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File: Krea2_turbo_hr_fix_00530_.jpg (1.93 MB, 2176x2896)
1.93 MB JPG
Mossy

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

Previous: >>110084074

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
AniStudio: https://github.com/FizzleDorf/AniStudio
Wan2GP: https://github.com/deepbeepmeep/Wan2GP
Neural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel

>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

>Qwen Image 2.1
https://huggingface.co/Qwen/Qwen-Image-2.1

>Minimax H3
https://huggingface.co/Comfy-Org/MiniMax-H3
https://neta.art/use-cases/en/h3-1000-prompt-list

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

>Krea 2
https://huggingface.co/krea/Krea-2-Raw
https://huggingface.co/krea/Krea-2-Turbo
https://lumenastrum.github.io/clio-style-preview/gallery/

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

>Misc
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/neo_collage

>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
>>
>>110085843
With all your hatred towards "avatarfags" you sure as fuck can't resist from putting your ugly bitch in every thread your bake, retard. At least use someone else's gen if you are too stupid to use a user script.
>>
Blessed thread of frenship
>>
>>110085843
I've never seen it make the letters themselves backwards but not the text itself. That's kinda funny.

Can krea actually do legit backwards text with enough rerolls? I didnt seem to have much difficulty doing it with qwen.
>>
File: ComfyUI_temp_ogore_00013_.png (3.49 MB, 1216x1664)
3.49 MB PNG
>ask chatgoypt for a krea2 prompt for an image
>comes out super slopped

ugh i guess i do gotta write it myself after all
>>
ok what's the catch with moss
there has to be one it's way too good
>>
>>110085920
don't you put your own gens in the collage?
that's way gayer than what he's doing.
>>
>>110085954
i think anon just prompted the words spelled backwards
>>
nb4 he starts reposting stuff from this thread to the other thread to make it look like the other thread is active
>>
>>110085954
I took a anon's suggestion and just wrote it mirrored
>>110085967
I don't make those never have, also he puts his images in it all the time. Regardless he was late by seconds and is now melting down making duplicate threads. Ignore him
>>
>>110085965
hello there fellow doomer
the impending feeling of doom is growing by the minute, there's gotta be a catch
>>
>>110085960
>krea2
Why are you still using that outdated bloat model tho ?
>>
>>110085965
the catch is that it's only a 5B parameter model, no matter how much funetuning it will always lag behind in certain capabilities than models with higher params
>>
feels so cozy with no """news""" spam
>>
kreafags have been left behind
>>
>mfw Resource news

10/16/2026

>MOSS-Image: Text-to-Image Generation with Native Layout Control
https://openmoss.ai/MOSS-Image

>MOSS-image ComfyUI Repackage
https://huggingface.co/Comfy-Org/MOSS-Image

>MiniMax-H3 Sol Engine in ComfyUI
https://github.com/NVlabs/Sana/tree/sol-engine/models/minimax_h3/Sol-H3-ComfyUI

>lodestones / MOSS-Image-SFT-8-steps-dmd
https://huggingface.co/lodestones/MOSS-Image-SFT-8-steps-dmd/blob/main/lora.safetensors

>FLUX.3 Klein RefMods
https://huggingface.co/datasets/malcolmrey/various/blob/main/flux3klein/docs/FLUX3_KLEIN.md

>Sakura — FLUX.3 Image Klein text encoder, uncensored (GGUF)
https://huggingface.co/webmp3/Sakura-FLUX.3-Image-Klein-TextEncoder-Uncensored-GGUF

>SCOPE: Semantic Bounded Credit Optimization for Prompt Engineering in Text-to-image Generation
https://github.com/MAC-AutoML/SCOPE

>Which Tokens to Merge? Diffusion Dynamics for Efficient Image Generation
https://github.com/SeungJuCha/DaTMe

>Beyond Pairwise Repulsion: Collective Diversity via Determinant Maximization in Diffusion Sampling
https://github.com/mobled37/DetNO

>Seeing Both the Forest and the Trees: Reusing Holistic 3D Priors for Part-Decomposed Generation
https://zhao-yiqun.github.io/structparts

>Purify Before You Align: Improving Representation Alignment for Diffusion Models
https://yingheng-wang.com/LAP

>MYOPIA: Understanding the Limits of Tree-Based Reasoning in Vision-Language Models
https://github.com/islammesabah/VLM_Classification

>Valtz: Native macOS app for generative creation and composition, powered by Vpipe
https://github.com/tgo-app-dev/valtz

>ComfyUI v0.41.0 released
https://github.com/Comfy-Org/ComfyUI/releases/tag/v0.41.0

10/15/2026

>FLUX 3 Image: Maximum control over every pixel
https://bfl.ai/models/flux-3-image

>FLUX.3 Image Klein in Diffusers
https://huggingface.co/blog/flux-3

>FLUX 3 Image Klein for ComfyUI
https://huggingface.co/black-forest-labs/flux-3-image-klein-comfy
>>
>>110085920
Holy melti calm down anon
>>
>mfw Research news

10/16/2026

>Temporal Specification Guidance for T2V Generation
https://arxiv.org/abs/2610.20822

>Sparse Attention for Video Generation Acceleration via Growing Sparsity and Reduced Search
https://arxiv.org/abs/2610.21129

>UltraDiff: Transferring High-Fidelity Priors to Compressed Latent Spaces for High-Resolution Image Generation
https://arxiv.org/abs/2610.21202

>Intern Lumina U2: A Multi-Codebook Diffusion LLM for Omni-Visual Understanding and Image Generation
https://arxiv.org/abs/2610.20818

>FeaTok: Feature-Loss Tokenization for Image Generation
https://arxiv.org/abs/2610.22060

>ACEdit: Stable Multi-Turn Image Editing via Asymmetric Conditioning
https://saradorfman1.github.io/ACEdit

>RIGen: Beyond Action Following with Reciprocal Interaction in Generative Gameplay
https://murphylmf.github.io/RIGen

>Routing Policy Optimization for Online Diffusion Reinforcement Learning
https://velox-world.com/rpo

>Velox: Spatial Memory Makes World Models Efficient
https://velox-world.com/velox

>Not Just a Subject: Capturing Adaptive Scene-Specific Variance for Visual Storytelling
https://arxiv.org/abs/2610.22320

>ManiFusion: Unlocking the High-Throughput Generation via Superposition in Manifold Space
https://arxiv.org/abs/2610.21433

>Speculative Forcing for Efficient Autoregressive Video Generation
https://arxiv.org/abs/2610.22347

>EigDiff: Eigensample Diffusion - or how to significantly reduce training dataset size with performance variation?
https://arxiv.org/abs/2610.20999

>SoftCache: Adaptive Step Size Caching for DiTs
https://malnick.net/softcache

>Rethinking Classifier-Free Guidance for TI2I Flow Matching
https://arxiv.org/abs/2610.21550

>FocusOPD: Structure-Guided On-Policy Distillation for Diffusion Models
https://arxiv.org/abs/2610.21250

>SUPRA-TEX: 3D Generation with Super-Aligned Texture
https://supra-3d.github.io/supratex

>Reinforcement Learning-driven Diffusion Models: Language, Vision, and Beyond
https://arxiv.org/abs/2610.21539
>>
why do we always have 5 threads, what is it about this specific group of people that makes you guys fail to coordinate the most basic functions together
>>
>>110085965
The catch is that it's small and poorfags can run it which makes the supposed vram"chads" very VERY upset
>>
File: file.png (3.81 MB, 1216x1664)
3.81 MB PNG
>>110086004
>>110086027
honestly i was putting off downloading moss but i might try out moss after all. Would you guys say that its better than kroma at this kind of stuff?
>>
weird how "anon" always seems to ask that same question in the real bake and not the multiple obvious troll bakes
>>
>>110085975
>nb4 he starts reposting stuff from this thread to the other thread to make it look like the other thread is active

ope look at that, hes doing it again. >>110085960 was reposted >>110086071
>>
>>110086070
>Would you guys say that its better than kroma at this kind of stuff?
Yes.
>>
>>110086062
Disabled schizo hates not being able to control the thread sadly. He has a containment thread but nobody post there and it hurts him. Please be sure to report his news post he has now spammed it in multiple threads
>>
so who are the 'people" that get mad whenever a potentially good small model gets released, API shills or fags that derive their entire self worth from using /ldg/ to brag with thier 5090
>>
>>110086108
aight updating comfy then, which variant? sft or base?
>>
>>110086115
it's both.
>>
>>110086115
>or fags that derive their entire self worth from using /ldg/ to brag with thier 5090
mostly fags who hate ldg and do anything they can to take it down (because it is the defacto img/vid gen thread on g), see the three other troll bakes up right now
>>
>>110086115
its just contrarian trolls. whenever a model seems good they will simply say its bad. happened with anima and krea2 as well
>>
>>110086115
The one faggot boasting about running Krea with his 5090
>>
>>110086065
thanks for finally saying that, krea2 is obviously better than zit
>>
File: moss-image_00066_.png (1.33 MB, 1024x1024)
1.33 MB PNG
>>
>>110086117
Oh I'm still on the clock and haven't tested the model yet, sorry.
>>
>>110086144
kek do people really brag about a 5090?
>>
>he shits up the board again
lolcow
>>
>>110086158
With the current state of things I think we can
>>
>>110086158
We have literal schizos here
>>
>>110086117
sft, base is for training
>>
>>110085936
>>110085936
>>110085936
real bake
>>
File: lora_sample.png (1.56 MB, 1203x1191)
1.56 MB PNG
Dude is losing his mind again and spamming duplicate threads, why do we have to suffer with this on a daily basis?
>>
>>110086183
Fuck off debo here's real bake (better image)
>>110086140
>>110086140
>>110086140
>>
>a few days ago
>kind anon points out that the troll only spam bakes when his troll thread is first because mods typically wipe all but the first baked thread

>today
>troll doesn't get the first bake so he changes strategies and spams exact duplicates of the real thread to trick janny into thinking they're all from the same poster

lel i cant believe how much time he puts into trying to destroy this general and he still fails
>>
>>110086054
>>110086054
>>110086054
we're here
>>
do i train a lora on base or sft?
>>
File: iss.gif (1.79 MB, 320x260)
1.79 MB GIF
>>110086194
>>
is khoya still alive? still waiting on q2.1
>>
>>110086206
you train on base and use on sft. think its basically like z-image and z-image turbo
>>
File: bro-just-typing-shit.gif (1.69 MB, 240x344)
1.69 MB GIF
>>110086194
>>
>still falling for the "base is only for training" noob filter
Keeeeeeeeeeeeek
>>
>>110086194
He's been at it for 4 going on 5 years now. Debo really really hates his life
>>
why do you guys hvae 16 threads?
>>
>>110086186
Watcha training on?
>>
>>110086246
Because 4chan is incapable of banning proxies.
>>
>>110086246
Disabled NEET schizo on his period again
>>
>>110086246
name-, avatar-, discordtrannys are insufferable schizophrenic beings and every general seem to have at least one. This one has 3-4
>>
>>110086250
>>110086252
Just ignore that poster. He either purposefully or accidentally mistypes a single letter in all his posts and plays both sides.
>>
Permabanning debo would solve 1/3rd of our issues. He's on his period and back to his old antics
>>
File: file.png (2.68 MB, 864x1152)
2.68 MB PNG
as expected you cant just use the same prompt as is, te on this seems to be very literal, but promising results so far
>>
>>110086275
>>110086226
>>
>>110086246
we have the best schizos on 4chan
>>
>>110086267
>anon is tryign to assign schizos by typos now
hilarious
>>
so whats the gameplan here? is he hoping mods delete all the early bakes and then will try to snipe again once old thread hits bump limit?
>>
why does every t2i model except for ideogram think skin is supposed to be glossy?
>>
>>110086158
There's one anon who was stupid enough to dox his real face (not the first to do that here) who is black (not catjak/ran who is only partially black) and brags about his 5090 and 2.5d realistic gens all the time. He's insufferable.
>>
>>110086297
The one that posts upper body shots?
>>
trying flux3 with this wf https://civitai.red/models/3004913/flux-3-klein-workflows-t2i-and-image-edit?modelVersionId=3409240

added a bounding box on my image. result still slightly changes the character.I thought flux3 would fix this. or am I doing something wrong?
>>
ok so the chinkoi.... chinese people just don't give a fuck anymore?
hilarious good luck mutts
>>
I always wonder who the real schizos are, and what schizos actually only exist in the minds of those schizos, I'm pretty sure there person(s) in this general that have been fighting imaginary people for years
>>
>>110086292
Yes and the fact everyone immediately vacated his thread has made him more upset. Like I said in the previous thread I have never seen someone troll so hard only to end up seething as much as he does. He stayed up all night doing this too which makes it more hilarious or sad based on your perspective.
He has proxies to burn so he will spam and flood the board but act smug once his autism is soothed after changing the OP again.
>>
>>110086309
yeah, releasing this right after flux3 is hilarious
>>
>>110086320
>>110086226
>>
>>110086320
>I'm pretty sure there person(s) in this general that have been fighting imaginary people for years
It's been proven multiple times that the posters from sdg troll here. They try to pull the "i only post with my images attached" but no one buys it.
>>
name one (1) other general on this site where someone cares so deeply about it that they spam bake troll threads to this same degree when they don't get their way.
>>
>>110086340
Sounds like you deserve it.
>>
>>110086359
pretty sure splitbaking happened in /edg/ and /hdg/ as well
>>
bored of moss, whens kr3a
>>
>>110086340
yeah there's obviously schizos here, and they think they are fighting other schizos and they are fighting them, but the question is who of them exist outside of the mind of the actual schizos
>>
File: 02831408214681.jpg (307 KB, 1105x1317)
307 KB JPG
It's out now
>>
>>110086115
i have a 5090 and it doesn't enable you to run anything better than the average user, 32GB VRAM isn't even that much and there aren't any open source diffusion models better than the ones that fit anyway
yes you have a speed advantage but that's about it
>>
They 100% trained moss-image on CP.
>>
>>110086385
where's ani
>>
File: 1783147123920636.png (9 KB, 238x184)
9 KB PNG
>only using 8gb with no off-loading while training a lora at 1024px
what the fuck?
>>
>>110086401
Who?
>>
>>110086401
ani doesn't even post here.
>>
>>110086246
one of them is just two guys posting exactly the same pictures over and over forever
>>
>>110086400
Isn't the whole thing with ai that you show it images of people and then images of non human children / babies and from that it can deduce what human children look like?

But also may I see it?
>>
IDK which is real thread so I'll put it here too:

So F3K is slopped but it's not meaningfully censored
Like these are perfectly comparable or better full frontal out of the box results relative to other recent models
https://files.catbox.moe/q3acqn.png
https://files.catbox.moe/q6aj7k.png
IDK why people are blatantly lying about this shit
>>
>>110086414
>IDK which is real thread
You found it now. Welcome, fren.
>>
>>110086414
shill why else would you care so much to copypaste your shit across these shit generals
>>
File: file.png (1.31 MB, 1093x1089)
1.31 MB PNG
by default sft seems kinda slopped texture wise but i see the vision, however on my gpu+torch combo its giving me corrupted images every other gens so im gonna wait a couple hours+days until they sort that shit out
>>
uh oh
https://www.reddit.com/r/LocalLLaMA/comments/1x7g3zq/china_proposes_export_controls_on_23_ai/
>>
>>110086414
I find the ChatGPT filter disgusting.
>>
>>110086438
More fearmongering.
>>
File: 1781892850823609.png (1.81 MB, 1024x1024)
1.81 MB PNG
this is the thread
>>
>>110086413
1girl, loli, realistic
>>
>>110086414
>IDK why people are blatantly lying about this shit
Some in this hobby have gigantic egos and put all their self worth into whichever model is their favorite. It's really sad to see.
>>
>>110086438
moss got out just in time
>>
>>110086443
it just went into effect.

Now they have to get approval before they can open source
>>
>>110086438
Well this explains moss's release
>>
>>110086448
MOSS?
>>
>>110086391
>>110086409
>posting this while lurking here to see all the new model discussion
lolz how sad truly
>>
File: 1765492098958138.png (1.78 MB, 1024x1024)
1.78 MB PNG
>>110086470
of course
>>
>>110086471
Always knew Quokka anon was a two-faced faggot.
>>
>>110086474
based, keep raping ani
>>
>>110086429
I mean I've maintained forever that muh censorship has never been a real thing on any model except the ones like Krea and Ideogram where it explicitly and overtly was
Even SD3 was just a fundamentally technically broken model that was bad at ALL content types, whether it involved any living person or character or not, it wasn't "ruined by censorship"
So I'm not really shilling anything
>>
>>110086467
Wonder if this means they are gonna be far more censored from here on out if they have to get approval
>>
>>110086485
>Quokka anon
who?
>>
>>110086359
i don't think he understands that when he dances for 10 hours straight because of one post (the bake) he is rightfully called a lolcow (and that this is indeed a thing lolcows do)
>>
>>110086494
The fag that pretends they're wholesome posting Quokkas autistically the past few years.
>>
>>110086502
never noticed
>>
File: file.png (1 MB, 903x725)
1 MB PNG
>>110086489
>not a real thing
>scouring the dataset of everything PG-13+ and then post training all other "harmful" prompts doesn't impact the model quality
Okay retard. It's not going to make anyone use it lmao. It's already got public consensus. There is no recovery, just like SD3.
>>
>>110086340
Make sense since LDG became the place to discuss new models since it's inception, leaving the other general in the dust.
>>
>>110086517
He has a Dr. Jekyll thing going on. He posts quokkas in SDG then trolls in here.
>>
>thread is kill


>no
>>
Why is this guy from sdg talking about himself in the third person? idgi
>>
>got swept along with the previous thread
KEEEEEEEEEK
KEEKEEEKEEEE
Now fuck off
>>
File: ComfyUI_Moss_Base_00019_.png (1.43 MB, 1024x1024)
1.43 MB PNG
>>
Blessed jannies of context awareness
>>
File: kekekeeeeekekekeeeeek.jpg (23 KB, 474x474)
23 KB JPG
>>110086542
>>
>>110086525
only thing that surprised me was that BFL actually chose to release it, they could've just not.
9B Klein was a decent model and now they've just embarrassed themselves for no reason
>>
cozy breas
>>
>>110086532
The original guy that used to post it is long gone. Debo pretends to be him because he's lonely. The real one is ultra chatty and would post in both threads.
Yes debo is that mentally ill
>>
>>110086544
>no jungle bush visible under her skirt
fuck off
>>
I am so excited to try Moss later.

What should be my first prompt?
>>
File: ComfyUI_Moss_Base_00014_.png (1.37 MB, 1024x1024)
1.37 MB PNG
MOSS Base is alright sometimes
>>
>>110086569
>What should be my first prompt?
kino
>>
>>110086570
I'm kind of okay with getting SDXL 2.0
>>
>>110086569
>What should be my first prompt?
Darude Sandstorm
>>
File: moss_image_00169_.png (2.32 MB, 1456x1456)
2.32 MB PNG
>>
>>110086556
Yeah, so, for me - javascript doesn't work at all. I am using UB.
Seems like the only idiots who have been able to post in here, have been the sub 90 retards as usual.
>>
Being able to use booru tags for realistic images is moss-image's greatest strength
>>
>>110086606
examples?
>>
>>110086613
All my gens are nsfl, sorry.
>>
>>110086525
lmao you're the one who insists censorship always has to be the cause of issues that are more reasonably explained by other factors. The grass lady example doesn't prove shit, I literally posted two pics showing the stock NSFW knowledge is comparable to other models. I also said that yes it is slopped. And it has other issues like being over-reliant on their particular form of enhanced prompt, etc.
>>
File: ComfyUI_Moss_Base_00017_.png (1.21 MB, 1024x1024)
1.21 MB PNG
>>110086578
SFT is SDXL-slopped. The base model resembles a slightly improved Chroma.1, just needs good seeds
>>
>BFL shills, schizos, and that guy who uses ldg to brag with his 5090 all here
what a time to be alive
>>
I stopped a long ago that this website was a genuine place.
>>
>>110086638
The insane thing is to say post training doesn't harm the end results. But pick your poison BFL employee, are you just fucking incompetent or are you fucking stupid.
>>
>>110086654
esl
>>
File: ComfyUI_Moss_Base_00023_.png (1.82 MB, 1024x1024)
1.82 MB PNG
>>
>he's now posting random shit to push bump limit
He's on a bender someone clean this shit up please.
>>110086661
No it's him seething because he really thought mods were on his side
>>
seems a bit strange that the old thread was deleted too. i wonder if the baker of that thread was also the same person making the dupe threads?
>>
File: x.png (439 KB, 1024x512)
439 KB PNG
>>
>>110086684
Clearly. He's just gunna evade and proxy hop so he can spam his next troll attempt.
>>
>>110086684
Because he is, he's been on a warpath to change OP for almost 2 years now now. He samefags a fuckton too look at the deleted post.
>>
>>110086698
Hopefully they just start putting some llms in charge of janny work because I'm sure it sticks out like a sore thumb when you look at the behavior strictly through logged user actions.
>>
File: 1709267503247.png (1.34 MB, 1248x1472)
1.34 MB PNG
>>
File: moss_image_00005_.jpg (1.77 MB, 1776x2368)
1.77 MB JPG
lora is done now to find which epoch/straight is good. I think over 3000 steps might be overkill for this model
>>
File: debo_uhc_k2_00033_.png (2.18 MB, 1792x896)
2.18 MB PNG
will flux-video save BFL or are they about to SAI themselves?
>>
File: moss-image_00078_.png (2.37 MB, 1024x1024)
2.37 MB PNG
>moss knows the cups
oh shit
>>
File: ComfyUI_Moss_Base_00027_.png (1.51 MB, 1024x1024)
1.51 MB PNG
>>
>>110086745
go away
>>
>>110086745
stay here
>>
>>110086745
Please leave disabo
>>
File: ComfyUI_Moss_Base_00030_.png (1.35 MB, 1024x1024)
1.35 MB PNG
>>
File: 31965032.jpg (494 KB, 1376x2032)
494 KB JPG
I'm diffuusiiiiiing
>>
>>110086735
Can you post some side by sides lora no lora? I'm a little nervous about its ability to capture trad styles.
>>
>>110086771
I need to figure some stuff out but sure once I get this model sorted out.



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