960)
184 KB JPG
>>109269127
Could you please make the image, anon? Pretty please.
>>
>>109269028
you might like https://soniccharge.com/synplant

i dont use generated music but if i did it would be via granular synthesis or some other sort of heavy manipulation
>>
>>109269134
what the hell, actually surprising, maybe because they offer the service on civitai.red?

the realistic stuff doesn't look that much better than ltx2.3 (albeit it is higher res), but the anime is way smoother
>>
File: 1755051159269640.jpg (193 KB, 1274x1234)
193 KB JPG
>>109269150
It's basically the same idea as dalle, but without the dog.
>>
Are there any Int8 models of WAN 2.2 ?
>>
>>109269148
>https://soniccharge.com/synplant
Looked into its free trial, it kinda sucks as a synth. The other solution (micromusic) which uses Vital is closed source and contacts web API.

Look at all solutions via
https://gist.github.com/0xdevalias/5a06349b376d01b2a76ad27a86b08c1b

Aside from training my ears to listen carefully and reverse engineer, plus whatever other monitoring methods pros use there's no real way to get accurate synths
>>
>>109269175
Plenty.
>>
how much are they paying the sneedance shill to come here every day?
>>
>>109269223
kek bytedance doesn't need to hire shills when they're the best video model period
>>
>>109269082
You know how actually demented you have to be to even ask this.

>hey guys can this SOTA model make this basic as fuck cloth destruction fetish?

Porn addicted brains have to be studied so that I can read how to not ever be like that
>>
File: 578456775.webm (843 KB, 448x256)
843 KB
843 KB WEBM
>>109269260
show me some kinos then
https://litter.catbox.moe/wyw5nc.webm
>>
>it's the kino schizo
nevermind
>>
>>109269277
>yooooo this api is crazyyyyyyy good!
>cool, show us.
>omfg you are schizo
?
>>
correct, schizos aren't worthy of genuine conversation
>>
File: 4557845437894.png (18 KB, 900x806)
18 KB PNG
idgi
>>
Can Krea create teenagers? Actual teenagers, not drawings nor early adults.
And no, it's not for porn.
>>
>>109269298
coincidentally neither are api models.
>>
>>109269306
>it's for porn.
>>
Is regional prompting/conditioning on stable diffusion a complete meme (beyond extremely basic RGB masking) or what
>>
>>109269308
What do you mean?
>>
>>109269322
It's mainly for unet models when you need multiple characters without them fucking up. lira masking is a thing too
>>
>>109269322
It used to be very powerful - but I feel like as models got more and more advanced - region prompting got shittier and shittier.

I used to use it alot for getting different characters together - now I haven't used it probably in years
>>
>>109269325
what is there to conversate about?
api model releases, normies and jeets play with it for a few weeks, everyone forgets it exists. rinse and repeat.
>>
>>109269341
Could you explain?
>>
>>109269322
It was always a cope for clip being too retarded to do "character a is on the left, character b is on the right, please draw them without every single different detail melting together".
>>
File: 1767841761704668.png (1.14 MB, 1024x1024)
1.14 MB PNG
>tfw you made pornslop earlier and now your creativity has been stifled all day.
Pornslop... not even once.
>>
File: 878826189752962.png (2.36 MB, 1344x1344)
2.36 MB PNG
>>109269306
Idk, is this what teenagers look like?
>>
>>109269353
>saaaar jus by the bitedance for i can feed famly
>>
File: debo_rg_k2_00022_.png (2.82 MB, 2048x1101)
2.82 MB PNG
>>
>>109269368
Are you upset?
>>
>>109269379
Could you explain?
>>
File: 967618405260625.png (2.23 MB, 1024x1600)
2.23 MB PNG
>>
jumpscared by my gen award
>>
File: 1020306035327305.png (2.08 MB, 1024x1600)
2.08 MB PNG
>>
>>109269474
Now do Maelle
>>
File: 418790703611226.png (2.09 MB, 1984x832)
2.09 MB PNG
>>109269478
No, I don't think I will.
>>
>>109269492
Did you make this lora yourself, or was it from civit
>>
>>109269314
I'm a contractor at a company that designs shit for schools, boy scout clubs and the like, like marketing material, leaflets and shit. A model that makes teens that actually look like teens would save my ass.
>>109269367
That's actually pretty good.
>>
File: 681909233279227.png (2.36 MB, 832x1984)
2.36 MB PNG
>>109269498
civit
>>
File: witch.png (191 KB, 1360x768)
191 KB PNG
>>
File: 936918575039824.png (2.54 MB, 1344x1344)
2.54 MB PNG
>>
>>109269557
>>109269510
these look very bad anon. looks melted with tons of artifacts.
>>
>>109269132
Not the guy you are responding to but the original genner of that image.
It's just Krea with any good text refusal reduction lora. Works on the api too.
>>
People who like krea 2 probably live around women whos mothers drank a lot. That's what the llm said is up with those short humeri.

If you see short humeri as beautiful, you are around a lot of drinking mommas.
>>
File: 479243574545770.png (2.47 MB, 1344x1344)
2.47 MB PNG
>>109269570
that's interesting
>>
>>109269557
she looks like her momma drank while she was pregnant.

>>109269367
trained on paste-on teeth, I see.

It's defo trained on onlyfans.

>>109269499
>That's actually pretty good.

you have severe autism.
>>
>>109269604
garbage go away, this is ldg, we have STANDARDS.

krea 2 is garbage, according to the KING OF LDG.
>>
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371 KB JPG
>>109269604
not trying to be an ass but do you not see the blatant deformities and errors in your gen.
>>
>>109269604
SLOP
>>
>>109269623
Apparently indians who own vape shops and gas stations etc are flooding the casinos in the usa...
>>
>>109269538
Why do models not know what "riding a broom" means?
>>
>>109269637
classy witches ride side saddle.
>>
File: 446839073134448.png (2.28 MB, 1984x832)
2.28 MB PNG
>>109269616
i think it just doesn't bother me
>>
>>109262274
This post was very underrated
>>
>>109269684
based
>>
>>109269685
omg le llm wrote a prompt that was put into a text-to-image model, wow
>>
>>109269684
whats the name of the lora
>>
>>109269684
can you make another e33 girl (not maelle)
>>
>>109268638
catbox?
>>
after finding out about 10eros int8 convrot my dick is begging for mercy
>>
File: 785192101146651.png (2.63 MB, 1024x1600)
2.63 MB PNG
>>
>>109269800
>convrot
qrd? i keep seeing this mentioned but never looked into it
>>
I like how the lora captures E33's fucked up hair rendering.
>>
>>109269800
I've heard the 1.4 version is actually good
>>
>>109269803
Catbox?
>>
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91 KB JPG
>>109269266
Anon, I asked please. If you can't do it in anime, then at least 3D?
>>
>>109269808
its that disease that you get when you masturbate too much so one of your balls rotates around.
>>
File: 1783957361135257.png (1.23 MB, 700x1185)
1.23 MB PNG
>>109269803
me in the middle
>>
>>109269871
No.
>>
last time i checked ltxv was terrible for animating anything anime/stylized/illustrated, has anything changed?
>>
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183 KB PNG
bros help why cant I see the UI anymore? I even removed all the custom nodes... I only see the litegraph shit but no sidebar/headers or workflows.
>>
>>109270061
ctrl shift r
if that doesnt work open the dev console and see what error it says
>>
>>109270013
used https://huggingface.co/TenStrip/LTX2.3-10Eros model with custom audio https://litter.catbox.moe/moa2raz50ovv4n4b.mp4
>>
File: 1777036060883940.png (61 KB, 963x352)
61 KB PNG
>>109270065
I even removed all the local storage stuff BUT FUCK ALL, it's the first time this happens.
in the dev console this is the only error. This is using the locally built UI... I will check if they changed the commands in the GH actions I guess.
If I use a tagged release I get the same error tho.
If I use the env provided UI instead I get a completely different set of errors (looking like it cant actually serve the UI / files not found).
>>
File: 23587980735682749785.jpg (2.28 MB, 2304x1152)
2.28 MB JPG
>>
>>
>>109270082
https://github.com/Comfy-Org/ComfyUI_frontend/issues/13575
fuckers I HATE THESE VIBESHITTERS LIKE HELL
>>
>>109270140
alright reverting frontend to 1.47.6 worked.
TIME TO SLOP BROS!!!!!!!!!
>>
>>109270140
>4d ago
>issue open
kek, the absolute state of comfy frontend vibejeets
>>
>>109269306
You can generate illegal porn with that shit
>>
>>109269677
low class ones, maybe.
>>
>>109270140
git clone whatever
cd whatever
grok
/goal Fix this application
>>
>>109270124
>>
File: anima.png (535 KB, 467x671)
535 KB PNG
>>
>>109270148
> he moved beyond 1.24.4
lmao
>>
>>109270284
>>
>>109269684
Slop
>>
>>109269767
you want sciel? but she's the ugliest of the 3 lol
>>
File: 1768361680649776.jpg (2.86 MB, 5726x3072)
2.86 MB JPG
>>109269808
>qrd?
it's a quant that has a better quality than fp8 while giving a 2x speed, one of the only good thing that happened this year
>>
>>109270602
ok shill
at least use a real image instead of a cloud gen
>>
>>109270613
you forgot to take your meds today schizo?
>>
>>109270602
>2x
only if youre a 3090 coper LMAO
>>
>>109270647
are you mad that you bought an expensive card and that the 3090 chads now manage to get a speed similar to you?
>>
>>109270655
bro ur cappin
>>
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2 KB PNG
>>109270647
>another 40/50 series low IQ retard with more money than brains that doesn't know int8 is faster on his GPUs as well while being higher quality than fp8
pottery, 40/50 series consoomer goyim really all outed themselves as absolute retards recently
>>
>>109270667
*laughs in nvfp4*
ok poorshit
>>
File: 5552279.png (1.62 MB, 960x1568)
1.62 MB PNG
>funny meme
>>
File: no refund.png (754 KB, 1280x720)
754 KB PNG
>>109270669
wait, so you bought a 5090 just to run your model in some cope int4 quant, jesus what a humiliation ritual
>>
>>109270669
>paying multiple thousands of dollars to then have inferior generation quality than someone using Q6
cant make it up, brutal retardation
>>
>>109270675
got more cope takes?
>>
>>109270671
>Whey s aun elirot:
truth nuke
>>
File: ldg.png (1.52 MB, 1024x1024)
1.52 MB PNG
>>
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>>109270669
>*laughs in nvfp4*
can't believe this mongoloid is flexing such a bad quant
>>
>>109270687
gen made in record speeds with the power of int8-convrot
>>
File: 14-23-2026.jpg (802 KB, 876x1309)
802 KB JPG
>>
>>109270704
you mean THAT copequant? yikes!
>>
>>109270704
based
>>
>>109270704
it's fast but it reduced skin texture quality slightly in my brief testing and I'm not in a hurry.
>>
>>109270704
Speed =/= Quality
Int8 is 20 - 40 secs faster sure, but most of the result i got are worse compared to FP8.
I can wait for another 40 seconds thanks
>>
>>109270745
>most of the result i got are worse compared to FP8.
facts don't care about your feelings, the objective metrics show that the quality is always superior to fp8 >>109270602
>>
>>109270748
Are you that faggot from reddit who spams his shitty threads trying to convince people to use int8?
>>
>>109270754
I don't lurk on leddit, but you just showed to the class that you do, now I understand why you're so retarded, you're a braindead redditor!
>>
File: am I going schizo.png (1.4 MB, 840x1256)
1.4 MB PNG
I feel like ai-toolkit might have fucked something up wrt their krea implementation.
Even snofs guy's lora (he trains with ai-toolkit, surprisingly) feels worse than previous versions.
Like I tried bunch of style loras and stuff like finger counts are getting rekt regularly.
Even loras that don't suffer from an acute problem feel worse than what they could have been, lots of loras have something slightly off about them.
The loras I have that don't have \"repo\": \"https://github.com/ostris/ai-toolkit\" in metadata perform noticeably better and more stable at what they are trying to do, though this is not a huge sample sadly since most people prefer that shit.
I guess it's possible that it's mostly just low effort spammers gravitating towards that tool?
>armchair trainer yap, why aren't you training your own amazing loras and show us
Regrettably I am a vramlet.
>>
>>109270760
>from reddit
Reading comprehension isn't what it used to be, huh?
>>
>>109270770
to know anyone from reddit, you first need to lurk in there, hope that helps, do you often go to r/trans as well? if yes that can explain a lot of things actually
>>
>>109270770
you fumbled bad with that reply
>>
>>109270777
Not if they come into the thread announcing themselves as being from reddit
>>
File: asdasda.png (1.75 MB, 1024x1024)
1.75 MB PNG
>>
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>>109270782
>they come into the thread announcing themselves as being from reddit
schizo is hallucinating things that never happens kek
>>
>>109270767
=i just assumed that krea trains really well and people were overcooking their loras.
but my results with loras was like 90% slop. fucked skin, body horror, etc.
>>
File: ComfyUI_temp_alfap_00001_.png (1.43 MB, 1024x1024)
1.43 MB PNG
>>
>>109269361
>Marge is now a porn addict
the west has fallen...
>>
>>109270767
I've done a few krea2 loras with ai-toolkit. I use the following train settings:
      train:
batch_size: 1
bypass_guidance_embedding: false
steps: 10000
gradient_accumulation: 1
train_unet: true
train_text_encoder: false
gradient_checkpointing: true
noise_scheduler: "flowmatch"
optimizer: "automagic3"
timestep_type: "sigmoid"
content_or_style: "balanced"
optimizer_params:
weight_decay: 0.0001
unload_text_encoder: false
cache_text_embeddings: false
lr: 0.0001
ema_config:
use_ema: false
ema_decay: 0.99
skip_first_sample: false
force_first_sample: false
disable_sampling: false
dtype: "bf16"
diff_output_preservation: false
diff_output_preservation_multiplier: 1
diff_output_preservation_class: "person"
switch_boundary_every: 1
loss_type: "mse"

Before you say 0.0001 is too high, the optimizer turns it down as it trains. I gen test images every 500 steps and watch to see how well it matches the actual captioned image with the same prompt. If it's a single-character lora I'll use a couple hundred images. I think running as long as I do with just double-digit image count would fry it.
>>
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1.78 MB PNG
>>
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2.94 MB PNG
>>109269134
jesus fucking christ, they are getting desperate, and I have uBlock enabled!
>>
>>109270844
>What are the VRAM/RAM peaks during training?
>>
is it just me or is res_5s always somewhat better than res_6s?
>>
>>109270844
10k steps and hundreds of images for a single character lora is very extensive. It's kinda rough if this much effort is required to get good results for that. Thanks for the input though.
>>
>>109270867
who knows, would need to gen 20k images on each and run through 10 metrics to know
>>
>>109270669
he aint wrong every single nvfp4 diffusion model is useless
for krea2 it's going to become obvious when you want to put your subjects further away in the gen. they'll look like plastic. also the scene itself will look emptier too
>>
>>109270906
i basically did, i'm genning 24/7, that's why i'm asking did anyone else nootice the pattern.
>>
>train lora of person
>cant krea2 refuses to take off her clothes without an additional lora
wtf?!
>>
>>109270922
Maybe
Could be a quirk of the model
Could be the sigmas/scheduler you are using
res sampler are bunch of esoteric experiments that perform surprisingly well (at least some of them), but don't have too much theoretical basis.
A regression in res_6s over res_5s for some unknown reason seems possible.
>>
>>109270907
>subjects further away in the gen. they'll look like plastic
thats just krea
>>
>>109270861
I think around 36GB. I use the bf16 krea2 base.
>>
File: krea2peopletest.png (1.24 MB, 1024x1024)
1.24 MB PNG
>>
>>109270961
res_6s isn't bad, it's different enough and good enough that i still gen every prompt in it alongside res_2s and res_5s using beta57, but res_5s across many gens seems slightly better than res_6s in both ZIT and Anima, i'll try in Chroma next.
>>
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133 KB PNG
Exactly, China is back baby!!
>>
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2.92 MB JPG
>>109269361
nevermind - thought up some kinos.
>>
>>109271034
Seriously though, wtf is this shit
https://xcancel.com/Alibaba_Wan/status/2076879192214626512#m
>>
>>109271035
>0 white men
unironically delete it and start over
>>
File: kek.png (334 KB, 447x447)
334 KB PNG
>>109271035
>We wuz peaceful and shieet
>>
>>109271034
>>109271042
>Qwen Music, the only music model that would've mattered from Alibaba, nowhere to be found...

It's cool we got the ASR, now this, but with the music model nowhere to be found it's a bit pointless.
>>
File: 1782161253644077.jpg (3.16 MB, 2560x1440)
3.16 MB JPG
>make kinos in peace
>seethe

sigh....
>>
>>109271102
you should get your testosterone levels checked.
>>
>>109271117
based as fuck, thought the same thing
>>
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690 KB PNG
>>109271102
>seethe
you're the one seething, your images are always confrontational, you want to fight, but then you always cry when someone accepts your challenge
>>
>>109271091
>it's a bit pointless
or else they post those useless models to pretend they're still on our side, or else they do it just to make fun of us, can't say for sure
>>
>>109271102
this is the best krea2 can do?
>>
>>109271134
yes... please hype...
>>
Feet?
>>
>>109271120
Challenge? Your chatgpt "gens" don't really count here.
>>
>>109271164
anon, I told you to use a smarter LLM, we don't understand your bot schizo babbling
>>
>>109270844
nigga why 10,000 steps. maybe for multiple characters lora and visual style lora but a single character/likeness lora is good enough at 5000 steps with 30-50 images captioned very well at 1024res with rank 64.
>>
File: 1753549608920471.png (407 KB, 1024x568)
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>https://github.com/CliffNodes/Krea2-Multi-Character-Lora-Node-w-bounding-box/tree/main
does this shit even work? the character loras i load have literally zero effect.
>>
>>109271052
world peace achieved
>>
>>109269134
>non local
dropped
and Grok is better in video gen if you want to compare.
>>
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257 KB PNG
>>109271185
Africa is a continent with almost no white people, are you sure this is a peaceful place to live anon?
>>
>>109271193
your'e right sir. i am coming to your country now
>>
File: clip_Double_00001.mp4 (1.46 MB, 1216x672)
1.46 MB
1.46 MB MP4
>>
>>109271193
what is going on in greenland?
>>
File: ComfyUI_temp_jylnj_00025_.png (1.96 MB, 1024x1024)
1.96 MB PNG
>>
>>109271173
Because it's easier to let it run all night and just look at the test gens in the morning and see where it stopped learning. I also feel like more images and training helps where the source is sometimes stylized, eg. sometimes a character is drawn chibi, sometimes not, etc...
I'm curious to see how style scale loras come out for krea2 and ID4, so I'm captioning HD stills from Nichijou, tagging all the main characters. It's going to be around 1K images with rank 128. If it turns out poorly you can laugh, IDGAF.
>>
>>109271216
>not smoking
fake
>>
>>109271232
She's obviously out of cigarettes and is trying to get more. Duh.
>>
>>109271234
>she
>>
>>109271218
Well there's probably like 1000 people there, so if there's one murder, per capita it's a lot.
>>
>>109271216
had to double check the board
lmao
yani bros we won!
>>
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798 KB JPG
>>
>>109271232
more like
>fingertips not being black tarmac
>>
>>109271188
>and Grok is better in video gen if you want to compare.
not even close, Seedance 2.0 is like Djokovic and Grok is like Tsitsipas, the only model close to SD2.0 was Sora 2 but those OpenAI fags decided to kill their golden goose for some reason
>>
>>109271255
>decided to kill their golden goose
Was it really a golden goose? Every metric I saw from it read more like a white elephant.

They seem to be doing better as a whole after ditching it too. 5.6 is genuinely helpful.
>>
File: 1782792333421726.jpg (3.06 MB, 2560x1440)
3.06 MB JPG
I already thoroughly put BTA to pretty much every last one of you, and you actually think I'm gonna break from my kinos to debunk low quality graphs and charts autism?
Right now I only respond to intelligent posts, as its too early in the morning and I haven't had my za.
It actually costs money to hear my wisdom.
>>
File: ComfyUI_00374_.jpg (759 KB, 1472x1984)
759 KB JPG
>>
>>109271271
>its too early in the morning and I haven't had my za
did your blog factory explode?
>>
>>109271275
i don't think she can fit through those doors
>>
File: 2587307803568958768359.jpg (2.12 MB, 1948x2048)
2.12 MB JPG
>>
>>109271262
>They seem to be doing better as a whole after ditching it too.
it's sad that they're putting such a powerful model to the garage though, I'm sure they could sell it for a humongus amount of money
>>
>>109271308
welp, anal-ists are predicting they will be out of money by 2027 at this rate, so they might bring it back for some quick cash.
>>
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860 KB PNG
>>
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1.7 MB PNG
>>109271390
>>
File: test.jpg (683 KB, 1920x1080)
683 KB JPG
Apples and oranges.
>>
>>109271275
>>109271298
>>109271271
Slop
>>
File: ComfyUI_00386_.jpg (686 KB, 1472x1984)
686 KB JPG
>>
>>109271435
insectoid
>>
>>109271432
it's gen ai, it's all slop.
>>
>>109271455
you're losing to insects, says a lot about you
>>
>>109271457
the uncomfortable trvth the ldgjeets do not want to accept
>>
>>109271457
what is slop?
>>
>>109271474
this general and every post in it
>>
oh no
anyway
>>
wow you really showed him
>>
File: 235998342798754682.jpg (2.27 MB, 1904x2304)
2.27 MB JPG
>>
>>109271474
Baby don't hurt me
>>
File: 1770576683520597.jpg (3.05 MB, 2352x1568)
3.05 MB JPG
Making post apoc towns and settlements might lowk be my favorite thing to do.
>>
>>109271435
>>109271275
zit is good
>>
File: Baby don't hurt me.png (311 KB, 432x710)
311 KB PNG
>>109271569
kek
>>
>>109271622
>>109271622
>>
>>109271275
no real White man needs more than this btw

also, prompt?
>>
>>109270602
Is it available in gguf? I'm not installing pythonshit



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