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Discussion and Development of Local Image and Video Models

Previous: >>108678585

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, & Workflows
https://civitai.com
https://civitaiarchive.com/
https://openmodeldb.info
https://openart.ai/workflows

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

>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

>LTX-2
https://huggingface.co/Lightricks/LTX-2

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

>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/
Img2Prompt: https://huggingface.co/spaces/fancyfeast/joy-caption-beta-one
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
>>
File: sowwy~.png (171 KB, 1080x416)
171 KB PNG
https://comfy.org/countdown
https://www.youtube.com/watch?v=Y83vUJDiW7Y
>>
>>108679668
wow comfy is so sexy XD
>>
Blessed thread of frenship
>>
>>108679684
>i wasn't expecting my community to be smart
every word this fag says makes it worse.
>>
>>108679687
desu he looks fine, he just needs to lose some weight
>>
>>108679668
Comfy should be removed and AniStudio should be added
We need to support local devs and not greedy assholes like cumfart
>>
i don't want to be local...
>>
Localsisters...the API CHADS locked my cage again...
>>
>>108679684
Not following. What was the news?
>>
>>108679696
no he's right, redditors are retarded
>>
>>108679699
this
>faggot license
nvm..
>>
>>108679684
>I didn't expect people to notice my webpage
while his webpage is asking for people to shill his funding, is he fucking retarded??
>>
>>
>>108679709
he thinks everyone got china insectoid brain
>>
>>108679704
this retard made a countdown saying that "SOMETHING BIG IS COMING" and everyone spent the whole 24 hours speculating about a new model, turns out that it was just a new funding for them and nothing for us
https://xcancel.com/ComfyUI/status/2047731693788995871#m
>>
yep local lost
time to make brown sepia GPT2 images
>>
>>108679704
they made a bunch of money and doubled down on local
>>
File: Anima_0027.jpg (2.25 MB, 1344x2496)
2.25 MB JPG
>>108679684
tbhq hes right, it was probably an internal site for the comfy staff and some loser redditor found it and started sharing it to everyone else
>>
File: 1777054292844.png (138 KB, 714x744)
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>>108679668
Let's discuss how raising $30 millions will help local generation.
>>
>>108679722
Based
>>
>>
>>108679699
yet you are the only one here that has literally sucked his dick
bit hypocrfitical, no?
>>
>>108679732
$30mil local cunny model
>>
File: 1774090389417361.png (2.36 MB, 1672x941)
2.36 MB PNG
>>
it's genuinely unironically over for good this time
>>
>>
>>108679731
>tbhq hes right, it was probably an internal site for the comfy staff
he's not right, when you test stuff you don't render that page public, this guy is so fucking dumb
>>
never trust an announcement from this chink ever again
>>
>>108679689
>everyone dies
>>
cloudcucks keep such a close eye on this thread its really weird
no localchads lurk cloud threads like this
>>
>>108679732
i mean he funds models and creates the most flexible UI for everyone to use for free
More power to him, glad lolcows like julien get nothing kek
>>
>>108679722
>We are not building a walled garden; we are building open infrastructure.
GODDAMN
>>
>>108679742
why is it so brown filled with artifacts
>>
>>108679742
lmao, gpt image 2 is insanely good at shitposts, I wish we would get something like this locally
>>
>>108679754
literally the "i don't think about you at all" meme
>>
>>108679738
api could never
>>
>>
File: Anima_00112.jpg (1.57 MB, 1344x2496)
1.57 MB JPG
>>
>>108679761
nobody wants to generate shitposts anon
>>
>>108679766
are you joking? openAI got fundings in the billions
>>
>>
>>108679749
>he's not right, when you test stuff you don't render that page public,
and why is that exactly? because some redditor might be scrapping the site 24/7?
>>
>>108679778
wheres the openai cunny
>>
>>108679773
she is a kid you fucking WEIRDO
>>
>>108679717
>>108679742
>>108679773
>>108679784
get the fuck out >>108653190
>>
>>
>>108679778
do you know what cunny is
>>
>>108679785
>because some redditor might be scrapping the site 24/7?
yes?? case in point he got embarassed
>>
>>108679784
Lizards don't have cat ears
>>
>>108679785
there should have never been a countdown in the first place. not sure why you retards are arguing this.
>>
>>108679755
> he funds models
What models?
>>
>>108679799
I don't think they give a shit really, thats why they were laughing about it
>>
>>
>>108679731
brother they posted it on xitter
https://x.com/ComfyUI/status/2047479358278058152
>>
>>108679809
>I don't think they give a shit really
if it was true he wouldn't have apologized >>108679684
>>
>>108679804
anima, chroma (or whatever lodstone is working on
>>
>>108679791
>3 days old
>half the gens are just 1girl cleavage
do they not know about local models?
>>
>>108679816
and discord announcement channel
>>
>wake up
>countdown was nothingburger
>deepseek v4 totally replaces v3.2 on the API
>v4 flash is worse in every way compared to v3.2
>v4 pro is ridiculously expensive for what it is
It's over...
>>
>>108679754
>cloudcucks keep such a close eye on this thread its really weird
watching you idiots make fools of yourselves time and time again is pure comedy gold
>>
>>
>>108679802
The countdown had it purpose and it was to announce the new funding, it wasn't meant for the public but for the comfy staff, it happens that some redditor found the site and he plastered all over r/stablediffusion creating hype for something he didn't knew anything about, they probably just played it along
>>
>>108679828
>watching you idiots make fools of yourselves time and time again is pure comedy gold
he's right you know
>>
>>
My guess is that there was a new model but it turned out to not be ready in mind so they extended the countdown to whip this other announcement instead. I refuse to believe they made a countdown solely for this shit.
>>
>>108679831
>it wasn't meant for the public but for the comfy staff
COMFY POSTED IT THEMSELVES ON X
STUPID FUCK
>>
y r all these gens being posted so ugly
>>
>>108679831
shut up cumfart shill
>>
>>108679816
>>108679819
This was after after people started posting about it
>>
>>108679820
> anima
Funded by Nvidia, no, wait, actually out of tdruss pockets, as he says. Also comfyanon's school friend by a coincidence.

> chroma
Who?
>>
can i have RAM, GPU's and SSD's again thank you
>>
>>108679831
you can't rewrite history, they made this shit all by themselves >>108679816
>>
>>
>>108679855
Anima was not funded by Nvidia LMAO and comfyanon did give the initial funding.
>>
File: YOU HEAR ME??.png (64 KB, 346x498)
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>>108679831
>w-we didun do nuthin!
I won't forget this, every single remaining day of my life I'll pray for your downfall
>>
>but i'm not fudding anything :sad_cat:
>>
>>
>>108679831
It's ok, yoland,
>>
File: 1750724805934105.png (2.12 MB, 1122x1402)
2.12 MB PNG
>>108679856
>>
Clean it up janjan
>>
File: WHAT A RETARD.png (172 KB, 1385x864)
172 KB PNG
https://www.reddit.com/r/StableDiffusion/comments/1sumuc3/comfy_raises_30m_to_continue_building_the_best/
lmao he's digging deeper
>>
File: file.png (3.36 MB, 1248x1824)
3.36 MB PNG
>>
>>108679885
get the fuck out omg this isn't the thread to post those gens, GET OUT >>108653190
>>
>>
File: 2.png (82 KB, 895x1145)
82 KB PNG
I'm incapable of making an effort post so I will just leave this out here for people training loras, this works very well and is stupidly easy to do: https://arxiv.org/pdf/2507.17634

The plots are val loss testing on two different datasets, a large one (takes longer to overfit) and a small one (overfits faster), doing 1-sqrt merging
>>
>>108679910
not your general right now
>>
File: apimemes.png (84 KB, 254x243)
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>>108679885
leftymemes.png
>>
>>108679910
>for LLM pretraining
>>
>>108679896
he seriously needs to be fired and replaced. he's the ultimate midwit who thinks he's a genius.
>>
File: file.png (3.56 MB, 1248x1824)
3.56 MB PNG
>>108679910
>>108679910
explain like I'm 5
>>
>>108679910
https://arxiv.org/abs/2507.17634
>We present Warmup-Stable and Merge (WSM), a general framework that establishes a formal connection between learning rate decay and model merging.
>>
>>108679916
why dont you show us a local meme?
>>
File: ComfyUI_158987_.png (2.28 MB, 1080x1920)
2.28 MB PNG
>>
>>108679896
Kek
Based comfy chads making fun of r*dditniggers like you
>>
>>108679931
the entire modern internet culture is local memes faggot
>>
>>108679931
i cant run ernie
>>
>>108679910
it's a paper for LLM pretraining, what does this has to do with diffusion loras?
>>
File: G8VR3B_WsAE_WV.jpg (27 KB, 398x294)
27 KB JPG
>>
>>108679940
that doesnt even make any sense, think before you post please
>>
>>108679868
> Anima was not funded by Nvidia
Explain the choice of the base model.

> comfyanon did give the initial funding
What was the process? Can any retard just ask comfyanon for gibs?
>>
>>108679684
the countdown page wasn't mentioned on their main page, youtube or plebbit so it went viral by accident.
>>
>>108679961
I know it's hard to break it to you but neither were Illustrious or NoobAI funded by stability ai.

He chose the model because the benchmarks fit his concept of what he was trying to make.
>>
>>108679969
>the countdown page wasn't mentioned on their main page, youtube or plebbit
it was mentioned on their twitter >>108679816
>>
friendly reminder that tdrusell is part of this ponzi scheme
>>
>>108679976
> He chose the model because the benchmarks fit his concept of what he was trying to make
[citation needed]
>>
>>108679990
at the end he made a great model so why should I care?
>>
I have been trying to get LTX-2.3 working, is the model supposed to take ages to load? ComfyUI console says "Requested to load LTXAV", UI is on SamplerCustomAdvanced node. 1-2 cpu threads pinned to 100%, 1% GPU usage, 77% VRAM used. Am I just impatient or is my shit just fucked?
>>
>>108679969
so this is how we're coping with their retardation now? there never should have been a countdown at any point. it should have been a pizza party in their fucking offices and a regular news post.
>>
friendly reminder to use mugen, chenkin, noob, neoforge and reforge


friendly reminder to ditch Comfy and Anima
>>
>>108679919
>>108679946
Do you really fail to recognize how these things can generalize outside of the tested domain? Check appendix B; also, I verified it works empirically, as for the possibility of decaying the LR being better than this for loras on diffusion models: is anyone training the same lora 10x on different decay schedules to find the best one?
>>
>>108680017
cumfree is based and anima is kino
>>
File: kek.png (60 KB, 220x204)
60 KB PNG
>>108680017
>mugen
>>
wtf i hate circlestone labs now
>>
>>108679994
i dont have it, i think he said it here on ldg though
>>
>>108680023
>is anyone training the same lora 10x on different decay schedules to find the best one?
I wish.
>>
>>108680033
>I hate the guys who made the best local anime model
why?
>>
>>108680023
>is anyone training the same lora 10x on different decay schedules to find the best one?
https://www.youtube.com/watch?v=Nt2yXplkrVc
>>
/ldg/ will never recover from this
>>
>>108680052
because they want to keep generating slop via the sm000rtphone
>>
Latest mugen news?
>>
>>108680066
DOA
>>
>>108680066
Some people are finetuning it and having good results from now, at least it doesn't forget concepts.
>>
>>108679961
>What was the process? Can any retard just ask comfyanon for gibs?
Yes, besides julien
>>
File: based ledditors.png (209 KB, 2164x1237)
209 KB PNG
>>
its funny how much you care about plebbit
>>
> be tdruss
> fucking love anime
> want to make gens, but there are no good models
> "should I cooperate with other trainers?"
> "nah, they are retards, I'm better and did it thousand times"
> choose literally who model as base, because of "muh benchmarks" (according to /ldg/ retard)
> "yo comfy bro, gibs"
> "sure bud, take $2 000 000"
> out of sudden make the best local anime model
>>
>>108680074
Tested Slopah, which is a finetune of Mugen, and I am quite satisfied with the results. It is much more stable Flux2VAE does all the hard work.
>>
>>108680088
>>108679957
>>
File: 1752041443970995.png (33 KB, 1140x195)
33 KB PNG
thoughts?
>>
>>108680094
"out of sudden" huh?
>>
>> out of sudden
sir?
>>
Anima is shit, forget concepts, slow and unstable.
>>
>>108680094
>choose literally who
>out of sudden make the best local anime model
it's really a miracle when you think about it, there was like 1000 ways this could go wrong and it didn't happen
>>
>hype up announcement
>it's for funding, not a new model
use some of that money to optimize this piece of shit UI, faggot. I need 64 gigs of ram for it to not die/hang on a new PC.
>>
>>108680094
indian coded post
>>
Can we now have a serious discussion about the shill faggot OP who insists on keeping comfyUI there despite the obvious API sellout? Remove ComfyUI from the OP, it’s no longer about local
>>
>>108680088
comfy is reddit
>>
>>108680111
>forget concepts
>>108680074
>forget concepts
repeating a lie over and over like an autist won't make your point stronger "anon"
>>108680113
>use some of that money to optimize this piece of shit UI, faggot.
are you up to ther challenge?? >>108679896
>>
Anyone find p40s a worthwhile investment for local diffusion?
>>
File: 200.gif (903 KB, 356x200)
903 KB GIF
cumfart rn
>>
Fact: people are don't like Anima
>>
>>108680120
this. after the announcement all my non-api nodes stopped working
>>
>>108680120
>Remove ComfyUI from the OP, it’s no longer about local
I can still run my local models on that software thoughever
>>
>>108680130
>people are don't
saar?
>>
>>108680129
I blame the ChinkEO
>>
Is anyone else getting shit results with Anima? I can’t recreate the sample images from Civit at all and TDrusell doesn't reply to my messages.
>>
>>108680151
>TDrusell doesn't reply to my messages.
he doesn't respond to retards so yeah that fits
>>
>>108680151
are you using preview 3? no idea, your workflow might be borked
>>
>>108680151
Nothing new, Comfy and Anima are the worst local products right now you should stop using both.
>>
>>108680126
Not for images.
>>
>>108680102
ComfyCloud for retarded techlet normies
Next question
>>
>>108680174
>Comfy and Anima are the worst local products right now
anustudio is way worse desu
>>
>>108680174
You’re right, used Anima in Forge and it works way better. Then I tried the same prompt in Mugen and got results that blew my expectations out of the water. Never using Anima and Comfy again.
>>
>>108680094
> choose literally who model as base, because of "muh benchmarks" (according to /ldg/ retard)
idk whats so hard to understand about it. It literally got better bechmarks than competitive models with open weights (literally posted on the cosmos website) and its fairly small which is important for local training and local inference since we all know how generation speed for lumina and newbie is the main reason nobody gave a fuck about those.
>>
>>108680143
Think "anon" is drunk again
>>
>>108680183
why would normies use comfy when they can just use openai or google?
>>
File: 34680804756087038576.png (908 KB, 576x1024)
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>>108680151
>>
File: 1761801397337952.png (65 KB, 512x364)
65 KB PNG
>>108680192
>Then I tried the same prompt in Mugen and got results that blew my expectations out of the water.
>>
>>108680181
Driver support nonexistent or something?
>>
AVG antivirus detected malware in anima3preview.safetensors, is this normal?
>>
>>108680212
AVG thinks cunny is a virus so yes that is normal.
>>
>>108680212
Imagine using windows lmao
>>
>>108680212
>avg
what year is it? wtf did I time travel backwards
>>
>>108680212
I wouldn’t use Anima, the dev baked telemetry into the model to track your usage for future releases.
>>
>>108680004
Q8 on my end uses more than 64GB of VRAM, and goes into swap for a bit to load. If you've got under 64GB and especially if you're not running it on an SSD, yeah, that'd make sense.
>>
>>108680230
proof?
>>
>>108680202
full anima release will be comfy cloud only. That's why preview3 is called preview and base at the same time. It's the local base but the full release cloudgated preview.
>>
>>108680197
Because benchmarks mean almost nothing. They will not show how the model will behave under training or how the model will perform outside of benchmarks.
Still no citation.
>>
>>108680240
>VRAM
I meant RAM, not VRAM.
>>
>>108680230
>she doesn't use the 7 step proxy lightning lora
ngmi
>>
>>108680230
35 gaped sphincters status?
>>
>citation?
You had to be there
>>
>>108680241
I made it up. It sounds right though, doesn't it?
>>
>>108680209
Just weak, outdated card. Image generation is compute bound.
>>
>>108680248
idk what you are trying to argue desu. What is your point? Whats the big conspirational angle? That nvidia who developed a model for industrial robotics cares for local anime cunny?`Waiting for citation.
>>
>>108680248
well he got lucky because anima is a great model. it's easy as fuck to train, has great prompt adherence, it's fast and produces great results effortlessly.
>>
>>108680267
it forget concepts, and the newer releases didn't fix that
>>
Comfy is now secretly sending your data to the offices and the FBI when you generate images. You better be careful if you're genning loli. Unplug your internet when genning!
>>
File: ComfyUI_temp_opqfx_00004_.png (1.07 MB, 1472x2200)
1.07 MB PNG
genning 1girls, i'm sorry i ever left you
>>
>>108680267
Anima it's on the verge of death right now, the text encoder can't support any more concepts
>>
>>108680267
>well he got lucky because anima is a great model. it's easy as fuck to train
there's no luck in there, he was smart enough to see the potential in that model when no one else did
>>
>>108680267
just a shame flux2 didnt came out earlier. Anima with the new vae would slap so hard
>>
>>108680295
I do not want to be slapped? What is this term? Why would anyone want to be slapped? Is this a kinky american thing?
>>
>>108680291
two more weeks
>>
>>108680292
It's the smallest open weights DIT on the market. That's the main reason he chose it. Because dits are otherwise slow as fuck. The idea with the LLM adapter is the actual smart move.
>>
>>108680295
>>108680295
Mugen has it, and it's a really solid model, at least you don't get the 700 error messages that pop up when fine tuning Anima.
>>
>>108680308
We need a countdown for this
>>
if mugen was so good why does anon never post gens from it desu thobeit
>>
>>108680313
>The idea with the LLM adapter is the actual smart move.
I'm not that much into technical stuff, but what did he do exactly? that sounds interesting
>>
>>108680315
still havent seen a single mugen gen posted
>>
>>108680321
>if mugen was so good why does anon never post gens from it desu thobeit
that anon is right you know
>>
File: 1_00042_.jpg (3.06 MB, 2616x3556)
3.06 MB JPG
>>
local is an absolute embarrassment
>>
>>108680325
less than 4k downloads on huggingface this month, less than 120 updoots on civjeet. you will be waiting awhile lol
>>
File: anima problem.jpg (316 KB, 1300x620)
316 KB JPG
Hello Anons, I have a question.
This message appear when using Anima, the strange thing is that I have 64gb RAM and 16gb VRAM, this never happened to me before using SDXL or FLUX
>>
So who's this anon being *that* mad at comfy and anima for months at this point?
>>
>>108680347
This is a classic Anima text encoder burnout.
This means that it's text encoder it's at full capacity and can't handle any more task. You have to reboot your pc.
>>
>why is my shit all fucked and retarded?
>windows
every time.
>>
>>108680266
> That nvidia who developed a model for industrial robotics cares for local anime cunny?
Yes. Part of diversification strategy, if you read news. Nvidia cares about ComfyUI: DGX Spark, RTX nodes, nvidia only features, like better kernels, attentions or dynamic vram, native nvfp4 support - can you show me native gguf support?
>>
>>108680347
https://learn.microsoft.com/en-us/answers/questions/4174020/referenced-memory-error

Hi Eimear
>>
stop feeding him
retards
>>
>>108680347
>windows
>>
35 stars status?
>>
oh boy, more funding for API garbage while the memory leaks and unoptimized shit UI is ignored

thanks comfy
>>
>>108680359
Kek, beat me to it. Seriously, what do you call this mental illness?
>>
>>108680355
....waiting for citation
>>
>>108680394
What citation?
>>
vibe coding comfyui competitor
cumfartui
>>
File: comfy cloudd.png (10 KB, 748x113)
10 KB PNG
AHAHAHAHAHA LOCALKEKS SHILL API FOR FREE
>>
>>108680423
Do they really collect funding to provide a commercial service? Who's dumb enough to fall for that?
>>
>>108680267
Anima is a very bad model and people are very disapointed.
>>
>>108680446
fuck your mother bloody
>>
File: HGmJTSdWQAA2GwK.jpg (297 KB, 1024x1536)
297 KB JPG
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>>108680459
I hope the cumfart CEO is studying this image
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>>108680459
>"Seasan with salt and pepper"
>Yellow onion (purple onion)
Not bad, but lol @ paying for this stuff
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File: HGroKdEa4AAw5xy.jpg (413 KB, 1024x1536)
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File: HGrllR4XEAA0pD_.jpg (400 KB, 1536x1024)
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