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

Previous: >>109519228 >>109518049

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

>Minimax H3
https://huggingface.co/Comfy-Org/MiniMax-H3

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

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

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

>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_v2

>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
>>
Blessed thread of frenship
>>
File: screenshot.17863943461.jpg (419 KB, 1161x534)
419 KB JPG
>>
nb4 "anon" shits up this thread because he doesnt like that anon is not using his bake
>>
>mfw Resource news

08/10/2026

>H3 Motion Context: Chain MiniMax H3 clips
https://github.com/NikoDemon80/ComfyUI-H3-Motion-Context

>MiniMax H3 Turbo — ComfyUI 4-Step T2V and I2V LoRA
https://huggingface.co/joyfox/MiniMax-H3-Turbo

>HRDiT: Training-Free High-Resolution Image Generation with Off-the-Shelf Diffusion Transformer Models
https://github.com/zylwithxy/HRDiT

>RoRA: Role-Oriented Regional Allocation for Visual Token Pruning in MLLMs
https://github.com/LukieLuu/RoRA

>AVCap: Reinforcing Audio-Video Joint Caption with Detail-Aware Reward
https://huggingface.co/collections/Apryle/avcap

>Prune Once: Retraining-Free Task-Agnostic Pruning for Vision-Language Models
https://github.com/cau-hai-lab/PORTA.git

>Unsloth Minimax H3 GGUF (Q2:Q8)
https://huggingface.co/unsloth/MiniMax-H3-GGUF

>MiniMax-H3 for Apple Silicon - Rebuilt from the official weights
https://huggingface.co/uetuluk2/minimax-h3-mlx-rebuild

>Soran’t: Small Next.js front end for video generation on ComfyUI
https://github.com/pwillia7/ai_video_fe

08/09/2026

>Kroma v0.2 — Krea 2 fine-tune (full model)
https://huggingface.co/lodestones/Kroma

>krea2-turbo-bbox
https://huggingface.co/jimmycarter/krea2-turbo-bbox

>Kroma v0.2 Quant
https://huggingface.co/silveroxides/Kroma-Quant/tree/main

>Spectrum for Ideogram 4
https://github.com/Nif00/ComfyUI-Spectrum-Ideogram4

>ClipProj — MiniMax H3 conditioning from a Qwen3-VL-4B
https://huggingface.co/NicoLab28/ClipProj-MiniMax-H3

>ComfyUI-SigmaSync-LoRA: Sigma-aware model-only LoRA strength scheduling
https://github.com/capitan01R/ComfyUI-SigmaSync-LoRA

>NexusBTA v0.2.44 adds MiniMax H3 support
https://github.com/JpAndreBTA/Nexus-BTA/releases/tag/v0.2.44

>Experimental MiniMax H3 single-image VAE
https://huggingface.co/Mamad8/MiniMax-H3-Image-VAE

>MiniMax H3 REF2VA w4a8
https://huggingface.co/realrebelai/Rebels_w4a8s

08/08/2026

>Kijai: MiniMax H3 Ref Lora Rank 256 bf16
https://huggingface.co/Kijai/MiniMax-H3-experimental/tree/main/loras
>>
>>109520422
based
>>109520439
the beatings will continue untill jules kills xirself
>>
i just don't get it. why does he care so much about the rentry links? its not like anyone new actually clicks them.
>>
thanks for bakering. hoping this thread gets to stick around
>>109520444
nah hes gonna spam reports on it since his trollbakes are still on the catalog. happened a few times before
>>
>mfw Research news

08/10/2026

>Beyond Starry Night: Shortcut-Aware Control-State Planning for Artist-Grounded Text to Image Generation
https://arxiv.org/abs/2608.06751

>From Cheap Fakes to Pure Synthesis: Addressing the New Era of T2V Fake News Videos
https://arxiv.org/abs/2608.06732

>PAST: Prompt-Adaptive Sampling Termination for Efficient Diffusion Model
https://arxiv.org/abs/2608.06794

>Explore or Converge? Stage-Guided Per-Step Optimization for Diffusion Models
https://arxiv.org/abs/2608.06768

>MaskFlow: Precise, Consistent and Seamless Regional Image Editing
https://arxiv.org/abs/2608.06929

>Multiple Hypothesis Flow Estimation for Video Frame Interpolation under Matching Ambiguity
https://arxiv.org/abs/2608.07120

>Addressable Memory for Video World Models
https://research.nvidia.com/labs/sil/projects/WorldTrace

>Local Epistemic Uncertainty Guided Active Sampling for Plug-and-play Diffusive Image Restoration
https://arxiv.org/abs/2608.06981

>ControlRef: Efficient Layout-Guided Multi-Instance Generation via Anchored 4D-RoPE
https://arxiv.org/abs/2608.06878

>CustomDance: Customized 3D Dance Generation with Coarse-to-Fine Human-Centered Interactive Control
https://arxiv.org/abs/2608.06722

>Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration
https://arxiv.org/abs/2608.06832

>Stable Curves, Unstable Items: Item-Level Scaling Heterogeneity in Video LLMs
https://arxiv.org/abs/2608.07014

>A Picture is Worth a Thousand Tokens: How Vision Language Models Cut AI Energy Costs While Improving Accuracy
https://arxiv.org/abs/2608.07427

>Alignment has a Fantasia Problem
https://arxiv.org/abs/2604.21827
>>
>>109520422
real breast thred of frenship
>>
here is the oldest thread since schizos have to splitbaje and melt down again for the umpteenth time since h3 came out
>>109518361
>>109518361
>>109518361
>>
A tip for you anons who are running out of prompt ideas for Minimax is to bypass the text input. Add any references you want as input and let the model dream up whatever from them.
>>
File: 336.png (71 KB, 2005x257)
71 KB PNG
>>109520451
>>
>>109520459
Don't you have a cottage to get raped in or something?
>>
>>109520461
>let the model dream up whatever from them.
Often it seems the model will do some lame slowmo stuff (without turbo loras) if I do that which is really lame.
>>
Reminder:
>/ldg/ - Local Diffusion General
>Discussion and Development of Local Image, Video, and Music Models

Ignore all other discussions.
>>
man I really hate niggas on civit trying to make their little hobby into a job. i'm not buying your loras even if I have the buzz. if you pay wall all your loras at 5k+ i'm blocking your jewish ass
>>
https://github.com/Comfy-Org/ComfyUI/pull/15446

so is it safe to update?
>>
cozy breas
>>
>>109520473
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon

also in to OP. this is on topic and the most popular subject
>>
File: 1785944314324869.mp4 (1.41 MB, 832x640)
1.41 MB
1.41 MB MP4
>>
>>109520451
it's almost like they are fuel for trolling and getting away with it
>>
>still melting down because no one is using his troll bakes
will he continue seething for the rest of the day? maybe the rest of the week?
>>
>>109520482
yes it's safe. But I Didn't notice much difference because I already added more swap to my system.
>>
>>109520491
can you do it with ani and debo instead?
>>
>>109520480
100-500 buzz is fine, but yeah 1k buzz loras is annoying as fuck.
>>
>>109520502
tried update in update dir, nothing downloaded
>>
I'm out. schizos actually destroyed this general. fuck you all
>>
>>109520491
bouncin' n jigglin'
>>
Oh he's doing the "spam posts about people referenced in the rentrys so newfrens think the rentry author is the one spamming" thing again. No one is going to buy it LOL.
>>
>>109520461
100% works with gooner references, model has been trained on porn for sure.
>>
>>109520516
Can you put more gusto in blaming ani and debo as the actual schizos?
>>
>>109520491
prompt?
>>
>>109520519
ok but who is the author?
>>
>>109520520
not always. i tried doing something simple like replacing the dick in a porn vid with a bigger one, and it just wouldnt do it. in some videos it did. it just depends if the model can recognize it in certain positions
>>
>>109520519
he does the same thing over and over again and expects different results
>>
>>109520534
try replacing it with the ani rentry
>>
File: PREVIEW_00004 (1).mp4 (1.31 MB, 1152x896)
1.31 MB
1.31 MB MP4
>>>/wsg/6211729
>>
>>109520516

Yeah I'm out too. This should blow over in a day or two
>>
How is it so good at mimicking styles from a reference?
>>
>>109520557
NICEE NICEEEEE NICEEE!!!! OMG!

what is your favorite schizo rentry chapter anon?
>>
>be me
>shit up thread
>"this thread sucks im leaving"
lol
>>
>>109520564
try feeding it the schizo rentries
>>
>>109520519
It's funny that he continues to do this keke
>>
>>109520566
keep going! more schizo headcanon!
>>
>>109520519
you are the one doing it
>>
>>109520571
Bless you anon, I'm having a chuckle
>>
Do most of you guys use I2V or R2V?
>>
what is so interesting about ani and debo anyways? seems like a silly thing to dedicate your life to
>>
>>109520591
Both.
>>
>>109520588
You're gunna do him in replying like that
>>
File: debo_dm_k2_00016_.png (2.02 MB, 1872x1007)
2.02 MB PNG
>>109520592
a question I've often wondered as well
sadly, we'll never get a truthful answer
>>
new baker seemed legit. I think he left for good though because anons want this weird schizo drama for some reason
>>
>>109520591
I2V when I can because as anon has noticed it just does more interesting outputs, usually more expressive too. R2V just has more capabilities. However, some people have had luck using the I2V model in the R2V node and while it's not perfect it does do things like interpret audio sources.
>>
>be me
>original LDG baker (when it was called IDG)
>bake that single thread and leave for two years
>come back
>see the schizo still seething to this day over this threads existence
LOOOOOOOLE
>>
>>109520612
can you show me with ani and debo?
>>
>>109520591
I2V because R2V is tough for 8GB vram
>>
>>109520576
yes he thinks anon is dumb and cannot see through his trolling
>>
>>109520615
that was just a debo rentry and it all started going to shit when catjack started to meld down over ani and made the rentry for him. I don't think any of it is actually true and I'm sick of that faggots gens
>>
>>109520610
>>109520616
>>109520606
>>109520592
>>109520578
>>109520571
Don't you have some other threads to go bump?
>>
can you try again and reply like you arent upset?
>>
>>109520622
why are you doing this to the thread? are you samefagging or is this a gaycord raid?
>>
File: file.png (72 KB, 3365x162)
72 KB PNG
>>109520451
it's a bit, just sharties shitting the thread, they'd use anyone infamous for that
it's been years now
>>
>>109520628
hey now, this is where we can talk about the schizo rentries. if you don't like it, leave
>>
>>109520636
why are you accusing me of something you are doing?
>>
File: 1781773842542143.jpg (413 KB, 1024x811)
413 KB JPG
>>109520461
?
>>
>>109520592
nothing, they're the same person
schizophrenia out of check and mods do nothing
>>
>>109520482
oh nice
>>
>>109520647
why are you accusing anyone from here of doing any of this shit when it's obviously the sharty
>>
>>109520491
jiggle is life
>>
>>109519940
Fine here you go you fucking pervert. A loli riding big dick.
https://files.catbox.moe/uajie0.mp4
>>
>>109520659
monkey paw
>>
>>109520612
R2V can be just as expressive if not more. You just have to make sure you're prompting it explicitly in text. Get an LLM to help you embellish and color your prompt.
>>
>>109520659
I'm calling the police!
>>
>>109520644
make a thread explaining the situation and mods can filter troll threads that have anything to do about it
>>
>bakes multiple troll threads that no one uses
>shits up the actual bake with "this thread is only for talking about debo and ani"
Im trying to remember how long his last spergout like this lasted. He did thr exact same thing last time desu.
>>
>>109520675
why do you keep on bringing up exactly what you just did in the thread? no one believes you're actually a different anon dude.
>>
>drbaph/MiniMax-H3-Turbo-Lora-ComfyUI
>lightx2v/Minimax-h3-Turbo
Which one?
>>
>>109520689
Just stop using turbo cope and learn to be patient.
>>
>>109520689
Neither.
>>
>>
>the only purpose if the rentries is to troll everyone else but the anons they are about
diabolical
>>
>>109520659
here's a challenge: use ref2va to make this look anime in the same style as kanna.
>>
>>109520692
Turbo isn't cope when used as a refiner.
>>
>>109520675
probably for awhile considering how he immediately seethe replied to you
>>
>>109520707
>Turbo isn't cope
cope
>>
>>109520689
>just-fuck-my-gens-up.safetensors
stop
>>
>>109520700
it's more that anons dedicated their life to hating people they think they know but it was just a sharty larp
>>
>>109520707
You're not using it as a real refiner though you're only doing a simple v2v pass.
>>
>>109520706
It actually did make everything anime the first time I tried but I deleted that gen. Had to specifically tell it to keep Nixon and the BG realistic.
>>
>>109520726
unprompted? was it i2v or ref2va?
>>
>>109520720
Define what you mean by "real refiner"
>>
>>109520689
Literally y'all should stop using this turbo garbage. It's the worst way to fuck up your gens.
Also anything except maybe sage-attn 2 is also garbage, especially spectrum.
>>
does ModelSamplingMiniMaxH3 sigma shift actually work or do anything
>>
>>109520730
ref2va
>>
>>109520732
Read up on the original Refiner work done by Stability with SDXL. That's where the term originates.
>>
>>109520739
changing it is snake oil advice and will make your gen look worse
>>
I git pulled, now we pray
>>
>>109520751
You'll be fine.
>>
Anon. You don't understand. Some anon do not care about the quality of their outputs which is why they use turbo loras. You cannot convince them that it makes outputs worse because they do not care.
>>
>>109520483
Indeed
>>
File: laughing.png (326 KB, 385x358)
326 KB PNG
>>109520520
>model has been trained on porn
>literally doesn't know what a penis or a vagina is
>>
Can you do i2va with refs?
>>
>>109520780
yes.
>>
File: 000260.webm (452 KB, 544x800)
452 KB
452 KB WEBM
>>
>>109520779
It's possible it's been trained but not properly tagged.
>>
>>109520779
Probably like 0.001% of the dataset is porn that slipped through. The rest is softcore sex scenes in movies, so it know show moaning works and it can sometimes get the motion of two bodies moving alright
>>
>>109520689
lightx2v. I got better results with it most of the time
>>
>>109520787
would you? be honest
>>
>>109520787
kewl
>>
>>109520789
it doesn't have to be tagged to be rendered properly
>>
>>109520779
the fact it's not been trained AGAINST porn is already amazing
>>
>>109520779
I mean it knows to an extent. Give it a blank prompt and an image of some anime sexo and it makes her moan and climax
>>
>>109520803
what do you mean it hasn't, give it a reference where the dick is not in yet. it will do ANYTHING except put it in
>>
>>109520751
update: seems fine, vae decode may be faster?
>>
>>109520733
I've gotten some very good gens out of cope (although not turbo specifically) and seeing nearly half the time. Given how often even good gens miss things in the prompt, I think two rolls is better than one with a theoretical higher average quality.
>>
>>109520779
simply not true, you can take the t2v model and prompt something like a nude woman sucking on a man's penis and you'll see it "knows" what that is. Of course, the penis is some fleshy crap without details but it sure as hell knows the concept and where it's supposed to be on the body. Same with breasts, nipples, vaginas, etc.
>>
>>109520779
I can tell you are a seething poorfag since the attached image is not animated.
>>
taeh3.safetensors doesn't work in Model Preview Override on latest comfys. Have to use the default m3 vae for any preview to even appear
>>
File: bullshit jobs.mp4 (507 KB, 400x360)
507 KB
507 KB MP4
What's a good uncensored model these days?
>>
>>109520810
there is a difference between not knowing and being trained with things like "nsfw words are poisoned on purpose and lead to pure sfw"
>>
>>109520779
it could have been trained on completely normal daily stuff that women are up to
>>>/wsg/6191829
>>
>>109520820
H3
Anima
Krea (with the bypass lora)
>>
Anyone have issues with speech getting clipped? I'm giving it tons of time but the character is just idle at the start of the video and has the last word of their sentence clipped. The only way to "fix" it is to make the gen longer and throw in some extra dialog, which sucks since my gen time is longer.
>>
>>109520830
thanks fren
>>
>>109520820
prompt for this? the little hand wave is a very nice detail
>>
>>109520831
what about adding a silence at the end? or an action after the last words?
>>
>>109520820
flux 3 is coming and it will crush EVERYTHING elpse.
>>
>>109520501
I was about to say it looks like he's finally gone but I'm sure he'll pop back up right before the next thread is baked. And he'll start crying again that no one is using his non rentry threads.
>>
>>109520831
Downside of using a quantized model.
>>
So glad the sharties and the personality obsessed retards shut up after getting found out
>>
>>109520840
It will also require at least 2 blackwells to run
>>
>>109520689
drbaph the one thats recommended on the card
he gives the right settings too
>>
>>109520818
report the bug
>>
>>109520851
the fuck am i supposed to do with my 3rd blackwell?
>>
>>109520871
Give it to me uwu
>>
>>109520840
Yeah, but sadly, we just know it's not going to get adoption because i won't be able to do nsfw out of the box.
Even if the gens are overall aesthetically more interesting out of the box.
>>
>>109520831
Are you using an LLM to prompt and making sure it adds timestamps to dialog?
>>
File: Revised with music_009.mp4 (2.14 MB, 896x1120)
2.14 MB
2.14 MB MP4
>>>/wsg/6211751
>>
>>109520845
>>109520843
you keep doing it
>>
File: 1781454850006421.jpg (132 KB, 1257x1280)
132 KB JPG
Has any local LLM "escaped" the sandbox and hacked someone? Or are they way too weak to do something like this?
>>
File: 1770611421417480.jpg (35 KB, 352x352)
35 KB JPG
After Minimax H3 is out =

>Grok launches Imagine 2.0 and it free* (for limited time only)
- Flux 3.0 with Video gen
- WAN 3.0 (Remember WAN ???)

They are getting desperate kek
>>
File: lmg1785510485990962.png (1.18 MB, 1568x672)
1.18 MB PNG
>>109520918
>>
>>109520897
god tier and fast with no coom
or good tier and kind of fast with coom
only way i see the model surviving.
>>
>>109520924
why is ani in the image?
>>
>>109520920
As long as it stimulates competition I'm happy.
>>
>>109520779
Bubby, the model knows what a handjob is
>>
>>109520920
This always happens when a local juggernaut gets let loose. SaaS fags fear the local chad.
>>
>>109520897
what? are you not satisfied with generating astronauts ridin' horses? nonsense
>>
>>109520918
>>>/g/lmg
>>
>>109520945
curious if it can do anime desu since h3's anime dataset seems limited
>>
>>109520897
Minimax requires too much effort for what are mostly mediocre results when you compare them to Flux 3. You need to feed your shit into an LLM, then adjust, then test gen, then adjust, and even then the outputs aren't as good as what Flux 3 can do with two sentence prompts. Flux 3 is going to destroy it.
>>
>>109520960
but you won't have Flux 3, you'll have Flux 3 DEV
>>
My uncle works for BFL and told me all of his coworkers committed mass suicide last weekend
>>
>>109520966
how long ago was flux 3 announced? we need to calculate the quantum degradation
>>
>>109520966
klein beat the chinks dicks in when it comes to edit models and it was a dev model, why would flux 3 video gen do the same?
>>
>>109520960
Flux wouldnt let be gen 1girl, 5boys, loli, double anal, bukkake
>>
>>109520926
BFL is historically "safetypilled", it will never happen

>>109520945
No, but I am a fan of the Sora 2 type shitpost videos people used to post mimicking old commercials, tiktok etc and Flux 3 is the only one that can properly make those. For H3 you need to use reference images for everything and even then it's a dice roll
>>
>>109520920
localgods won
>>
>>109520978
I don't know, why would it?
>>
>>109520960
truthnuke. even if we won't count the camera work on flux 3 which is 1000% better. quality of the video is just on another level.
>>
>>109520960
>>109520966
>>109520978
How big will Flux 3 be? Klein was good because it was also very accessible.
>>
>>109520980
Based
>>
File: 1769087483231755.png (3 KB, 207x31)
3 KB PNG
>>
>>109520980
So... H3 is for pedos only? Well, I'm glad that flux 3 is based and doesn't allow this.
>>
>>109520995
No reason to assume the community won't having it run on a toaster within 24 hours after release, just like m3, but I assume 24GB+ chads will be the ones eating good, as always
>>
>flux three release
>video SOTA
>edit SOTA
>image SOTA
>somehow only 5B params
Possible??
>>
>>109521008
yes, but the te is 150b
>>
Are the flux devs trying to damage control now that they got btfo by the chinks right before release?
>>
File: 1783424996825960.png (55 KB, 1921x192)
55 KB PNG
>>109520689
Both is good
>>
>>109520966
Minimax api outputs are still worse than flux 3 api outputs, flux 3 is objectively the superior video model for sfw tasks. The same will be true of nsfw once it has decent loras or finetunes
>>
Using video as a reference or weak reference doesn't work in R2V. Target video always just becomes <Video 1>
>>
>>109521015
drbaph turbo lora kills the motion
>>
>>109521013
I'm not poor so I only hope it will fit in my 96 vram + 128 ram.
>>
>>109521018
>api outputs
check the name of the thread. Flux 3 can't do fuck all right now as it's not local.
>>
>>109521032
laugh at this retard
>>
File: 000170.mp4 (438 KB, 640x640)
438 KB
438 KB MP4
>>
>>109521015
Show output?
>>
>>109521018
flux 3 api outputs mean literally nothing since again the local model is not the api model
>>
and right on cue all the anti-bfl chink shills come out of the woodwork
>>
File: debo_dm_k2_00023_.png (2.35 MB, 1872x1007)
2.35 MB PNG
>>109520911
hey, whys the camera pointed at me

>>109520918
its illegal if our models do it. its a cute PR story with the corpos do it
>>
>>109521018
>Minimax api outputs are still worse than flux 3 api outputs
first of all except for the 2k output option api minimax h3 is the same as local h3, second of all so? that tells you nothing about the quality Flux 3 DEV will have
>The same will be true of nsfw once it has decent loras or finetunes
CFG and step distilled models are famously easy to finetune!
>>
I haven't generated a single video with minimax today.

It's over.



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