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File: collagebake.jpg (493 KB, 2074x1823)
493 KB JPG
White gaps edition

Discussion and Development of Local Image and Video Models

Previous: >>108869976

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

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, & Upscalers
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

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

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

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

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

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

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

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

>Illustrious
https://rentry.org/comfyui_guide_1girl

>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
>>>/r/realistic+parody
>>>/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
>>
Blessed thread of frenship
>>
1girl, {tifa lockhart, medium breasts|korra, dark skinned female, hair tubes, brown hair, medium breasts|laura kinney, long hair, black hair, small breasts, petite|azula, sidelocks, black hair, small breasts, petite|mikasa ackerman, shingeki no kyojin, 1girl, black hair, short hair}, slender, head out of frame, (sweat:1.15), glistening, fingerless gloves, navel piercing, black panties, sport pants down, sports bra, (toned:0.6), touching own stomach, holding smartphone, string panties, by kiriyama taichi, elegant, contrapposto, selfie, {side view, from side|dynamic pose}
>>
File: ComfyUI_00054_.png (2.88 MB, 1536x1536)
2.88 MB PNG
i prefer (plump:1.2)
>>
File: ComfyUI_00242_.png (1.07 MB, 1000x1504)
1.07 MB PNG
>>108875538
>>
https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/loras/LTX-2.3-OmniNFT-RL-Lora_bf16.safetensors

try this ltx lora for gens but use 2.0 strength, seems good

https://files.catbox.moe/s483pa.mp4
>>
File: 1582423129079.png (24 KB, 184x107)
24 KB PNG
Does the standalone Anima trainer come with default settings that are "good enough"? If not, what are some "just werks" settings?
>>
>>108875561
When I use it, it just turns them fat, not sexy-fat

I have say (plump:0.3) etc
>>
>>108875579
literally HBO tier:

https://files.catbox.moe/41zkby.mp4
>>
I set the length to 20 seconds and interesting things happened.

https://files.catbox.moe/8dvwim.mp4
>>
>>108875575
nice Mikasa
>>
julien status?
>>
>>108875579
>>108875639
>>108875716
local video gen status is grim
>>
>>108875716
>>108875639
>>108875579
local video gen status is lookin' good! uncensored too, nigga!
>>
>>108875753
nope, it's fast and uncensored, unlike closedAI shit. it wont say "nope, I cant do that, it is a sensitive topic!"

https://files.catbox.moe/bkkcpk.mp4
>>
>>108875857
the thrilling finale!

https://files.catbox.moe/iskfg3.mp4
>>
>>108875857
cause that's the only thing that matters
>>
>mfw Resource news

05/21/2026

>Follow the Mean: controlling flow-matching generative models by shifting endpoint means with reference examples
https://github.com/pedrocurvo/follow-the-mean

>LiTo: Surface Light Field Tokenization
https://github.com/apple/ml-lito

>Q-ARVD: Quantizing Autoregressive Video Diffusion Models
https://github.com/tsa18/Q-ARVD

>StreamGVE: Training-Free Video Editing via Few-Step Streaming Video Generation
https://dsl-lab.github.io/StreamGVE

>PGC: Peak-Guided Calibration for Generalizable AI-Generated Image Detection
https://github.com/xiaoyu6868/PGC

>OcclusionFormer: Arranging Z-Order for Layout-Grounded Image Generation
https://henghuiding.com/OcclusionFormer

>DrawMotion: Generating 3D Human Motions by Freehand Drawing
https://github.com/InvertedForest/DrawMotion

>Uni-Edit: Intelligent Editing Is A General Task For Unified Model Tuning
https://zhengdian1.github.io/Uni-Edit-proj

>Manga109-v2026: Revisiting Manga109 Annotations for Modern Manga Understanding
https://manga109.github.io/manga109-project-website/en

>RISE: Reliable Improvement in Self-Evolving Vision-Language Models
https://github.com/AMAP-ML/RISE

>SANA-WM (Bidirectional): Efficient open-source world model trained natively for one-minute generation
https://huggingface.co/Efficient-Large-Model/SANA-WM_bidirectional

>ComfyUI-SPEED: Unnofficial Implementation of Spectral Progressive Diffusion for Efficient Image and Video Generation for Anima
https://github.com/ruwwww/ComfyUI-SPEED

05/20/2026

>Advancing Narrative Long Video Generation via Training-Free Identity-Aware Memory
https://eddie0521.github.io/projects/iamflow

>CAB: Accelerating Flow and Diffusion Sampling via Rectification and Corrected Adams-Bashforth
https://github.com/Anuska-Roy/CAB

>When Preference Labels Fall Short: Aligning Diffusion Models from Real Data
https://cwyxx.github.io/RealAlign

>Improved Baselines with Representation Autoencoders
https://raev2.github.io
>>
>>108875925
you have an insane brainlet attitude towards progression.
>>
>mfw Research news

05/21/2026

>Dynamic Video Generation: Shaping Video Generation Across Time and Space
https://arxiv.org/abs/2605.21042

>Linear-DPO: Linear Direct Preference Optimization for Diffusion and Flow-Matching Generative Models
https://arxiv.org/abs/2605.21123

>PaintCopilot: Modeling Painting as Autonomous Artistic Continuation
https://arxiv.org/abs/2605.20941

>Goodbye Drift: Anchored Tree Sampling for Long-Horizon Video-to-Video Generation
https://arxiv.org/abs/2605.20476

>AttriStory: Fine-grained Attribute Realization for Visual Storytelling with Diffusion Models
https://manogna-s.github.io/attristory

>FlowLong: Inference-time Long Video Generation via Manifold-constrained Tweedie Matching
https://flowlong-video.github.io

>RankE: End-to-End Post-Training for Discrete Text-to-Image Generation with Decoder Co-Evolution
https://arxiv.org/abs/2605.21195

>FullFlow: Upgrading Text-to-Image Flow Matching Models for Bidirectional Vision--Language Generation
https://ericbill21.github.io/fullflow

>DySink: Dynamic Frame Sinks for Autoregressive Long Video Generation
https://arxiv.org/abs/2605.21028

>Decomposing Subject-Driven Image Generation via Intermediate Structural Prediction
https://arxiv.org/abs/2605.20807

>Spatial Gram Alignment for Ultra-High-Resolution Image Synthesis
https://arxiv.org/abs/2605.20808

>One-Step Distillation of Discrete Diffusion Image Generators via Fixed-Point Iteration
https://arxiv.org/abs/2605.21484

>What Semantics Survive the Connector? Diagnosing VLM-to-DiT Alignment in Video Editing
https://arxiv.org/abs/2605.20795

>MONET: A Massive, Open, Non-redundant and Enriched Text-to-image dataset
https://arxiv.org/abs/2605.21272

>Head-Aware Key-Value Compression for Efficient Autoregressive Image Generation
https://arxiv.org/abs/2605.20600

>Pareto-Enhanced Portrait Generation: Vision-Aligned Text Supervision for Alignment, Realism, and Aesthetics
https://arxiv.org/abs/2605.20640
>>
>>108875925
you can train them and they are uncensored, what else matters? closed models are fun for a week then everyone gets bored.
>>
>>108875966
>>108875975
Fuck off thread schizo
>>
>>108875917
https://files.catbox.moe/43jkcq.mp4
>>
File: 1756556630149865.png (1.59 MB, 839x1390)
1.59 MB PNG
1girl is older than (You)
>>
>>108876090
literal goon cave
>>
>>108876090
I wonder if she posed for that.
>>
>https://en.wikipedia.org/wiki/2_21_polytope
Yesterday I got sick and had a fever dream about someone releasing an open-source model trained only to create accurate 3D models of these things but the model somehow outperformed every other model or porn artist at making naked women
>>
File: ComfyUI_temp_cgetm_00001_.png (1.09 MB, 1248x1824)
1.09 MB PNG
GEGE hands
>>
>>108876135
Peeping tom caveman
>>
File: 205234CUI_00001_.png (3.34 MB, 1248x1824)
3.34 MB PNG
>>
>>108875968
you have no eyes
>>108876028
>what else matters?
quality
>>
>>108876198
cuck caveman, she's clearly getting doggy styled
>>
>108876268
RETARD ALERT RETARD ALERT
>>
>108876286
I accept your concession.
>>
I have eyes but I can't see Mount Tai
>>
File: 211519CUI_00001_.png (1.12 MB, 1248x1824)
1.12 MB PNG
>>
>>
>tfw generated my first vageen
this will end me
>>
>>
>>108876411
1 girl, elegant, flustered, blush, aroused, saliva, {azula, elegant, yellow eyes, topknot, single hair bun, sidelocks, hair ornament, slender, petite, small breasts, (toned:0.4)|laura kinney, green eyes, long hair, black hair, small breasts, petite, slender, (toned:0.6)|korra, blue eyes, ponytail, brown hair, hair tubes, dark-skinned female, medium breasts, (toned:0.6)|kasumi \(doa\), dead or alive, brown eyes, brown hair, long hair, ponytail, medium breasts},

nude, sparse pubic hair, rough sex, {looking at another, candid|looking at viewer}, floating hair, pussy juice, (((rough sex))), {sex from behind|upright straddle, girl on top, straddling|missionary, spread legs|folded, legs over head, mating press|girl on top, straddling, cowgirl position, bouncing breasts, floating hair|all fours, doggystyle, top down bottom up|sitting, upright straddle, facing away, ass, dimples of venus, anus, puckered anus}
, {forced orgasm|torogao|ahegao|fucked silly, saliva|mind break|closed eyes, clenched teeth, female orgasm}, bouncing breasts, floating hair, detailed pussy, BREAK, rance, rance \(series\), 1boy,
large male, large penis, veiny penis, thick penis, detailed penis, deep penetration, pussy grip,

realistic, 3d,(namespace:0.8),(pantsu-ripper)

, outdoors, resort, pool, green trees, ocean, santorini_(greece), blue sky, (cliff:0.4), (white building:0.6), large male, size difference, mature male, muscular male, candid, vaginal sex, ((rough sex)), groping, dynamic pose, (blurry background, realistic background, photo background:1.3),photo \(medium\), photo background, hot, real location, {on chair, lounge chair|poolside},
>>
>>108876427
Thank you, catjak.
>>
File: debo_cd-a_anima1_00006_.png (2.77 MB, 1792x1194)
2.77 MB PNG
>>
>>108876585
go back
>>
lmao

I didnt prompt it, but when using that lora I somehow got a musical number.

https://files.catbox.moe/z6xigr.mp4
>>
>>108876585
Your gens really are shit not even joking debo
>>
File: debo_ccsw_anima_00051_.png (2.97 MB, 2048x1117)
2.97 MB PNG
>>108876636
you and I are not on a first name basis
>>
>>108876683
shut up debo, no one likes you
>>
>>108876683
i'm not your mom debo
>>
RIP /r/, we hardly knew ya
>>
>>108876683
Nta but can you spam your slop in your containment general please. Thanks.
>>
Do you guys all use quants or no? I've always used the full model but I feel like I may be wasting VRAM
>>
File: file.png (3.92 MB, 1248x1824)
3.92 MB PNG
>>
>>108876747
Damn! Do we know what happened?
RIP to all the celeb gooners. That thread had some really good ai celeb gens.
>>
casino floyd-ale:

https://files.catbox.moe/h4922u.mp4
>>
File: debo_cd-a_anima1_00018_.png (3.33 MB, 1792x1194)
3.33 MB PNG
>>
it was bound to happen sooner or later. should've happened sooner.
>>
>>108876780
Model anon? Or better catbox
>>
low iq sperg out incoming btw just ignore
>>
>>108876891
marking a pivotal moment in the evolution of ... ?
>>
>>108876827
why do you post with the "download" filename again? we know it's you nigbo stop hiding kek >>108876840
>>
>>108876924
no evolution just insanity.
>>
File: ComfyUI_temp_oyylt_00001_.png (1.23 MB, 1248x1824)
1.23 MB PNG
>>
this new lora is fun, adds lots of dynamic stuff. I added music in post.

https://files.catbox.moe/hg9jjx.mp4
>>
> dead diffusion theory presented

now that practically everything is dead every Discord, 4chan, Reddit
what am I supposed to do?
has everyone given up on this hobby and moved on? started a family and is now working full-time for their spoiled kid who’s just waiting to get his inheritance from that old wanker?
>>
>>108877007
goofy
>>
>>108877007
What lora, one of the edit everything ones?
>>
>>108877049
https://huggingface.co/Kijai/LTX2.3_comfy/blob/main/loras/LTX-2.3-OmniNFT-RL-Lora_bf16.safetensors

this one, plug it into any video workflow, kijai says use it at 2 strength (cause of how it was trained), seems to enhance movement/dialogue and prompt coherence.
>>
>>108877008
didn't notice.
>>
okay. NOW we are drifting.

https://files.catbox.moe/txhcto.mp4
>>
>>108876916
https://files.catbox.moe/bhlum8.png
something like this
>>
>>108877008
i think we need to move away from real-time engagement slop and back to asynchronous bulletin boards
>>
Is there any lora that helps give coherent text in chat bubbles or is that all gonna be model dependant?

Im doing random comic strip gens and I'm happy with them except the text, if it was just coherent it would be funny but its that standard mix of gibberish and unreadable. I dont want to tell it what to say, i want it to be rng
>>
File: 1710558418183749.png (569 KB, 978x1094)
569 KB PNG
what if each thread had a different theme
>>
does anyone still unironically use pony for anything?
>>
>>108877166
A couple of the early breads did that https://desuarchive.org/g/thread/100629407/#q100629407
>>
File: 1770006140627241.jpg (722 KB, 1248x1824)
722 KB JPG
>>
>>108877207
based
>>
>>108877054
did a spongebob test, lora seems to make those i2v (or t2v) outputs cleaner too, also transitions:

Spongebob says "hey patrick, wanna see an impression of a tranny?". Patrick says "sure spongebob!". The scene transitions to spongebob on a bridge. he jumps off the bridge into the water, making a large splash.

https://files.catbox.moe/vv21md.mp4
>>
>>108877166
>>108877202
Iremember when themes were voted on
>>
>>108877140
That would not help anymore. People have already been conditioned to this shit.
The problem isnt that people are not active anymore. places where anyone can dump their slop without talk are buzzing 24/7.
They dont even care if anyone looks at the slop. If 1 out of 20 pictures gets a like from another degenerate, they are satisfied for the day.
Furry Discord is still kind of an exception. Fucking degen furries have more social skills than the rest of society - fuck off that I have to say that.
>>
>>108877226
https://files.catbox.moe/moja9s.mp4
>>
>>108876955
I make ace art. she's one of the women I saved in chatbots. you..make it wierd though with some of your art.
>>
>>108876787
see

>>>/b/949431360
>>>/b/949431258
>>
I have been stressed out... And yet you are insulting me.
>>
File: 214658CUI_00001_.png (1.29 MB, 1248x1824)
1.29 MB PNG
>>108877202
>>108877239
Do you guys remember when the NAI model leaked? I remember seeing one of the outputs and not believing it was AI generated.

>>108877258
I like her a lot as well. One of the best JLU episodes.
>>
Thread theme:
older women
>>
Thread theme:
dragon ball gens
>>
File: ANIMA_bface_bad_00009_.png (640 KB, 896x1152)
640 KB PNG
>>
File: file.png (1.65 MB, 832x1248)
1.65 MB PNG
>>108877285
how old?
>>
>>108877166
we had that in hdg for a bit and it was fun but retards sperged out about it being a "request" because they are fucking dumb
>>
okay. this one is pretty clean.

https://files.catbox.moe/oi3q6u.mp4
>>
>>108877269
Wow. Based wizards. I will make some Allison Brie coom in memoriam.
I wonder where the non arrested gooners will flock to now.
>>
>>108877277
I was on the deps discord during the NAI leak. It was a blast. Just total nerds, but there were easily 100 of us - it was like a gold rush. Everyone worked together to get something off the ground. Kohyaa joined us with his first trainer from Japan, there was all the drama surrounding A1111, and people were building the first prototypes of Civit.
I miss those days.

Everything gets ruined when normies join in.
>>
>>108877277
I remember even earlier before SD when outputs were 512px only and didn't really look like much of anything other than schizo nonsense
>>
File: trump.png (1.19 MB, 1280x768)
1.19 MB PNG
>>
>>108877307
This applies, but it's interesting to ask how to work out various aging levels. Like drooping jowls, for example.
>>
File: maxresdefault-451321969.jpg (50 KB, 1280x720)
50 KB JPG
Oh, fuck it all
>>
>crying
>>
File: 000239CUI_00001_.png (813 KB, 1248x1824)
813 KB PNG
>>108877341
>there was all the drama surrounding A1111
Correct me if I'm wrong, but I remember something about the people behind NAI accusing Auto of incorporating leaked shit into his UI kek
I think it was something about VAE

What happened to him anyway?

>>108877360
What was the name of that one artist that everyone used as a quality tag in 1.5 gens? was it frank franzetta? Or maybe someone with a similar style
>>
File: ComfyUI_00032_.png (2.46 MB, 1024x1536)
2.46 MB PNG
>>
>>108877390
greg kazoski or smth
>>
>>108877400
Greg Rutkowski, that it. His name + woodcut portrait did wonders back then
>>
>>108877390
I don't remember the details anymore, but the general accusation was that he had modified his code to make NAI runnable and had copied code for that from the leaked repository. Then they banned him from the StabilityAI Discord, and he hung around with us for a while.
I think he was Russian or Ukrainian and had been affected by the war in some way. I haven't heard from him since then.
>>
without the lora I never got the bubble transition this clean before, I think the lora is pretty good so far, outputs are good

https://files.catbox.moe/2l25m7.mp4
>>
is there a single ltx 2.3 i2v workflow that doesnt suck ass, that also isnt frontloaded with a shitload of custom nodes? surely theres better options right?
>>
File: Untitled.png (243 KB, 1280x768)
243 KB PNG
>>
File: file.png (1.36 MB, 832x1248)
1.36 MB PNG
>>108877372
>>
>>108877435
https://huggingface.co/RuneXX/LTX-2.3-Workflows/tree/main

try the i2v basic one for regular i2v, then theres lots of other stuff.
>>
>>108877207
Me on the right
>>
File: 002250CUI_00001_.png (2.19 MB, 1248x1824)
2.19 MB PNG
>>108877422
Damn, that sucks. I hope he's good. He seemed like a chill guy.
>>
>>108874588
settings plz? im slow, are you using 7.5 rescale AND cfg 5? er_sde simple im assuming too, upscale?
>>
>>108877472
ill give one or two a shot. you have to understand that im making a very high effort shitpost for no gain or personal benefit. in the last 2 weeks i learned to do wan2.2 in forge neo (dont do this btw), and learned comfyui, and migrated most of my setup to it, and learned to do wan 2.2 on comfy, and now i learn ltx2.3 is a thing, and now sulphur (which bugs me because i keep typing it sulpher) and i cant even get reliable results when i try in any setup. ive gotten maybe 1 or 2 good results but beyond that nothing
i have no problem making goonslop but i want it to be quality. im not going to waste my time making run of the mill garbage like all the fuckin futa spam i dug through to find anything useful, so i suppose that i am attempting to be the change i want to see. unfortunately im on amd so i should kill myself since even a 7900 xtx is not able to handle all of ltx 2.3 without offload by like 1.5gb
>>
spongebob: the odyssey

https://files.catbox.moe/lg8xjf.mp4
>>
>>108877456
>the hand in the painting
>>
>>108877390
Greg Rutkowski, Artgerm, Jordan Grimmer, Franz Xaver Winterhalter, WLOP, Ilya Kuvshinov, Sophie Anderson, Michael Garmash. Good times.
>>108877422
If I'm remembering correctly, it was the code related to implementing the hypernetworks thing that he derived from the leak but they also used his code for something that I don't remember that wasn't open source and tried to blame it on an intern.
>>
Just started using comfy, I am finding I am running into this issue a lot.
Often when trying new workflows which is how I have been learning, the nodes overlap a lot. I think its a settings issue on my end since a lot of these look like they have effort put in to be organized.

Is there some setting somewhere I can clean this up?
>>
>>108877705
You're using the new layout, and the wf uses the old.
>>
I forget the name of the setting. I am running an llm rn and can't see the options. nodes 2 or something. I forget.
>>
File: gVfmc87RsBI.jpg (53 KB, 512x512)
53 KB JPG
What are some surefire Anima training settings? Dataset sizes are the same as other models? (30+?)
>>
>>108877277
Yeah I love ace in my own unique way. some protect her in there too. we do normal things in her stories. heroes and villains banned. if they show up I play punch punch and they lose and her and I go about our day. i'm the same with the current sondra fuller aka lady clay. like nope get away you suits. she is having normal life stories now.
>>
>>108877733
Oh alright, how do I switch to old, is that the nodes 2.0 beta thing?
>>
>>108877773
Yep
>>
File: ComfyUI_00041_.png (2.1 MB, 1024x1536)
2.1 MB PNG
>>
Anyone got an anima cumrag ui workflow?
>>
>>108877166
You have to think of a good one that lets people basically do what they want to do anyway while adding some superficial dimension to it that
- can be judged by how well you did it,
- can be half-assed or taken seriously,
- can be done on any model,
- produces an interesting visual effect in both 1girl and 0girl gens

Then you just need good timing and good luck, if the first reply is "nobody wants to do your challenge faggot" then it's over, herd instinct dominates

One of my best "thread challenges" (same thing) ever was that the gens had to be shiny. People could get as deep into it as they wanted to. Anime grils in gleaming armor with sun glinting off the mirror-polished steel...
>>
>>108877945
But this basically wouldn't work now because most of the people who are game to participate in things like this sided with /sdg/ in the split.

/ldg/ is the better thread (even though I personally helped cause the split because I refused to accept the name change) because we rejected the circlejerk, but as a result we are a very disagreeable group, hard to make anything communal happen here
>>
>>108877958
>ldg anons are disagreeable and thus do not like to participate
Kek nah it's just one or two fags who are still so butthurt over the "split" that they actively try to dissuade anything resembling a "community event". Then the herd mentality you mentioned comes into effect, but moreso out of apathy than being disagreeable. That's besides the point that most of everyone from the other threads at minimum lurks here due to this being the actual tech thread.

If you don't remember the very last genjam then I could see why you'd think that, but it was very clearly a single poster raging against the thread in general. And a few shit posters piling on.
>>
>>108877744
the most surefire settings are the ones used in the example lora from Russ himself
>>
>>108878015
>example lora from Russ himself
Which is?
>>
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i git pulled and updated all packages and drivers
>>
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>>108878225
>He pulled.
>>
did you guys try FlashVSR yet? i'm impressed. reminds me of using nana banana to add super detail to my blurry images
>>
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>>108878225
I'm about to do the same because I want to check out some of the new stuff. Coming from 0.19.5 I foresee tragedy though...
>>
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>>
>https://github.com/Comfy-Org/ComfyUI/pull/13899/changes/979f4a6e9fd50f970f54dc49c325cca9c23ebcf6
kek
>>108878378
>some of the new stuff
like what? im on 0.18.1
>>
>>108877744
>>108878118
https://civitai.com/models/2536147/greg-rutkowski-style-anima?modelVersionId=2850290
>>108877888
https://files.catbox.moe/na9cld.json
>>
1girl, {tifa lockhart, medium breasts|korra, dark skinned female, hair tubes, brown hair, medium breasts, ponytail|laura kinney, long hair, black hair, small breasts, petite, choker|azula, sidelocks, black hair, small breasts, single hair bun, petite, dragon print, (single hair bun:0.6)}, slender, head out of frame, (sweat:1.15), glistening, fingerless gloves, navel piercing, panties, sport pants down, sports bra, (toned:0.6), holding smartphone, string panties, {by kiriyama taichi, elegant|realistic, 3d,(namespace:0.8),(pantsu-ripper)|by optionaltypo|by joel jurion}, , selfie, {side view, from side, {ass|groin}|dynamic pose}, seductive smile, (covered nipples:0.7), {hand on hip, contrapposto|hand on own stomach|adjusting panties|adjusting bra|adjusting hair|waving hand, goodbye|victory pose|erotic pose|pinup pose|bra lift, underboob|bra lift, flashing, nipples}
>>
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>>108878453
Honestly, it was mostly LTX fixes and shockingly, nothing seems broken so far.

>>108878566
Z-Image did NOT like your prompt, lol!
>>
>>108878617
more of an Illustrious prompt
>>
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>anon tries to help me the other day with an extension
>it breaks my upscaling setup for no reason
>uninstalling it doesn't fix it
>have to reinstall comfyui
>don't feel like it, wait a day but that means no upscaling for 1 day
>reinstalling doesn't fix it, reinstall again
>something in the manager setup process is broken, giving me errors because of a typo on their end
one day comfy will pay for this uncomfy shit, mark my words
>>
>he still uses cumfy instead of wan2gp
>>
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>>108877303
>>
>theres people wanting ltx 2.3 in forge neo
>we cant even do wan in any way reliably as it is
>the forge neo maintainer keeps breaking long-standing compatibility because "its old"
fucking christ
>>
video shmideo
>>
>>108878704
well said fellow vramlet
>>
>>108878703
fuck your ltx 2.3 meme
>>
>forge neo
its time to move on unc
>>
bideo bhmideo
>>
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what is your stockpile looking like?
>>
>>108878465
>https://files.catbox.moe/na9cld.json
anima uses multiplier = 1 btw
>>
>>108877303
>>
>>108878675
I used to use WAN2GP but the lightx2v profiles were broken so I went back to comfy. Should try it again.
>>
>>108878748
Only 5k gens? Is this dir only a month or so old?
>>
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>>108878617
>>108878378
your jennies brighten every /ldg/ thread
>>
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>>
>>108878763
i cleaned it out a few times
>>
>>108878752
>anima uses multiplier = 1 btw
Yes that is what it's set to
>>
>>108878780
weird your config shows multiplier = 1000 for me
>>
>>108878676
box?
>>
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>>108878784
Weird indeed
I haven't really tested any of the other settings so they are probably suboptimal
>>
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>>108878719
even im not deranged enough to ask for ltx in forge in any capacity.
>>
>>108878793
https://files.catbox.moe/lq3et0.png
i usually have shit like "incredibly absurdres, absurdres, highres, score_9, score_8, year 2025" in the negs or not at all but sometimes its fun to use them in the pos
>>
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>>
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>>
>>108878378
for a second I thought I was on /pw/
>>
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>>108878892
is debo cm a lora?
>>
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>>108878916
no, just an artist tag combo
>>
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3.55 MB MP4
>>
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>>
amen
>>
>>108879082
It's you.
>>
>le attention namefag insists on using his moniker after spamming the same image for 3 months straight
>>
most zit loras are so bad that they work better with negative strengths
>>
>>108875508
how comes nobody saw these;
bytedance-research/Lance
microsoft/Lens-Turbo //this one is promising something not seen before

>>108879178
script to prune weights stuff is somewhere in civitai articles section by one of the well known lora/model makers, for turbo, been there for some months now
>>
>>108879286
lens-base finetuned on anime will save local
>>
>>108879178
Anything you download from civitai is broken. I remember one, 1980's fantasy film lora for ZiT and it only made the image more blurry and grainy.
I think some people are there to gain discord users or other things, it's a scam.
>>
>>108875508
>mspaint collage
lmao, use the script ffs: https://rentry.org/ldgcollage
>>
>>108879450
you missed the discussion last thread, it's an autist who actually put together his own vibecoded DONUT steal script and thinks that uneven and random gaps are good
>>
>>108879454
lol mspaint would've been better
>>
>>108879305
20b text encoder
not going to happen
>>
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work on my Lisp defined workflow thingy moved to adding natural language prompt generation for finetunes based on booru tags, i consider this more flexible than a clip encoder as the tags produced from natural language can also be used in services that don't allow you to change anything. this is just a preliminary test to see if my approach can work, very small dataset (~3k samples) with a 4b model, results look promising, i will now produce 47k more samples and finetune an 8b model instead and see where it goes
>>
>>108876427
man....
I need to lose weight...
>>
>>108879516
it's gpt-oss so it's just 4b active parameter, you just need to fit it on your gpu
>>
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>>108877945
What about a cyberpunk theme?
>>
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Bro the facedetailer recognizes JJK faces but not anything else, idk what to do anymore
>>
>>108879783
what else you want to detail?
>>
>215:26:16 to train LoRA
>329.47s/it
Is it worth it or should I stop?
>>
>>108879827
got somewhere to be, brokeboi?
>>
>>108879827
check you vram usage, you're probably going overboard and using swap memory

also, obviously not worth it
>>
>>108879840
I don't want to fry my laptop
I'll just wait to Anima support on Civitai
>>
>>108879848
max out your fan to 100% and powerlimit the gpu to 80%
>>
>>108879857
nah I stopped it
>>108879847
yeah I stopped
>>
>>108879858
oops
mods those nipples appeared in the upscaled version only lmao

proof:
>>
>>108879861
Good thing you stopped it.
>>
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>>108879319
I think many popular loras are botted
>>
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>>
>>108880005
benchod
>>
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trvke: NOBODY needs more than ZIT 1girl.
>>
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>>
>>108880029
my wife nearly saw this you fucking
>>
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>>
>>108880048
my AI wife would never get mad at some nice tits. just another one of (many) 3d foid problems i will never have to deal with.
>>
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Our mum, Abrahamic bros.
>>
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>>
>>108880101
Very ran-esque gen... This would also explain all the drama lately.
>>
>>108880101
my mom just saw this
>>
what's the point of these threads if there is never anything new?
>>
>>108880134
my wife said the same thing
>>
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>>108880107
>ran-esque
Not sure what that is.
>>108880109
Did she like it?
>>
Is this the correct way to tag an Anima dataset or should I use only one kind of tagging?

>1girl, solo, blood, backpack, bag, blood on face, lying, on back, randoseru, closed eyes, shirt, black hair, child, death, blood on clothes, Anime girl with black hair and blood on her face. She is wearing a red and white striped shirt. The blood is dripping from her face and on her chest. The background is a brownish grayish color.
>>
>>108880141
your wife is on 4chan?
>>
>>108880154
Anyways, love the air brushed style. It's pretty rare because most of the art styles these days are digital anime shit with outlines and so on.
>>
>>108880154
yes
>>108880156
in my head, yes
>>
>>108880076
>no bush
dropped
>>
>>108880168
bush is due to the original sin
>>
>>108880174
also hair over tits should be perky due to nipples. overall a shit gen, sorry, would not commit the original sin with
>>
>>108880178
nipples are due to the original sin as well, so is bellybutton but alas
>>
>>108880155
well?
well?
well?
>>
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>>108880155
>>108880202
You can use that, but I suggest you duplicate your dataset and use booru for one and natural for other. For simple dataset booru tags are enough
>>
>>108880202
https://huggingface.co/circlestone-labs/Anima learn to read, readart
>>
are embeddings snake oil? i never use them
>>
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>>108880048
Should've called her back over and said; "Why can't you do this?" while dramatically gesturing towards the screen.
>>
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>>108880303
I completely forgot embeddings were even a thing.
>>
are anima trainers outside diffusion pipe as good?
does diffusion pipe work well enough on windows now without wsl?
>>
Anyone has working ComfyUI Anima inpainting workflow?
>>
>>108880323
i'm back to sdxl coz it's fun
>>
>>108880328
https://github.com/67372a/LoRA_Easy_Training_Scripts
This is almost decent
>>
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>>108880159
Yeah it's a nice look, Luis Royo lora.
>>108880160
nice
>>
>>108880362
>>108880328
The anima standalone trainer is based on SD scripts so get that.
>>
>>108880341
does it just work in forge neo
>>
What was the thing to make flux klein stop cropping the image?
>>
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>>108880368
>The anima standalone trainer is based on SD scripts so get that.
does it do anything other trainers dont do? OneTrainer is the only one that handles regularization images properly but the thing doesnt support anima

>>108880389
Flux2-Klein-9B-Consistency lora
>>
>>108880295
I've legit brain problems and pseudo dementia
I wish I could still think like a normal person
>>
>>108875966
>>108875975
thanks!
>>
>>108880419
maybe use less ai?
>>
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>>108880419
Health issues can cause this, eg. certain virii. It's periodical.
>>
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>>108880348
Me too. I'll wait for anima to get more loras.
>>
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>>
Am I the only one who has their WAN 2.2 break after every update? Current backend version (0.22.0) produces black output. I rolled back to ComfyUI 0.21.1 and it works perfectly fine. Didn't change a single thing. I don't see any reports about it. Surely it can't just be me?
>>
>>108880542
I do not like this style or image
>>
>>108880543
Memory handling is complete shit in Comfy, try disabling Dynamic VRAM.
>>
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dynamic pose is fun
>>
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>>108880547
Understandable
>>
>>108880543
Do u have sage attention on?
>>
>>108880564
Damn I like this one. I have things to do and should do those instead but this makes me want to waste all day genning.
>>
>>108880551
I'll try some other time. Rolling back is a pain in the ass.

>>108880573
I do, and it's not sage because it happens with it disabled too. Can you confirm if your wan 2.2 (gguf) works with dynamic vram enabled in v0.22.0?
>>
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Imagine women having access to this image editing, their egos would crumble instantly.

>>108880409
I remember it being a resize node, but it worked.
>>
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What looks to be another research preview garbage model has been released.
https://arxiv.org/html/2605.12013v1
https://huggingface.co/zhen-nan/L2P
https://huggingface.co/spaces/multimodalart/z-image-6b-pixel-space
Still I am posting because apparently trained only on 20k synthslop images using only 8 unspecified gpus. Maybe someone else can make non shit version with realistically low budget?
Mogs Zeta still, though a very low bar.
>>
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>>
HUGE COMFY UPDATE
https://github.com/Comfy-Org/ComfyUI/commit/5aa5ccc9e02aec94cf43e0f71d4b2f62b204b5b6
https://github.com/Comfy-Org/ComfyUI/pull/13802
MULTI THREADED MODEL LOADING
RED = BEFORE
GREEN = MULTI THREADED LOADING
>>
>>108880708
in English, nerd
>>
>>108880708
virus
>>
>>108880708
yeah, comfyui looks more cool nowadays
>>
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How many steps do you usually use for upscaling?
>>
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>>
>>108880708
Sounds cool but I will wait a while before pull since this very possibly caused some bugs.
Or just wait until some worthwhile model I care about is added.
>>
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>>
>>108880543
WAN used to break every update for me but lately it has worked pretty well. The main cause for the braking was the multigpu nodes which I stopped using now that the ComfyUI's own memory management is decent.
>>
>want to try out Seedance 2
>find out Civitai actually has it
>have a ton of buzz to waste from uploading loras
>the UI fucking sucks
>only has basic t2v and i2v and nothing else, not even a last frame option or multiple reference images
Yeah yeah it's not local but why the fuck can't this site do anything right?
>>
>>108880305
who is Jenny? Google images does not seem to recognize her face.
>>
>>108880966
Maybe you should search for janny.
>>
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>>
>>108880984
omg is Jenny being posted w/o her consent?
>>
>>108881049
lol not at all what was meant.
>>
>>108881069
oh good. for a moment I though anon was posting pictures of his ex-girlfriend.
>>
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>>108880708
Can't wait to experience these gains
>>
>>108880714
You have to be this MALE to post here.
>>
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>>
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sars?

https://nju-pcalab.github.io/projects/L2P/
https://huggingface.co/zhen-nan/L2P/tree/main
>>
>>108881265
huh?
>>
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>>108880708
sounds like a luddite who didnt boughted ram before the price spikes despite being told to issue

cant wait to have to disable this alongside disabling dynamic vram since they make everything slower for anyone who doesnt have 16+8gb shitbox system
>>
>>108881265
It's trained on slop and I tried >>108880668
It's ass. But seems to be another possibility like Asymflow to make pixel space models without wasting fortune or becoming a lolcow like a certain Indonesian furry.
>>
>>108880777
>upscaling
Native 2k x 2k ZITGODs, what did he mean by this?
>>
>>108881265
> I wonder if they learned anything from what Lodestone was doing or if Lodestone can learn anything from what they are doing.
> Yeah, he talks about the big labs consulting with him
>>
>>108881351
>are you sure all those terabytes of furry porn will help our model?
>>
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>>108881315
I have no idea what zit is, I started using text to image recently after 2 whole years. My workflow is basically what I used with the 1111 UI. How is it better than upscaling stuff?
>>
>>108881351
I would say he himself is making those pathetic gay glaze comments on alt accounts but his cult of furtroon cord kittens is insanely deranged and dedicated so I can't tell.
>>
>>108881396
For realism use ZIT which has native 2x2k resolution https://civitai.com/models/2168935/z-image-turbo
For tranime use whatever is the recommended workflow with anima https://civitai.com/models/2458426/anima
>>
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>>
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>>108881265

>97.67% faster single-step inference than source LDM
>>
>>108881412
Anons, which one of you is this..
>>
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>>
>>108881432
I hope everyone in that "community" gets executed. Literally worse than pedophiles.
>>
>>108881407
idk about that when before the insanity that is ZIT the best realism model was Chroma, and it still is for very unique NSFW realism
>>
>>108881440
are they though?
>>
>>108881432
it's terrible at futa intercourse as well
>>
>>108881432
if it truly was a "legitimate" community they would have funded their own finetoon by now
>>
>>108881440
this is exactly what you retards sound like when you complain that flux can't draw vag
>>
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>>108881412
I'll check the Anima workflow out. From what I saw, it discourages upscaling. People just generate stuff at native high resolutions. It seemed fairly slower than Illustrious though, not sure if it's worth switching to as it is. I'll see if I find any interesting loras to go with it.
>>
>>108881459
Flux off, fluxite
>>
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Why can't Anime do upscaling?
>>
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>>
>>108881473
anima is bad at img2img in general desu
>>
>>108881480
see >>108881485
>>
If I ever wanted to see someone shitting I'd look down (I'm on a toilet).
>>
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>>108880966
I thought Google didn't search people anymore?

>>108881432
Ew...
>>
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>>
>>108881517
well the google AI will search people for you if you upload a picture. It does for me anyway. But it couldn't find Jenny. It just lists a few actresses but not her. I guess it doesn't really give instagram info even though I see the instagram icon being process in the AI's thinking process.
I guess it allows celebrity search because of their high fame.
>>
>>108881432
NovelAI can do scat. Are you really OK with local being behind saas like that? You're just gonna take the L?
>>
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>>108881485
>>108881494
Yeah, I had a similar experience yesterday. I wonder if face detailer is also borked on anima. Probably.
>>
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>>
>>108881480
it'll cook your GPU. safety feature.
>>
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>>108881570
I want my GPU cooking. It's cold at night.
>>
>>108881480
It can but you can also just generate at a highres outright.
>>108881485
Nah
>>
>>108881538
smooth. what do you use for upscale?
>>
Inpainting on forge neo works fine though (anima)
>>
>>108881587
4x-AnimeSharp.pth
>>108881480
I'm using Anima
>>
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>>108881543
>It does for me
Last time I tried it lectured me about privacy and shit, but anyway, Jenny deleted her Insta a while ago (she's crazy paranoid) so it's not gonna find anything there.
>>
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>>108881432
>>
>>108881613
>redditgu
Worst Jenny gen in a long while.
>>
baked a new opus but won't post till NEW is made by the original OP
>>
>>108881651
I liked the dragon lady
>>
>>108881613
>she's crazy paranoid
Indians ruined everything. Girls can hardly post on the internet without being harassed by them.
>>
>>108881651
2 more hours
>>
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>>108881669
>Indians made her LoRA
fuckin' schizo
>>
>>108881676
sir
>>
>>108881669
>Indians ruined everything.
Is the indian in the room with us right now?
>>
>>108881699
sir
>>
>>108881699
In your room.
>>
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>>108881643
That was for my /tv/ thread earlier. It fell off the board while I was watching the Mando/Grogu movie. I really hated the Hutts not talking in Huttese all the time (as I love hearing Jabba's voice rumble through my sub when watching the OT on my 4K projector). That, and it was really, really Filoni-heavy.

>>108881669
Instagram made a policy change about geolocation and Jenny wasn't having any of it. She dropped Insta before that went live.
>>
just got 128gb of ram :) in the mail and really enjoying the faster speed.
>>
>>108881715
so you seem like a big fan of Jenny?
>>
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>>108881705
>>108881706
If you're not careful with what you say I'm going to bring one hundred thousand of my friends in the town you live in.
>>
>>108881773
I keep up on the lore, yes.
>>
>>108881764
How much did that cost?
>>
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>>
Fresh

>>108881865
>>108881865
>>108881865
>>108881865

Fresh
>>
>>108881848
$1,598.31 for non rgb 2x 64gb (128gb) ddr5 ram sticks
>>
>>108881945
Holy hell.
Well have fun I suppose.



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