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File: collage.jpg (3.95 MB, 9769x5563)
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Discussion and Development of Local Image, Video, and Music Models and Software

Previous: >>109420571

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://huggingbay.xyz
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

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

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

>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
>>
gm saars
>>
>>109422404
gm :D
>>
File: i_00059_.png (1.35 MB, 720x1280)
1.35 MB PNG
>>
impersonating gms is a bannable offense
>>
Blessed thread of frenship
>>
File: trust the plan.png (383 KB, 1446x632)
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>>109422335
>so when are local models actually going to get good?
in less than 2 days
>>
File: Krea2_turbo_00821_.png (997 KB, 1024x1024)
997 KB PNG
>>
>mfw Resource news

07/31/2026

>One-take Creation, Flexible Referencing: Introducing Seedance 2.5
https://seed.bytedance.com/en/blog/one-take-creation-flexible-referencing-introducing-seedance-2-5

>ReToken: One Token to Improve Vision-Language Models for Visual Retrieval
https://github.com/avaxiao/ReToken

>RefineSVG: Visual Feedback-Driven Reinforcement Learning for Image-to-SVG Generation
https://github.com/liuxiaobo66/RefineSVG

>ROAD: Reciprocal-Objective Alignment of Discriminative Semantics for 3D Shape Generation
https://github.com/H-EmbodVis/ROAD

>PhysOmni: Physics-Grounded Multi-Object Scene Generation from a Single Image with Real-Time Interaction
https://physomni.github.io

>DinoLizer: Separating VAE and Diffusion Artifacts in Generative Inpainting Localization
https://github.com/anonyme610/dinolizer

>Inline Studio v1.2.6 - Flux 2 & Minimax H3 API
https://github.com/inlineresearch/Inline-Studio/releases/tag/v1.2.6

>SAM 3.1 Multiplex — Native ConvRot INT8 and INT4
https://huggingface.co/Sparknight/sam3.1-int8-int4-convrot

>Suno Loses AI Copyright Lawsuit to German Music Rights Society GEMA
https://variety.com/2026/digital/news/suno-loses-ai-lawsuit-gema-1236825010

>AI labels to be compulsory on authentic-looking content under EU rules
https://www.theguardian.com/technology/2026/jul/31/ai-labels-to-be-compulsory-on-authentic-looking-content-under-eu-rules

07/30/2026

>AnimeGen: AI Models for Anime Video Generation
https://huggingface.co/collections/aidealab/animegen

>DistillAlign: Coordinating Mode Covering and Mode Seeking in Autoregressive Video Distillation
https://lijiaxing0213.github.io/DistillAlign

>StatePlay: State-Aware Game World Models for Mechanics-Consistent Generation
https://jimntu.github.io/stateplay_page

>AI companies buying and destroying millions of books
https://futurism.com/artificial-intelligence/ai-companies-destroying-rare-books
>>
>mfw Research news

07/31/2026

>Temporal Concentration from Rollout Errors: Implicit Preference Optimization for Text-to-Video Diffusion
https://henglin-liu.github.io/cIPO_vis

>ReGenVC: End-to-End Real-Time Generative Video Coding at Ultra-Low Bitrate
https://arxiv.org/abs/2607.28144

>Explorative Modeling: Unlocking a Third Pretraining Axis and End-to-End Generation
https://arxiv.org/abs/2607.27372

>Bunraku: Turning a Single Illustration into an Editable Live2D Character
https://arxiv.org/abs/2607.27348

>VideoCoCo: Code-as-CoT for Physically-Consistent Video Generation via an Agentic Dual-Engine System
https://arxiv.org/abs/2607.27380

>FeatFix: Reuse What You Verify through Local Exact-Feature Correction for Faster Cached Diffusion Inference
https://arxiv.org/abs/2607.27842

>DECODE: Tackling Representation and Decision Degradation in Continual AI-Generated Image Detection
https://arxiv.org/abs/2607.27882

>Chimera: Designing and Chinchilla-Scaling Hybrid Visual Diffusion Transformers
https://arxiv.org/abs/2607.28611

>FiRE: Enhancing MLLMs with Fine-Grained Context Learning for Complex Image Retrieval
https://arxiv.org/abs/2607.27959

>Can Vision-Language Models Reason about AI Edits in Images?
https://arxiv.org/abs/2607.28464

>A Cross-Architecture Audit of Direction-Based Inference-Time Defences in Vision-Language Models
https://arxiv.org/abs/2607.27910

>MPIE-Bench: Benchmarking Anatomically Plausible Multi-Person Interaction Editing
https://arxiv.org/abs/2607.27616

>Scaling Vision-Language Models Is Not Enough to Mitigate Bias
https://arxiv.org/abs/2607.28211

>S-GRPO: Unified Post-Training for Large Vision-Language Models
https://arxiv.org/abs/2604.16557
>>
Lodestone take note.
If it can't do tangdangdingdong cunny, it's shit.
>>
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>mfw finally taking the Krea2 pill
>>
>>109422421
gm, fren! c:
>>
File: LTX_2.3_i2v_00151_.mp4 (1.48 MB, 448x832)
1.48 MB
1.48 MB MP4
>>
>>109422429
i am sitting in the kino chair, waiting patiently
>>
can kroma do gardevoir? krea2 seems unable to
>>
File: Cumfy_00072_.png (1.35 MB, 768x1368)
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its all fucking PORN
>>
>>109422457
Based anon being medicated
>>
>>109422522
+1
>>
>>109422429
>"local" model you can only run on a remote GB100 server
>>
>>109422539
comfy said it can be run on a 3060
>>
I was distracted... I might whip out CumUI again.
>>
>>109422551
And that is correct. Just offload 95% of the model and enjoy a blistering 3 s/t generation speed (after waiting 20 minutes for the prefill).
>>
>>109422551
oy vey stop deboonking me
>>
>>109422457
>image is bare bones because Krea adds nothing that isn't explicitly prompted for
yup
>>
> >109422442
> >109422450
fuck off
>>
>>109422602
>because Krea adds nothing that isn't explicitly prompted for
isnt that a good thing tho? means you have more control.
>>
>>109418548
>>109422391
the bottom right girls seem like they're based off of momo from twice
>>
i just reduced my lora dataset from 400-500 images down to only 20-50, and the quality increased significantly. how come?
>>
>>109422624
>>109422604
Same poster.
>>
>>109422625
define quality
>>
>>109422625
defile quality
>>
>>109422630
no that was my first post on this board in months
>>
>>109422625
what are your parameters?
>>
>>109422630
I have a poster of marior
>>
>>109422664
Ok. Marior of otherwise.
>>
>>109422661
defining quality
>>
>>109422622
>means you have more control.
yes and no
it would only be detrimental if the added unprompted detail went against what was explicitly prompted
>>
>>109422676
I find it annoying when the result has shit in it I didnt even prompt for.
>>
>>109422632
better consistency, less artifacts, improved prompt coherence etc.
>>109422661
i have a big rig so i train lokr at full rank
>>
>>109422693
I love it
>>
>>109422707
Why?
>>
>>109422712
Makes the shots feel more alive, lived in, like you're peering into another real living world.
Doesn't give the same feeling when you have to prompt for the detail yourself.
>>
>zitfag OP glazing himself in the OP
what a jew kike
>>
>>109422735
Proofs?!
>>
>>109422735
but those are Krea gens and gens in the collage are good therefore Krea is good
>>
>>109422735
top right is some jewlien slop too no?
>>
>>109422735
zitfag added me in the collage so i'll go easy on his little femboy butt this time
>>
>>109422693
An image consists of millions of little details. You can’t prompt every single one so the model has to improvise a little.
>>
PROOFS
>>
>>109422757
>You can’t
dont tell me what I can or cannot do you fag.
>>
>>109422811
calm down nigbo
>>
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Ok.
>>
>>109422811
You wish.
>>
>>109422751
>i'll go easy on his little femboy butt this time
sanest Kreafag behavior
>>
>>109422751
>i'll go easy on his little femboy butt this time
as a reward I won't
>>
>>109422625
More images means less training spent on each image. It's the same principle as a person trying to memorize 100 words in an hour versus 10 words or a dish with 100 ingredients versus 10 ingredients.
>>
>>109422856
u mad?
>>
>>109422875
we don't need fag analogies to muddy the waters jew
>>
>>109422889
>homosexual has an opinion
discarded
>>
File: ComfyUI_02969_.png (963 KB, 1024x1024)
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>>
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>>
I'm getting an "Unable to allocate 23.7 MiB for an array with shape (1080, 1920, 3) and data type float32" error while attempting to upscale a video? Is there a setting that simply needs to be scaled down? I have a 5070Ti. Can't imagine it's the card.
>>
so Zitfags and Kreafags are at war with each other?
why?
>>
>>109422927
console warts
>>
>>109422927
Nope. Just homosexual roleplay
>>
>>109422927
gotta keep fighting about something.
>>
>>109422927
its just the same guy (ani) talking to himself
>>
>>109422947
>its just the same guy (ani) talking to himself
bingo
>>
>>109422927
IdeoLORDS chilling
>>
>>109422927
the thread is active due to upcoming models so the monkey has to throw shit as a disruption
>>
>>109422927
Krea posters got mad early on when people pointed out that 1girl realism is still better on zit than krea, and a few days ago one or a couple of them had a meltdown over it finally and started cartoonishly falseflagging whenever they feel attacked by replying to everyone while namefagging as "ZitChad".

You mostly see them crying about zit despite people in the threads not really even talking about the model or posting it anymore.
>>
>>109422980
nice historical revisionism
>>
I'm done with it. I'm filtering the word zit; you niggers are so fucking annoying. Nonstop obsession with an AI model like it's your girlfriend.
>>
I've been ragging on lodestone and his autism, but this new Kroma lora, this furry fag is now redeemed
>>
>announcing your filters so schizo can get past them
lmao
>>
>>109423003
zeetbroken
>>
>>109423013
At least that would be fun. I'd accept that challenge.
>>109423015
Yes. It's annoying.
>>
>>109423012
what can it do that krea cannot with the most generic xxx loras
>>
>>109423012
proof?
>>
>>109423024
under there
>>
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713 KB
713 KB WEBM
>>109422927
this is unlawful activity, disperse immediately or you will be arrested
>>
File: Fashion.jpg (580 KB, 1024x1536)
580 KB JPG
>>
according to some of the top finetuners in the community, the mageflow model from microsoft is the most promising new model to train
>>
>>109422980
the "false flag" was you, idiot.
anyone who downloads daz3d just to troll would also namefag to start meaningless drama
>>
>>109423012
It seemed to work at first but later when I tried simple realistic prompts with and without it I found that it sucked all the realism out of the gens.
>>
>>109423047
Ah, the
>no u
and
>everyone i dont like is one person
argument only the most mentally sane use every time someone disagrees with them.
>>
The people who sit here all day, we have exceeded their time zone.
>>
>>109423020
It fixes NSFW anatomy to a massive extent, and 'understands' sexual situations / positions MUCH better than any other lora (I've tried all the major ones not behind a pay wall), and it's not even done training

Motherfucker did something truly useful!
>>
File: postal_service_.jpg (540 KB, 1024x1536)
540 KB JPG
>>
>>109423044
image models are old news, this is a h3 f3 thread
>>
File: 125486354.jpg (2.19 MB, 4848x2736)
2.19 MB JPG
>>
>>109423089
>and 'understands' sexual situations / positions MUCH better than any other lora
proofsies?
>>
>>109423084
Nice try mr time man!
>>
it did make the anatomy of my loras more accurate.
>>
>>109423103
Thank you for replying to me.
>>
>>109423100
No, I won't bother with third party image hosting when you can just download the lora and try yourself faggot, takes you a minute
>>
>>109423109
>takes you a minute
takes me a whole night actually
>>
>>109423093
i dont see any h3 stuff in here
>>
>>109423106
Nice try mr reply man!
>>
>>109423117
waiting room
>>
>>109423125
Be lucky that I even replied to you.
>>
>>109423089
>>109423012
>He thinks Chroma v1 was any different in NSFW understanding

Retard
>>
>>109423131
hurry up, 4th dimension. move faster
>>
>>109422927
Just one guy talking to himself.
>>
>>109423109
It doesnt because i, like many others, are genning other shit rn and dont have the bloated krea files and workflow set up after initially seeing how slopped it is and deleting it
>>
>>109423145
*sends you through the Tenet turnstile*
>>
how much vram do I need to train some krea loras
>>
>>109423174
12GB with Musubi Tuner and offloading
>>
>>109423151
I don't care, if you use the lora or not means nothing to me
>>
what will you guys gen once h3 drops?
>>
>>109423174
Barely fits in my 32 at int8 (with TE unloaded). But you can obviously just offload if you can wait longer.
>>
>>109423188
i dont care either, you claimed it takes a minute, i proved it doesnt
>>
>>109423190
ill see how many touhous it knows but thats if they give out credits or something to the api since i aint runnin that shit anytime soon
>>
>>109423174
12gb with OneTrainer (which is the fastest trainer)
>>
>>109423190
you already know
>>
>>109423186
>>109423192
>>109423203
aye nice, i;m gonna make some porn
>>
>>109423190
1girl, mirror selfie, peace sign, animated
>>
>>109423219
>not asian
daring today, aren't we
>>
>>109423230
its h3, the asian is implied
>>
>>109423230
>chink model
that would be redundant
>>
>>109423201
>ill see how many touhous it knows
you can use reference images on h3 so that even if it doesn't know the character you can add it anyways
>>
File: fact.jpg (57 KB, 716x687)
57 KB JPG
this general is about to enter a dark age. we already saw a glimpse of it when SCAIL was released. we will be flooded with 10 second clips of 1girls dancing and other coomer trash instead of interesting inspired videos. get ready
>>
>>109423288
Oh no now the 1girls will be animated!
>>
>>109423288
>instead of interesting inspired videos. get ready
are you getting ready by having dozens of inspiring prompts for the launch?
>>
>>109423288
you're threatening us with a good time?
>>
>>109423288
we need st floyd poster back but i do miss rocketgirl anon
>>
>>109423288
>my penis is going to fall off due to the upcoming kino
thats what you sound like
>>
trying out video gen with ltx and so far i can only make manmade horrors i guess ill just goon to the civit gallery then
>>
>>109423299
yep, i have been waiting for this moment
>>
what's the last local model miramax put out
>>
lol holy shit, h3 is fucking terrible
https://www.reddit.com/r/StableDiffusion/comments/1vc42ti/h3_quick_sample_via_comfyui/
>>
File: i_00045_.png (1.21 MB, 720x1280)
1.21 MB PNG
>>
>>109423378
It's over
>>
>h3 fudders are redditors
hold the line
>>
>>109423379
welcome back
>>
>reddit saw through the hype and realized it was actually trash
>4keks slurped up the slop because their brains have been fried by comfyorg
grim
>>
>>109423190
>what will you guys gen once h3 drops?
definitely some audio to video stuff
https://litter.catbox.moe/drjr404adfjk9iym.mp4
>>
>>109423440
is she supposed to be singing? her mouth isn't moving
>>
File: debo_pc_k2_00033_.png (2.42 MB, 1920x1280)
2.42 MB PNG
>>
>>109423450
>is she supposed to be singing?
no
>>
>Raped kike jewjeet crying because the chinese mogged them to oblivion yet again.
Many such cases.
>>
>>109423450
if you want to see a showcase where the character singe, here's this, that's image+audio to video
https://litter.catbox.moe/bnw30pgxs1jwvqzx.mp4
>>
>>109423440
it can rotate an image, amazing. this is the worst example I've seen.
>>
>>109423288
>this general is about to enter a dark age.
it's gonna be a dark age for catbox kek, as long as 4chan refuses to take videos with sound we have to use this shit to compensate, sad
>>
File: 234047CUI_00001_.png (722 KB, 1216x832)
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>>
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so its ltx size or smaller
>>
>>109423465
It sounds like quest in elder scrolls
>>
>>109423487
Catbox is only useful for workflows. Crosslinking with /wsg/ is much easier
>>
>>109423501
>you'll have a decent experience... paying for the api through comfycloud!
>>
>>109423501
idk why they keep the weight size a secret lol
>>
>reddit, a known compromised mossad asset is fudding a chinese video model
imagine my shock
>>
>>109423501
>32gb ram
what about the vram reeeeeee
>>
>>109423520
3060
>>
>>109423518
the model fuds itself by producing dogshit gens. seedance is actually good.
>>
To the guy that is turning gemmy into a prompt slave, how viable is it? I attempted this with anima and am getting mixed results.
>>
>>109423518
>reddit, a known compromised mossad asset
so is 4chan you idiot lmao. have you not seen the files?
>>
>>109423520
already said it would run on a 3060 (12GB)
>>
>>109423475
is that yours?
>>
>>109423530
>>109423525
yeah, 3060, but with what quant, 8bit? 4bit?
>>
>>109423526
>seedance is actually good.
local?
>>
>>109423501
so about 90gb fp16 total
>>
>>109423526
no one ever said that seedance has been beaten, but it's not local so...
>>
>>109423501
its prob a 10-20B with a 2-20B TE
>>
File: debo_pc_k2_00036_.png (2.46 MB, 1920x1280)
2.46 MB PNG
>>109423511
could just be an additional marketing touch-point
1. announce model
2. show model capabilities
3. release weights and performance
4. release model
5. release optimized model
gives a much longer engagement runway
>>
sneedance got beaten months ago
>>
>>109423511
>idk why they keep the weight size a secret lol
me neither, it doesn't look like it's gonna be too big, so I don't see what they're scared of, we'll know the truth soon enough so might as well spill the beans now
>>
>>109423527
It's fully viable? The first model that got me started with the setup was anima.

Like any prompt enhancer, you need to start with a solid set of instructions telling her how to write a good prompt. A good start is the instructions you can find in the official krea workflow.
>>
if zit is so good why you can't use 2 loras at full weight without some black magic involved?
>>
File: ComfyUI_temp_idfva_00070_.png (3.88 MB, 1376x1736)
3.88 MB PNG
>>109423527
example of a 100% gemmy gen. I just gave her broad directions of what I wanted.
>>
>Introducing Hailuo Minimax H3, a brand new stage-of-the-art video generation model built on top of Wan 2.2
>>
>>109423378
That is a shit prompt though, you need to be very specific when prompting any of these models. you need to explain very carefully where each subject is and what leg the boy uses to shoot, his angle of attack, his focus on the ball etc. Where ever there is a blank the model will try to fill in and hallucinate. The ball vanishes probably because its confused. "He passes to teammate 2 who plays it right back in a one-two [zoom], then he strikes and scores top corner, into the net. "

he strikes what? the model is good but its not that clever, 'strikes' could have meant anything. Top knob head redditors do this shit every time a model is released i fucking hate them.
>>
>>109423560
Thank you for your valuable opinion thread schizo.
>>
This was anima >>109423603

picrel is Gemmy Krea
>>
>>109423605
nooooooooooooo
>>
>>109423379
>Debo has his meat AND eats it.
>>
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>>109423605
deep down I'm wondering if it's not another MoE meme model
>>
>>109423501
probably about 50GB full sized, what he means to say is early adopters will have a frustrating shitty time, like 30 minutes just to load it from a standard HHD and prime the model before inference even begins.
>>
>>109423580
>>109423603
>>109423628
I tried applying the newbieAI structure to get a coherent prompt. Anima mostly follows everything except positions, it just can't do positions well or my prompt is ass.
>>
https://litter.catbox.moe/uwxwbrhqvpmees47.mp4
It's gonna be fun, that model can do so many things
>>
are we going to miss ltx 2.3 when h3 drops?
>>
>>109423658
has anyone tested the models ability to extend videos? i really hope you can have smooth extensions without it completely forgetting what happened a few frames ago or changing the camera movement
>>
>>109423677
IF H3 is trainable? Fuck no,
>>
>>109423651
well anima isn't really that great at following a prompt to begin with. I'll say for sexual things you need to prime gemma to actually be explicit because she tends to be a little shy with the words she uses to describe anything sexual.
>>
>>109423677
absolutely not, this model is so ass
>>
>>109423677
I don't miss LTX right now... It's shit.
>>
>>109423658
seems fine but also SCAIL2 wasn't far from this, right? referenced videos work really quite well already.
>>
>>109423682
anima sucks. trying to fit natural language into 1b parameters is laughable. its been 3 years now, it's time to accept that more params = more smarter. krea 2 is infinitely better than zit for this very reason.
>>
>>
>>109423677
it was kino while it lasted
>>
>>109423677
I'll cherish my times with LTX2.3 but I won't miss it.
>>
>>109423677
I don't know what kind of fentanyl are you smoking but ltx 2.3 is absolute dogshit, probably only popular with 3060 jeets.
Wan 2.2 is orders of magnitude better and beyond comparison when it comes to anatomy, proportions and literally anything else about humans.
The sound in h3 is also superb.
>>
>>109423698
>Steven Trooniverse
you do it for her~
https://www.youtube.com/watch?v=4yG8caPPY1Y
>>
>>109423681
it should be trainable as long as it isn't like wan 2.2 high/low model fuckery
>>
>>109423190
Some silly shit, it's good at keeping face consistency
https://litter.catbox.moe/sf908d6ztkn9a25x.mp4
>>
>>109423378
just look at the prompt its terrible.

It would have been better to simply prompt.

He focuses on the goal before focusing on the football, he kicks the ball. The ball glaces past the goal keeper who fails to stop the ball, the ball hits the back of the net in the upper corner and bounces down on the grass at the back of the net spinning. The goal keeper drops to his knees in frustration and defeat holding his hands to his face. The boy "..." etc.

Not try to be vague or plan a fucking space mission...
>>
>>109423706
ew
>Let me drive my van into YOUUUUUUUuuuuuUUUuuu
>>
>>109423704
I can run both Wan and LTX and for me it's the complete opposite, Wan is a souless slow as fuck model only used by coomers and people with yellow fever.
LTX gens are infinitely more soulful, A lot more versatile and fast as fuck.

Fuck Wan.
>>
>>109423697
so why did they forget to pack some params with being able to do realistic lighting and skin details in krea?
>>
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don't hire jeets to be plane mechanics
>>
>>109423593
ZiT doesn't work well when you go beyond 2 loras, but only retards use several loras at 1.0 strenght, that has been known since back when the first Flux was released

You are retarded
>>
>>109423713
lmao, didn't Elon challenge Sam to an octogon fight at some point?
>>
Does anyone ever made a test how convrot int4 compare to ggufs (with quantifiable metrics like psnr etc.)? Does it beat q5 at least?
>>
>>109423706
idc that steven universe is tumblr core the show is extremely based.
>>
>>109423593
>moving a slider to adjust lora layer strengths, training your own lora, or just not using 10 jeet loras at the same time is black magic to jeets
im starting to see why kreakeks are indeed preddit retards
>>
>>109423746
I classify it as "good woke" along with Life is strange episode 1, the mid 2010s was the time when they sounded reasonable enough, then the troon shit happened and it was too late
>>
File: i_00036_.png (1.17 MB, 1280x720)
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whats the best resolution to gen krea 2 images? whats the limit?
>>
>first wave feminism wasnt that bad, its the later ones that are the problem
>gay rights are kinda ok man, its the gay sex at drag queen story hour that really fucked it all up
the absolute state of brown amerigolem zoomers.
>>
>>109423742
would depend how you quant it. Do you keep the most hit params in int8 / fp16? By what degree?
>>
>>109423755
The woke wasn't "good", no kind of woke ever is, but it wasn't bitter and abrasive like most manifestations of woke, it was a more naive and cringe kind of woke.
The show went to shit halfway in regardless.
>>
>>109423768
I found 2k-3k is ideal, genning at 4k is possible but i feel like there is a bit of a detail/quality drop
>>
good woke is when 2 hot lesbians make out
>>
>>109423768
god your gens fucking rock so hard
>>
>>109423719
If I wanted soul, I'd use a frontier model.
We're specifically using Wan to coom.
>>
>>109423786
Autism
>>
>>109423768
>>109423786
Shame it can't go in the faggollage or tranny janny would wipe the whole bread
>>
>>109423768
more resolution hurts coherence and prompt adherence. but I've had success genning at 5MP. specifically for skin detail, more resolution is always better.
>>
>>109423776
>would depend how you quant it.
How int8 version of convrot is quanted typically, but int4 instead
>Do you keep the most hit params in int8 / fp16? By what degree?
I am not asking for int4/int8 mixed but fp16/bf16/fp32 is fair game.
Like consider this layout
https://huggingface.co/Comfy-Org/Krea-2/blob/main/diffusion_models/krea2_turbo_int8_convrot.safetensors
and replace any 8bit with 4bit.
>>
>>109423789
>We
>>
>>109423044
"top" finetrooners were unable to follow basic directions for anima so i have little faith in them
>>
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>>109423786
indeed they do
>>
>>109423806
I am not planning to use it for anything right now btw, but with Flux 3 rumored to be big, I wonder if it will be of use when that releases.
>>
>>109423813
depends. flux could be retarded and only give us nf4 / fp8 or such
>>
>>109423812
kinosovl
>>
>>109423812
>pircel
so that's supposed to be the superior race? :(
>>
still working on that 80's rock lol. I now have possibly a good style prompt, or at least the bones of one:
an 80's metal anthem with lightning-fast neoclassical guitar shredding over a hyper-energetic double-bass tempo, which immediately gives way to a flamboyant virtuoso lead guitarist.

the male vocalist carries a bright, metallic edge that seamlessly transitioned from a deep, menacing mid-range snarl into stratospheric, glass-shattering falsetto shrieks, with sustained notes featuring a wide, dramatic vibrato. guitar work underneath the vocals stays steady using power chords, pedal points, and palm muting. These methods keep the sound heavy and clear


some sus bits in it, and obviously slopped - brave search ai, and gemini free.
>>
>>109423818
They haven't done anything like that so far.
It's possible but I don't think they will pull an ideogram.
>>
>>109423818
I want Flux to give us the ideogram box thing. I also want a way to maintain consistency across arbitrary gens, because it's crazy annoying to get wild style fluctuations.
>>
File: i_00065_.jpg (2.4 MB, 1440x2560)
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>>109423781
>>109423796
tried out genning at pic related resolution and takes about 1 minute and 30 seconds, in 720p takes about 25 seconds, on a 4090.
(also had to turn it into a jpeg so it fits into /g/).
>>
>>109423838
i think slopping the prompt like that causes the song to come out very generic. just write it manually with blunt language
>>
>>109423855
i= ideogram? I think ideogram is the only one on local that does the Where's Waldo thing.

Those feet are truly horrid, by the way.

example human feet:
https://www.theguardian.com/society/2026/jul/29/repeated-use-of-saunas-could-help-people-cope-better-in-heatwaves-scientists-say
>>
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>>109423861
no its krea2
>>
Could be the next big thing, seedance 2.0 at home soonTM

https://explorative-modeling.github.io/
https://arxiv.org/html/2607.27372v1
https://x.com/AlexiGlad/status/2083230922196107288
https://alexiglad.github.io/blog/2026/explorative_modeling/
>Increasing exploration monotonically improves existing models across images, video, and language, and the gains grow with scale (7%->36% with data, 13%->23% with parameters). Concretely, Explorative Models (XMs) reach 6.2x sample efficiency, 4.1x FLOP efficiency, and 47% better parameter efficiency. Exploration also enables scaling generalization, and scaling how end-to-end existing models are. As end-to-end generative models, XMs match diffusion on control tasks with up to 256x less inference compute.
>>
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>momentum maintained after ejecting
kino
>>
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3.58 MB MP4
>>109423869
forgot the video
>>
>>109423865
wait, krea 2 just straight up knows swastikas?
>>
>>109423861
>I think ideogram is the only one on local that does the Where's Waldo thing.
What the fuck does this mean
>>
>>109423751
>using a lora on a lower weight than desired and coping

>>109423728
krea2 can do it, faggot
>>
>>109423869
>>109423883
>all this to generate a dog that isn't even wearing sunglasses
that's how you know it's a nothingburger. would fit perfectly into tardbo's ritual spam
>>
>>109423883
seems like beam sampling
>>
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>>109423901
bruh look at the loss curve, it's significant
>>
>>109423885
Why wouldn't it ?
>>
>>109423885
it knows booru / rule34 stuff. It just has to be convinced to gen it with the uncensor lora / light lora training
>>
>>109423869
yea this is huge, was being discussed in lodestone's discord. Should not only speed convergence by a few times but make models far more generalizable / far less prone to overfitting
>>
>>109423909
can u link the uncensor lora?
>>
File: i_00070_.png (1.37 MB, 768x1376)
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>>109423885
yeah
>>
>>109423914
>was being discussed in lodestone's discord
I guess he'll be using it from now on? can't wait to see how it fares on his side
>>
>>109423900
>"using a lora on a lower weight than desired and coping"
>he thinks lora layer weight strengths are the same as lora strength weight
kreakeks keep making it worse...
>>
>>109423916
just use the kroma lora, its better
>>
>>109423922
well then
lets say a nsfw lora and a character lora both work perfectly at 1.00
on zit you'd have to lower it
on krea2 you don't need to

keep coping
>>
>>109423923
what does it do?
>>
>>109423923
but balance it with the skin texture slider lora
>>
>>109423930
im not a luddite retard like you so i dont need to do that, no
>>
>>109423934
its a big train on a bunch of booru / art and other stuff. It basically made it remember all the stuff it was trained on. Its early in training but its already good. But since its low res still use >>109423936
>>
>>109423942
does it only unlock the anime stuff? i want something more general
>>
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>>
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>>
>>109423950
yea it has general art / crawl data. It deslopifies it
>>
>>109423955
Hell yeah
>>
>>109423939
>sir i only generate family friendly christcuck priests and the occasional 1girl catholic nuns in the very wholesome style
ngmi
>>
>>109423955
I look like this...


... (I'm the bunny)
>>
>>109423956
ok but maybe i should wait for it to be finished
>>
>>109423973
its already worth it imo. But again. Use the skin detail slider lora as well.
https://civitai.red/models/2682644/skin-detail-slider-krea2-zit?modelVersionId=3097834
https://civitai.red/models/2823254/kroma-krea-2-lora
>>
>>109423869
>Second, XMs enable end-to-end reconstructive generative modeling, matching diffusion on control tasks with 16–256× fewer inference steps.
does that mean you could create normal models that would work fine at 8 steps (no distillation)?
>>
>>109423812
How does one become so based and creative with promptfu such as yourself?
>>
>2gb lora
how much more vram does it require?
>>
>>
>chr-ma shilling
Fuck off furtroon and take your raped shitty model with you.
>>
>>109423992
none. Loras are merged into the model once. As long as you have the ram to actually hold the model of course
>>
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>>
>>109423994
it by far beats both mythic and snorfs already
>>
>>109423979
if it has problems with skin detail then it would have problems with other general things i'm guessing. i don't have a detail lora for carpets
>>
>>109424007
Nah it mostly just effected the skin detail. Also that skin lora is good for small details in general.
>>
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>>109423990
autism I guess
>>
Have not tried this but apparently its a general krea detail lora https://civitai.red/models/430687/detailifier?modelVersionId=3151891
>>
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Forget about minimax, Ostris will make the best local video model!
https://xcancel.com/ostrisai/status/2082461579027866040#m
>>
>>109424035
he means he is tuning wan 1.3B lol
https://xcancel.com/ostrisai/status/2081436779555774665#m
>>
File: awij.gif (2.1 MB, 319x320)
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>>109424035
we are back
>>
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>>109424047
lmao
>>
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>>
>>109424037
LOOOOOL local just cannot stop slurping stale wan scraps. waiting for the H3 model card revealing it's a wan 2.2 finetune
>>
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>>109424061
>>
>>109424066
hitler, no longer with his signature mustache, now has a black hand.
>>
>>109424074
are you blind? that's a glove
>>
>>109424074
sussy imposter
>>
>>109424047
omg so le funni xD
>>
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>omg so le funni xD
>>
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>>
>not generating a jak with anons jak lora
ISHYGDDT
>>
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>omg so le funni xD
>>
>>109424101
I'm a milllionaire
>>
>>109424094
>>109424109
Bodied that freak
>>
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>>109424085
>>
what did anon do to piss this guy off so hard
>>
>>109424127
sex gifs
>>
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they fear him
>>
>>109424134
NO HANK, THAT ISNT THE SEARCH BAR!!
>>
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Babe wake up, a new SenseNova version got released

https://github.com/OpenSenseNova/SenseNova-U1
https://huggingface.co/sensenova/SenseNova-U1.5-8B-MoT-Preview
>>
>>109424150
if the preview is that sloppy I can't say I'm excited for the model
>>
Fresh when ready

>>109424159
>>109424159
>>109424159
>>
>>109424150
is this specialized on infographics/collages with text or what does it do?
>>
wat
>>
>>109424160
AHHAHAHAHAHAHAHA
>>
>>109424160
lol
>>
>>109424160
Ebin trolololol as always faggot
>>
>>109424160
>swastika
>sausage shaped as a penis
retard
>>
>>109424188
>>swastika
>>sausage shaped as a penis
Neither of these things have been a problem in the past.
>>
>>109424160
trollbake deserved
>>
>>109424193
Wrong faggot
>>
whats up with anon today?
he seems very testy
>>
>>109424193
>Neither of these things have been a problem in the past.
newfag lol
>>
>>109424206
>>109424206
>>109424206
>>109424206
>>109424206
>>
/ldg/ is under attack
>>
>>109424210
this was confirmed a couple threads ago. government agencies are behind it
>>
>>109424221
>>109424221
>>
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>>109424160
>>
Non troll bake get in
>>109424219
>>109424219
>>109424219
>>109424219
>>
>>109424208
>trolling outside of /b/
>>
>>109424226
this one was made earlier
>>
>>109424208
based
>>109424224
cringe
>>109424226
cringe
>>
>>109424226
>n word in collage
>>
>>109424224
>>109424226
>both deleted
kek, ani is a jani now?
>>
you guys cant bake for shit. stop putting problematic imagery and words in the op. not that hard
>>
>>109424226
Yeah I am not baking again since retard janny can't tell which general is real or not
>>
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>>109424256
>problematic imagery
will smith is heckin problematic thoughbeit
>>
I know they hate hard r because it makes rapeape feel dysphoric, but really didn't expect this much pushback against "nigga".
>>
>>109424254
No I deleted mine because anon baked his before me.
>>
its almost like there's a j(ani) actively participating in the threads
>>
>>109424288
ugh... :(
>>
>>109424254
Probably, that's how /adt/ went shit.
>>
Im not posting in the troll thread. Retard jannies have one job but no they're too busy dilating and playing genshin impact.
>>
File: 669.gif (3.86 MB, 400x532)
3.86 MB GIF
>>109424338
>>
>>109424306
It probably would've been pruned anyway.
>>
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1.41 MB
1.41 MB MP4
>>
>>109424371
why delete?
>>
>>109424352
anon says anon is who
anon says what?
>>
>>109424572
>>109424572
>>109424572
>>
>>109424574
?
>>
>>109424574
Humiliation ritual
>>
>>109423918
I hate krea figure, but that's wild lol

Yesterday, I saw a hot woman jogging. She had on a purple sports bra with an X back strap, huge boobah, idk, forget which kind of shorts, unremarkable runners. But what's hard to explain is her figure was defo not like that. That kind of extra skinny waist is idk. do you like it? I guess I'm supposed to like it. Not really. A lot of EXTREMELY skinny women don't have the skinny bottom ribcage thing.
>>
>>109424371
neat
>>
tell them to lose some weight lol
>>
>>109424756
White women don't look that skinny in the middle, white women were built to milk cows.
>>
>>109423618
>>109423714
Holy cope
>>
lol what the fuck happened here?
>>
>>109425131
janny being a newfren
same old same old
>>
>>109425131
buck broken by spaghetti. im not even joking
>>
>>109423939
you don't even know what a luddite means
holy retardation
>>
>>109422539
varmlet shit is not my problem. It's why the zit faggots are seething so hard, they can't run Kera2 base



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