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Discussion of Free and Open Source Diffusion Models

Prev: >>107840865

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/kohya-ss/sd-scripts
https://github.com/tdrussell/diffusion-pipe

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

>WanX
https://github.com/Wan-Video/Wan2.2
https://comfyanonymous.github.io/ComfyUI_examples/wan22/

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

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

>NetaYume
https://huggingface.co/duongve/NetaYume-Lumina-Image-2.0
https://nieta-art.feishu.cn/wiki/RZAawlH2ci74qckRLRPc9tOynrb

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe|https://litterbox.catbox.moe/
GPU Benchmarks: https://chimolog.co/bto-gpu-stable-diffusion-specs/
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
Bakery: https://rentry.org/ldgcollage

>Neighbors
>>>/aco/csdg
>>>/b/degen
>>>/r/realistic+parody
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg

>Local Text
>>>/g/lmg

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
Blessed thread of frenship
>>
Thanks OP you are the very best baker and I will maintain thread quality
>>
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post your worst gen
this one is from a highly overtrained failed pixel art lora
i can't even remember what it was supposed to be
>>
>>107843202
Looks like an ass pointed up away from the viewer, and another ass shaken and pointed towards the viewer. Bouldergirls.
>>
>>107843211
i think the prompt was something like 'scene from an rpg game' but i'm too lazy to look at metadata right now since i'm working
>>
>>107843132
Meh collage, dont kys
>>
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>>107843202
yesterdays failure
>>
>>107843211
I think you need a break from porn.
>>
>>>/wsg/6071077
Anyone has any consistency with multi-character scenes?
>>
>>
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>>107843220
Dungeon Master feel kinda there, yeah.
>>107843246
Not only that.
>>
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>>107843132

there anything better than Open-pose for making character poses, any alternatives? using Forge Neo and im getting crap like this when using the generic character pose models, its somehow combining them, and apparently the whole thing is busted and still being worked on for compatibility with forge neo, so its either use Comfy UI or find another way for a character lora to make hundreds of different poses while retaining the same kind of body shape and posture and such, any ideas?
>>
>>107843132
>>Maintain Thread Quality
>https://rentry.org/debo
>https://rentry.org/animanon
why are these in the op? they clearly don't have anything to do with local diffusion and the malware scare doesn't have any proof
>>
>>107843312
>Forge Neo
grim
>>
>>107843304
Her skin looks as fake as my couch
>>
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>>
>>107843338
its the 3dcg pornmix sloppa poster, he has absolutely shit taste and crossposts in reddit unironically
>>
>>107843312
imagine being this low IQ that you get filtered by comfy lmao
>>
>>107843322
they make a monkey dance for our amusement
>>
>>107843322
>>
>>107843372
nta but there are other reasons not to use cumfart. Mainly because it has just a shit user interface desu
>>
>>107843396
sure trani, sure. hows work on your shitty imgui wrapper btw?
>>
>>107843382
lmao
>>
>>107843382
what does any of this have to do with ani? can a non schizo explain?
>>
>>107843402
wtf is a imgui?
Best user interface is still good old A1111 style in its latest iteration Forge Neo.
>>
https://sotamak1r.github.io/VINO-web/
More Chinese culture?
>>
>>107843424
migu
>>
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>>107843427
imagine displaying this in your showcase
>>
>>107843419
Mr catjak has an unhealthy obsession and can't stop blaming ani for all his problems that were self inflicted. he is picking up his meds at 2:00pm so it should be good after that time if he takes them as instructed
>>
>>107843304
Delicious. Do more.
>>
>>107843428
It's Miku
>>
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>>107843427
isnt openvino the name of intel's shit?
>>
>>107843436
>feed me the plastic slop daddy
>>
why is the moderation so terrible. this could have been solved already if they kept the spam filters on
>>
>>107843304
no way this is ai
>>
>>107843433
Apparently that's an empty prompt so I guess the model is overtrained on superhero shit
>>
thank you for calming down catjak. make sure you set an alarm for picking up the meds at the pharmacy. we love you and hope you get better
>>
>>107843479
shut the fuck up
>>
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>>107843110
>>107843103
>>>/wsg/6071087
>>
>>107843483
use the time to have a nap just don't forget about the meds
>>
catjak 's therapist is giving good advice. terminally online schizophrenics need all the help they can get
>>
>>
>>107843372
it has a bad user interface and im Used to A1111, i can use it and have it installed but i would rather not, since your IQ is so high you must know an alternative to Openpose then, i jest but for real theres no need to be rude here just say you dont know if you dont

>>107843326
Its the Most up to Date A1111 style interface and has the most extensions and is compatible with most models, what do you use?
>>
>>107843540
real?
>>
>>107843557
yeah it's me
>>
>>107843581
you pretty gora
>>
>>107843555
Maybe try out SwarmUI, it tardwrangles the autism spaghetti into a normal interface and is enough for 99% of usecases
>>
>>107843599
why should someone use SwarmUI when Forge Neo exists?
>>
>>107843630
coomfy is better
>>
>>107843634
Use case?
>>
>>107843642
more better output
>>
>>107843645
Show me an output (z-image) that I can't do with Forge Neo.
>>
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What's the prompt to get this aesthetic?
>>
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>>107843492
>>>/wsg/6071097
>>
>>107843630
Access to more up to date plugins and stuff, unfortunately most plugins from A1111 times are outdated and there's hardly new ones being made for Forge and derivates
>>
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if this works im going to shit bricks
>>
>>107843662
hey you stole it and didn't say thanks
>>
>>107843655
You yet haven't told a single use case.
>A1111
We are talking Forge Neo here. Other than the GUI and its concepts there's not much left of A1111 in the code anymore. Forge already threw lots of outdated shit out so did reForge and now Neo.
So, again. Use case?
>>
>>107843494
poor Madison lol
>>
ping me when ltx can do furkan glurkan a mcdurkan, now with audio
>>
>>107843655
>>107843630
>>107843599
I think we've looped back to the original questions, if a lot of A1111 based extensions are outdated then are there any newer extensions which outperform Openpose? for example i used to use regional prompter which is unusable now but the new Forge Couple extension is like that for the Forge UI and it is much better and has a more consistent output
>>
>>107843662
>NVFP4
Is it better than regular fp4? Or just faster?
>>
>>107843662
It's drastically different results from fp16. Was dogshit for me.
>>
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>>107843540
>>
>>107843701
betterest for 5090
>>
>>107843688
Which Openpose extension? Idk last time I used CN with Openpose it was working well enough for me. Regional Prompter broke after A1111, yes but desu it always was completely autist to use. Forge Couple does a much better job at that.
And beside of that, neither of those I ever needed now with z-image.
The most important extensions have been build in with Forge already and now Neo too.
>>
Only HIGH noise for wan needs the shift changed and LOW set to default??
>>
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>>107843540
I tried >>>/wsg/6071105
>>
>>107843708
it just fades to a single color here in the ksampler preview, with or without loras
>>
>>107843688
Oh and I forgot to add: The fact that "Comfy" in 2026 still doesn't have a Hires Fix or similar for conditional upscaling is absolute bullshit.
>>
>>107843806
proof?
>>
>>107843807
i2i retarded dumbass
>>
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>>
>>107843836
That's not the same, cunt.
>>
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>Blessed thread of frenship
>>
>>107843856
is this real life?
>>
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>>107843662
works for me. 5060ti, 8 steps. takes about four minutes.
>>
>>107843662
>>107843917
where do you get it from
>>
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>is this real life?
>>
>>107843917
5060ti ?? I have 5070ti and dont know where to start. Post more
>>
>>107843943
>>107841619
>>
>>107843917
were any speedup loras being used?
>>
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>>107843838
>>>/wsg/6071114
>>
>>107843993
yeah the lightx2v loras
>>
>>107843917
why 10 frames
>>
>>107844029
seems like those ones are the key to not making the picture fade out. just tried with 4 steps total. though it makes me wonder if its actually going the nvfp4 route because it takes as much time to output a single video
>>
>>107843790
i think the whole Integrated Openpose is messy/faulty, i can get it to work with some dificulfy but its stull messy as hell and doenst seem to generate correctly

I'm working prilamiry with an aime style and Z-image is newish so havnt really had a chance to look into it, in fact something where i can correctly pose the characters and keep their proportions consistent is all i need really its just openpose was my go to for that
>>
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>>107844036
it's 81 frames. here it is interpolated with rife and using a middle finger lora. I prompted her to stick her tongue out but she just pushed out her lip I guess
>>107844053
you have to be using pytorch based on cuda 13. 12.9 won't work
>>
>>107844083
Integrated Openpose?
There is no Openpose integrated. There is Controlnet integrated. And what Controlnet does depends entirely on the CN model. So you take Openpose CN for XL or what ever and you go with it.
>>
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I’ve been using Forge for inpainting, and it works fine, but switching between Forge and ComfyUI in Colab is a pain. I want a simple ComfyUI workflow for inpainting, and eventually for ControlNet + LoRA, but nothing I’ve tried so far works.
>>
>>107844126
yea sorry that's what i meant, in fact when i used openpose for the first time it downloaded the models itself (openpose, openpose_full, dw_openpose_full ect), unless it downloaded older versions for some reason but i cant see it doing that
>>
>>107844090
workflow now
>>
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When I used AnyLorraAnimeMixAnime_v1, it worked, but the results weren’t very good.
>>
>>107844170
are you retarded?
>>
>>107844147
>>107844170
here you go https://github.com/lquesada/ComfyUI-Inpaint-CropAndStitch
>>
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Then Animagine xl 4.0 opt model, but it’s extremely bad.
>>
>>107844149
But that's a matter of CN and not of Forge Neo. Idk what CN model you want or need and what you use. You need the correct CN for your base model otherwise it won't work. But that's the same as in Comfy.
>>
honestly is lora training with 1024x1024 even worth it? 512x512 is sooo fucking fast and the results are only slightly less detailed which can be fixed with different tools
>>
>>107844207
ZIT or for what model
>>
>>107844207
When you have intricate details it shit. You lora will create a mess or the base model will just hallucinate what it can't get from the lora.
>>
>>107844198
okay thanks, i might look this up then maybe there is a discrepancy
>>
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>are you retarded?
>>
>>107844216
yeah ZIT, not sure about other models

>>107844221
true true, but some things can easily be fixed later on. like moles on a persons face or whatnot. not sure what you have in mind.
for 512, 6000 steps with batch size 2 are done in like 90 minutes on a 5070
but 1024 takes forever
>>
nuked my comfy install because it became so fucking bloated holy shit
>>
>>107844283
dont get me wrong, i made a fresh install because it's still the best tool but damn i installed so much crap while playing around
>>
>>107844090
>cuda 13
of course. im just not seeing a speed improvement if any lora is enabled which would likely mean its reverting to bf16 or fp8 or whatever when the light2x/lighting loras are used. if you bypass all your lora nodes you'll notice how much faster it actually is, especially on a full reload
>>
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nvpf4 with painteri2v node, not interpolated.

>>107844161
https://files.catbox.moe/8tykta.mp4
>>
>>107844470
how tf did she pull that whoa
>>
>>107844303
maybe? I bypassed the lora nodes and it went from 28 to 20 seconds an iteration
>>
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any tips for this? things seemed to be working alright, I rebooted my computer and now they fail almost immediately

using swarmyui with 5090
>>
>>107843243
Can't tell if this is Mike Myers or Martin Short.
>>
best video model for 16gb of ram?
>>
>>107844588
ltx2 or wan, the usual choices
>>
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>>107844618
chroma slop
>>
>>107844618
just band my pic up senpai
>>
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>>107844614
>>107844618
>>107844628
>>107844650
wowwowow!!
>>
>>107844198
>>107844241
just looked it up, i'm using diffusion_pytorch_model_promax which seems to be the latest controlnet model, least i cant find a newer more up to date version
>>
>>107844650
stop using chroma
>>
>>107844667
it's deviantart-esque
>>
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>>107844696
I will enjoy chroma and there is nothing you can do.
>>
is Mr catjak here? he has to pick up his meds in fifteen minutes please remind him
>>
>>107843132
everyone get your silver bullets ready!!

super duper genius techies, programmers and fake geeks (who aren't actually tech savvy, but hung around long enough to learn something) of legendary 4chan, how is the fuck do i get a SIMPLE face swap extension working for SD?

mossad has DMCA'd the normal code for this, and left up this intentionally bad code that has been engineered to maliciously break your stable diffusion install via obscure errors, then has intentionally bad UI/UX built into it plus engineered poorly named variable names to halt usage of it.

does reactor even work, or is this all intentionally wasting people's time? i've been at it 10.5 hours just playing with variables and nothing has come close to producing a face swap

cram your arrogant "it's super simple" comments up your ass and just tell a retard what to do. i'm super dumb, need my hand held, need to be spoon fed and yadda yadda yadda you're godly smart. what's the solution here.

https://files.catbox.moe/dpj64t.png
>>
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>>107844621
and i like it

>>107844696
maybe if you do a good full *booru qwen finetune or some such
>>
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>>107844558
i don't see anything that would help in that message other than that you OOM'd

without swarmui you'd probably adjust the amount of RAM offloading happening on the model(s including text encoder if you need to) with comfyui-multigpu or on some models use --reserve-vram and let comfyui try to figure the rest out.

It could also simply be that some update messed with VRAM usage, can be that torch suddenly uses a few hundred MB more or such.
>>
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>>
why so dead?
>>
>>107844982
schizo drama killed the general
>>
how do you use the enhancer or enhancer node without an ltx error? not necessary but would be nice to try.
>>
>>107845022
You could have a better chance of getting a useful response if you said precisely what error you are getting.
Also info on your system.
>>
>>107844982
was on vacation
>>
>>107845033
AttributeError: 'LTXAVTEModel_' object has no attribute 'processor'

is what pops up. I dont NEED the node but it'd be interesting to try.
>>
>>107845041
Are you sure you are using the correct workflow and not something slopped together by a random jeet on civit?
>>
>>107845041
you're better off using any other llm to enhance your prompts. gemma can refuse to work if it thinks the prompt is too unsafe
>>
>>107844207
Higher chance of body horror
>>
>>107845064
it's the ltx sample workflow one. im gonna download the gemma files from the workflow link and test:

https://huggingface.co/google/gemma-3-12b-it-qat-q4_0-unquantized/tree/main

is what they link
>>
What is the fastest way, where I can add a image of me and create some really really hot girls based on other girls beside me? I have an macbook pro m2 and a nvidia 5070. I also don‘t care about using cloud shit like gpt or gemini, as long as I can bypass the no sexual thing shit.
>>
>>107845101
Friendly?
>>
>>107845106
its just a link from the distil workflow

https://github.com/Lightricks/ComfyUI-LTXVideo/tree/master/example_workflows
>>
>>107845101
Sounds unlikely that the te is the issue if you were able to generate the base videos with whatever you are running now, but give it a try I guess.
>>
>>107845129
don't recall asking your opinion
>>
Bot or schizo?
>>
>>107845104
try googling "therapists in my area", should be a good place to start. hope this helps
>>
>>107845104
that's easy
>>
Can someone test something for me. In ComfyUI, how many images can you queue up for I2V Wan before your UI becomes unresponsive? After adding the 30th image to the queue, it starts taking nearly a minute just to add the next image. This is using the default load image node. Why?
>>
Enjoying your base your fucking retards?
>>
It's me, the retard who was trying to get the Chroma-2K-QC blockwise fp8 model working.

I got it working, I had to update my NVIDIA drivers and update to CUDA 13.

Just in case anyone else was trying to get it working and getting noise as an output.
>>
>>107845266
no one is unironically running chromashit :)
>>
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1girl dominance
>>
Are people still using wan 2.2? Nothing better out there for nsfw video?
>>
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1girl (happy)
>>
>>107845266
>....and update to CUDA 13

Did that not break anything?

>>107845329
Its da best
>>
>>107845386
Surprisingly no
>>
>>107845386
gone are the days of such things unc
>>
>>107845237
i think its your live previews. i notice smth similar where i cant paste an image until the previews start showing up again
>>
>>107845266
GPU?
Couldn't get it to work in 3000 series (also cu130). I assume that's how it's supposed to be since 3000 and earlier don't have access to fancy fp8 features.
>>
>>107845408
what i do is dont paly it
>>
>>107845440
5090 but I spoke too soon. The workflow is working in that it produces an output but it's defaulting back to the de-quant version and makes the gen time even longer than regular Chroma. Fuck it man
>>
>>107845440
5090
>>
>>107845333
>>107845316
>>107845353
>>>/wsg/6071236
>>
>>107845440
5090 (haven't tried chroma)
>>
>>107845408
but I need live previews. how the hell do people gen without them? I tried using claude to design a custom node that clears latent live previews but I doubt it's actually doing anything.

it's really frustrating because comfy becomes nearly unusable after 20 or so gens unless I reload the page. reloading the page always fixes the performance, so it has to be some memory issue.
>>
>>107845509
man ltx is bleah :*(
>>
>>107845512
r u using VHS nodes? theyre kinda shitty and broken atm and fuck up the previews
>>
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>>107845519
say that again
>>
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princess? it's time for your torture :)
>>
>>107845546
thats an orc
>>
>>107845461
Well, that sucks.
The extension hasn't been updated since comfy-kitchen stuff has been merged into comfy (alternate backends stuff)
I bet you are not doing anything wrong but the extension needs and update.
If you really want maybe it can work with an earlier comfy like this:
https://github.com/Comfy-Org/ComfyUI/releases/tag/v0.7.0
>>
>>107845526
yes. I thought wan didn't work without VHS? if live previews are supported natively for video now then i'm going to get rid of it
>>
no base
thread is kill
it's over
>>
>>107845626
this but unironically. LTX is boring sfw shit. we really needed z base to boost the local scene.
>>
>>107845626
that is chinese culture
>>
>>107845626
chroma is better anyways
>>
>>107845512
well you dont need to disable them you just gotta be patient for the image to load.
also if you have tons of pasted images it doesnt hurt to clear the folder out once in a while. i notice it starts slowing down when theres like 100 pasted images inside
>>
>>107845648
sour grapes
>>
>>107845656
you can't sour grape over something that's not real
>>
File: 1742764289671711.png (2.49 MB, 1184x1280)
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princess moments after receiving the punish (delish food)
>>
File: 1748019422696237.png (2.48 MB, 1632x928)
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1girl right b4 fuckin u up (hard)
>>
>>107845679
gora
>>
File: 1761021175145094.png (1.68 MB, 1088x1376)
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1.68 MB PNG
>>
ZiT is fast on comfy, but in Gorge neo it takes ages for every gen to start, does it reload the whole model for every gen or something?
>>
>>107845710
i dont use non comfy
>>
>>107845648
nah. zit gets better quality while being much faster and lighter. it just needs a nsfw finetune.
>>
File: 00019-3460350771.jpg (433 KB, 1344x1728)
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>1doll
>>
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billionaire moment
>>
>>107845742
just don't breed and you can at least die knowing you ain't leavin' anyone behind
>>
how the fuck do i stop comfy from leaking memory all over the place? its almost unusable
>>
>>107845768
buy more mem
>>
>>107845768
It's not a bug, it's a feature. To get you to pay for Comfy Cloud
>>
>>107843243
liberalism in a nutshell
>>
>>107843268
what made with
>>
>>107845718
The gens come out different and sometimes better on forge neo compared to comfy, but it's always shifting the model around at the start of each gen and doesn't seem to keep it in memory, and I haven't seen an option to stop that behavior anywhere.
>>
zimage base wen
>>
File: 00331-27384416.jpg (301 KB, 1728x1344)
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>1girl sitting in front of random backgrounds made from ai slop prompts
>>
>>107845866
Chinese culture
>>
>>107845868
lanky abomination, typical zslop
>>
>>107845626
>>107845866
>chinese curriculum intensifies
>>
>>107845868
did she caught a stroke`
>>
File: ComfyUI_00389_.mp4 (592 KB, 640x832)
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>>107845877
>>107845886
>>
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>>107845878
thred is kill post random slop
>>
after z base gets released the cope will swap from chinese culture to it being bad, right?
>>
>>107845917
Chinese culture
>>
>>107845917
we already know is going to be bad compared to turbo, that is not the point

the point is being able to finetune it
>>
>>107845917
amerifats always gotta hate someone
>>
>>107845896
Nah just trying to be cute
>>
>>107845917
>he thinks it's exclusive to z base
https://files.catbox.moe/xx40j2.mp4
>>
>>6071273
>>
>>107845957
that is disgusting
>>
>>107845966
>>>/wsg/6071273
whoops
>>
File: 00047-1900524122.png (2.51 MB, 1824x1248)
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2.51 MB PNG
>>107843436
do it yourself. its not that complicated.
https://files.catbox.moe/xeoevc.png
>>
>>107846007
Fuck off benchod, fries in the bag capitch
>>
File: ComfyUI_00393_.mp4 (616 KB, 640x832)
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>>107845966
utter fucking trash, jesus christ, why would anyone even release such a shit model

watch out this one is dangerous
>>
>>107846007
another crappy 2.5 gen with same face syndrome. seriously how the fuck have you not learned to get better by now

pathetic.
>>
File: ComfyUI_00394_.mp4 (475 KB, 640x832)
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>>
>>107845266
>>107845440
>>107845461
look for silver's comfyui-quantops
>>
>>107845933
if base were fine tuned, wouldn't it then need to be distilled like turbo again? who's going to do that?
>>
File: ComfyUI_00395_.mp4 (924 KB, 640x832)
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you'll never be as free as Kim Il-Sung
>>
>>107846015
It might be slop, but it's funny slop
>>
>>107846030
is this one real?
>>
File: ComfyUI_00396_.mp4 (700 KB, 640x640)
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>>107846068
but it isn't funny.. it just looks like gutter trash
>>
Fuck bros someone give me a workflow (pls) to make an online whore model for gooner cucks to pay money to (pretty please).
>>
>>107846085
yes you can tell by the 5 seconds of clip
>>
>>107846108
https://i.4cdn.org/g/1768258075298286.mp4



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