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Discussion of Free and Open Source Diffusion Models

Prev: >>108090101

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

>Anima
https://huggingface.co/circlestone-labs/Anima

>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
https://tagexplorer.github.io/

>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
>>
Another day, another Z Image lora training attempt
>>
How bad is local genning for your gpu?
Like does it actively wear it down?
>>
>>108099630
Unbelievable there's still no NSFW Z-Image loras. Guys, you need to retrain your NSFW turbo loras on Z-Image.
>>
>>108099595
mid fagollage.
thx 4 bake
>>
>>108099648
yw image2liveaction anon
>>
I should bake a rank 128 Zibase lora. 16 and 32 do fuck all
>>
>>108099638
obviously because it's being 100% utilized, but by the time it fails you will already have a new gpu so it doesn't matter. You can squeeze another 5 years out of if you keep the temps below 70C.

My gpu from 10 years ago is still working fine.
>>
Blessed thread of frenship
>>
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>>108099652
this is dumb. higher rank may increase the quality of the lora but it also decreases its flexibility. ie, if you plan on using that lora with other loras, it will dominate the results.

typically high rank loras are made for distill loras like lightx2.
>>
>>108099652
What alpha?
>>
>>108099666
default in onetrainer
>>
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>>108098628
>SD1.5 [...] in 4 steps
Damn, I was genning six at a time with 70 steps and it was only taking like a minute back then. I didn't know people were distilling 1.5 like that because it was so light.

>>108099327
>good settings are being hoarded
I basically used the ZIM defaults and got an extremely flexible LoRA. Are you sure you're captioning your dataset decently?

The only thing I did outside of the norm was changed the rank (I used 16 because of dataset size ~45 images), varying resolutions of 1024+ and toggled on that one experimental feature I can't remember the name of right now. Using the same dataset, the ZIM LoRA converged 900 steps later than the ZIT version (3800 vs 2900).
>>
Please screencap this:

Why do people think the complete bake of Anima is going to be good?
Do they even realize it’s coming out of Tdrussel’s own pocket, especially since the million already went into the Anima preview? Tdrussel doesn’t have any more funds.

All the remaining Anima fine-tuning will be WAI or NetaYume style, one update every six months, with barely any noticeable improvement.
>>
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9B keeps turning panties into shorts bruh.
And also apparently this has been out for a while.
https://civitai.com/models/2324315?modelVersionId=2617121
>>
>especially since the million already went into the Anima preview
read the article again and this time carefully
>>
Anyone else not getting any reactions to your uploads on civitai? Sometimes I need to reupload, but I've done it twice now and several days of nothing, usually get 50+ in a few days.
>>
>>108099703
No, tell me, how many?
>>
so you refuse, ok
>>
>>108099700
Nice link, imagine a SDXL to tubo or Klein or Anima
>>
>>108099714
Why don't you tell me
>>
>>108099691
ZIM isn't one setting fits all type base if you train loras.
>>
because ur a schizo who intentionally misinterprets info
>>
>>108099696
Very realistically, given the local way of doing things.
>>
>>108099726
Give me the link or I will samefag, you decide.
>>
Funny how Julien became a finetuning expert the moment Cumfart started waving a million dollars around
>>
>>108099733
Oh no guys, look out! Trani is gonna samefag
>>
>>108099711
It's always been that way for me and I'm invisible on X too. It seems 4chan is the only place people see my posts
>>
>>108099641
>Guys, you need to retrain your NSFW turbo loras on Z-Image.
Stock trainer values don't work and no one knows good settings, there's zero documentation, seems to be completely different from ZIT, it's gonna be a crapshoot for weeks at least
>>
where the fuck is the next anima model?
>>
>>108099691
Z Image is fucking bizarre, what works for one doesn't work for others apparently, despite similar usecases and dataset sizes and all. I tried a celeb lora with similar dataset size, main difference is that the images are sized 768, ZIM defaults, and it was a complete failure.
>>
>rentry links
>30 posts in someone is already sperging about "julien"
yep. I shan't be posting
>>
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These fucking safetygermans...
>>
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>>108099821
>I shan't be posting
Thanks for making my day Ani. Sorry Yoland stole your boyfriend.
>>
force tranjak out or grovel at his feet. your choice
>>
>>108099861
you just said you wouldn't be posting, Julien
>>
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>>108099861
</3
>>
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wonder how hard those investors laughed in Julien's face
>>
>>108099700
This is quite impressive. I wonder he extracted this, I'd be interested in doing the same for ACEStep to improve training results.
>>
>>108099822
ToT
>>
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Is there a good art to realism workflow for comfyui not based on weebshit?
Was looking to turn some architectural drawings into what they potentially could look like but all I find is stuff like "Qwen The Strongest Anime to Realistic Human"
>>
Comfy & Julien.
One is absurdly talented and infinitely merciful, in other words, the messiah of local models.
The other is an infinitely bitter, resentful, jealous talentless loser, failed dev, failed person.
When you think about it, it's as if nature tried to balance things out by creating these two as complete opposites.

>pic rel Klein or Qwen can’t do a yin yang pose of two characters. SaaS edits always break something. Least broken version with SaaS.
>>
>>108099837
>I'll get rid of him for both of us
Psycho, how far will julien go to "get rid of him"?
>>
>>108099928
Nice
>>
>>108099837
Wondering if canadian authorities care about such vague threats
>>
>>108099881
lmao did he really think investors would look at his garbage IMGUI wrapper and give him money? LOOOOOOOOOOL
>>
>>108099837
That's hella gay
>>
How can I use wan 2.2 models with openpose guiding the motion?
>>
>>108099881
Poor guy's killing himself trying to be successful like Comfy.
He could be the dedicated SDXL inpaint UI and farming the dead anime general as his personal avatarfag kindom.
But I doubt the little Peter Pan would settle for something as modest and achievable as that.
He'd rather retreat into fantasy, the eternal, comforting maybe that someday, someone with money will descend from the sky and hand him the relevance he could never earn himself.
>>
Why do training samples look so different do actual gens anyway? ZIM is especially disappointing in this regard, the likeness in the samples is so close it's unreal but then it barely resembles the person once you actually use it in an UI.
>>
>>108100030
You've done him
>>
>>108099881
avatarfaggot tranimefaggot, attentionwhore, but he was doing something good, for all the wrong reasons
>>
comfy is evil for selling out
>>
>>108100045
We've been over this a million times. Modern local models are trained to kill the LoRAs, finetunes, checkpoint merges ecosystem, all of it. They want to win trust from boomer investors and maybe get acquired by some corp willing to license their architecture.
They are not building their models for /ldg/ and CivitAI coomers.
>>
>>108100050
jealous
>>
>update "comfyui"
>all my workflows suddenly oom
Literally why
>>
he woke up
>>
>>108100045
>>108100076
You can try jailbreaking it for fun, as some anons are doing now but it's nothing new, the same thing happened with local LLMs.
>>
>>108100083
posted this yesterday, get some new material you sad act LMFAO
>>
>>108100087
Who?
>>
>>108100050
>>108100083
We get it you're a discarded cumrag
>>
>>108100076
I meant more on the technical side, why are the sample gens during training so different, they are barely useable to say anything about the actual state of the lora, are the samplers of the trainers so different or what?
>>
>>108100078
if he were jealous, why would he start a non profit?
>>
>>108100050
>comfy is evil for being better than me
>>
>>108100117
Who?
>>
>>108100050
selling out = choosing yoland over you?
>>
why can't this faggot camp outside of comfys house in protest or something instead of shitting up these threads
>>
>>108100126
who?
>>
yes, shit on ani for ran's entertainment. truly you are his subjects
>>
Would some big brain diffusioner help me choose what's the best model to use?

Just got my RTX5080

Also, I have an older 3090 is there any use for dual or is it pointless?
>>
Notice how all the tranussytudio shilling stopped the moment Julien started angling for that million dollars
>>
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>>
>>108100145
he posted updates about it after. are you paid by comfyorg to do this shit or are you just a faggot for free?
>>
>>108100111
>>108100122
>>108100132
Biggest subhuman in these threads
Luckily for you, someone has already written uo a quick rundown https://rentry.org/animanon
>>
>>108100139
You finally realized the entire thread hates you, not just ran? Took you a while.
>>
>>108100160
yeah
>>
>>108100160
sorry, wrong link
https://rentry.org/ranfaggot
>>
>>108100139
I do it for my own entertainment tho
Watching such a worthless worm squirm is hilarious
>>
>>108100166
i love how you still think this rentry is anything but a self-own lmao
>>
>>108100139
you did this to yourself retard
>>
>>108099881
So this is Ani Lily... What went so wrong?
>>
might use an ai model to generate some images, thoughts?
>>
>>108100192
eager to see the results anon
>>
>>108100192
sounds gay. post some drama instead
>>
>>108100192
1girl, perhaps?
>>
I stand with Catjak
>why
Because he gens and give us feedback about new models while julien only shills his UI with the same spam catgirl and the same spam filename
>>
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>>108099724
Just saying you don't have to turn every dial and knob and over-analyze things to make it work.

>>108099813
When I hear stories like that I always assume bad captions. A lot of people are stuck on the old short, comma-separated word salad captions that simply don't work that great (if at all) with NLP models.

>>108100192
DON'T DO IT!
>>
i installed comfyui after a year (?) break.
what's the best chroma version for realistic porn?
>>
>>108100227
If you think the lora of your dead wife is good, it isn’t. I’ve seen your gens and while some facial traits remain, the consistency in between seeds is terrible.
>>
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>>
>>108100227
What lora rank did you use?
>>
>>108100144
Hate to bump

any kind soul?
>>
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>>
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Finishing my blog
>>108091971
So I did an overnight training run with 8k steps, slopped in cosine support, set adamw lr strength to slightly above averaged out prodigy ones. And the result was... still shit. I tried to start another training run, this time with a higher LR but unfortunately one third into that run my GPU's fan got fucked. It runs extremely loud, makes irregular noises and takes a good while to stop / start to spin again. So yeah I have to sunset this experiment for now as I have bigger issues. I don't know shit about fan repair and its out of warranty so I will take some time to research what I can replace it with (open to suggestions if anyone has experience with that.)
>>
>>108100326
More vram better
Nvidia over amd
>>
>>108100335
>>108100076
You can’t make add-ons for modern models, anon. The fact that you could make SD1 and XL LoRAs and fine tunes was, indeed, a big mistake by the Stability AI team. Just wait for the next Anima update, be patient.
>>
Fucking always "Code will be released in few days!", ACK

https://github.com/AMAP-ML/S2-Guidance
>>
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Honestly I don't get why people aren't making loras for NetaYume or Newbie. They're some of the post SDXL models that absorb loras the best. Yeah I know they're underbaked and slow but they're the most flexible and accessible models we've got right now.
>>
>>108100389
Anima is objectively better
>>
>>108100389
nice fingers
>>
>>108100389
never ever going back to sdxl vae making me doubt if i trained the lora wrong or if its just getting raped by it
>>
>>108100335
Huh, I had a brief nightmare about that happening to my laptop too. Are GPU fans not standard like case/CPU ones? Feels like they should be. Never owned a discrete GPU.

>>108100351
Didn't ask.
>>
>>108100469
yeah
>>
>>108100389
Every single SDXL gen on Civitai looks better than this. Not a good way to promote Yume/Newbie.
>>
>>108100469
z-image vs klein 9B base?
use turbo for speed. why even waste time comparing how fast base is. its not for inference.
>>
>>108100395
yeah but apache2 anima will be better
>>
>>108100520
when
>>
>>108100045
Training samples have been useless since the SD1.5 days. I've never bothered with it in kohya because it just slowed down the training.
>>
>>108100469
if you are comparing zimage non turbo to turbo klein thats why, cfg = twice the compute
>>
>>108100526
once comfy stops being a bitch and funds ani
>>
>>108100543
LMFAOOOO
oh my god
hahahah
holy shit
>>
>>108100543
LMAO HAHAHAHAHAHAHAHAHAHAHA
>>
so you guys pretend to be ani and then shit on your own false-flag? demented
>>
>>108100373
>S2 guidance
Interesting.. looks quite simple to implement. Another inference on the conditional (with block dropping) and you subtract that result (scaled by new variable) from a normal CFG result. Nearly 3x slower than 1CFG, but looks like it might beat additional steps
>>
>>108100534
But why, do trainers use compeltely different renderers or what? It would be cool if you could actually tell how a lora shapes up during training, is this something impossible to implement?
>>
>>108100428
They are not standard. I assume something similar enough in size/shape will work but never done this before so I am not sure.
>>
>>108100588
ani falseflags and pretends to be himself. guy is just a nut case. best to ignore any mention of him.
>>
>>108100625
>ani falseflags and pretends to be himself
what?
>>
>>108100534
They're not useless. It shows you how the lora is progressing.
>>
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>>108100389
My problem with NetaYume is the composition and poses being too samey. SDXL models give much more variety with the same prompt.
>>
>>108100631
idk from my experience they sorta show if the lora is picking up the concept, but not how well, and when the training collapses, but everything else is a crapshoot.
>>
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>>
>>108100683
unexpected condaleeza
>>
>>108100683
reminds me of Max Headroom
>>
kill ani
>>
>>108100683
madeline albright or colin powell next? get the gang back together
>>
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Posting some variations since I liked a lot how the original came out
>>
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satori standing on eye floating over the ocean
>>
>>108100709
almost perfect if it weren't for the yellow pixel.
>>
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>>108100746
>yfw Iraq
>>
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>>108100746
kekked
>>
>>108100637
>>108100395
>>108100407
I feel these models are less gatekept and more local driven than Anima. I’ve had some interesting back and forth with both Duongve and Anlia, which I haven’t really had with tdrusell yet. With the artist tags and characters I use, NetaYume works better for me. Maybe it’s just a shared taste in characters and styles, but Anima doesn’t give me the same gacha loli type results.
>>
>>108100735
w-what yellow pixel
>>
>>108100746
based
>>
>>108100389
>>108100407 (me)
oops im retarded
but still most post-sdxl are either
1. ultra noisy and jpegged looking
2. ultra slopped from whatever unholy lora merges are happening
>>
>>108100758
her ribbon. its bleeding into the other square. there's also mismatched pixels near her chest and the edge of the monster ball.
>>
https://x.com/SpecialSitsNews/status/2020583709741883666

AI GODS WON

LUDDITES LOST
>>
>>108100520
>>108100755
Can you fuck off loser?
>>
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HOLY FUCKING SHIT
>>
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>>108100735
agreed

>>108100746
unsettling

model caching and upscaling is done. updating sdcpp and I'll put out my locally built release before I start with build automations
>>
>>108100779
philosophical zombie
>>
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>>108100800
hello thread schizo
>>
>>108100800
so you like loli with big plump asses huh ani
>>
>>108100800
I love you Ani!
>>
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>>108100797
>my gf
female?
Homo sapiens?
>>
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>>108100782
>>
>>108100814
who doesn't?
>>
>>108100797
>>108100800
nooticing
>>
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>>108100797
>>
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You seem lost boy
>>
can people stop posting gaycord screenshots?
>>
>just use my mystery binary blob anon
>>
>>108100839
>>108100800
Oh no, no, no, the real AnimAnon is here! How can we leech Comfy bucks?
>>
>>108100841
>not cuckpilled enough
iSad
>>
>>108100800
>>108100839
Why are you such a sour loser?
>>
>>108100839
definitely not the comfy server. he hasn't posted since march of last year
>>
>>108100800
You can't claim you were never here and then just post like this, you know? Whatever, keep schizoing out that you can't embezzle or funnel grant money to your other projects.
>>108100814
known futa and shota poster on /b
>>
>>108100855
are you sure that's ani? he only does things to help everyone and all you do is cry and piss everywhere
>>
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>>108100839
>>108100800
Why are you keep trying to interact with him? you're obviously craving his attention but he’s successful and busy and doesn’t have time for your childish games,
>>
>>108100864
Isn't the only thing he does building a wrapper (super slowly) and begging for comfy money?
>>
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>>108100800
SNIIIIIIIIFFF
>>
>>108100233
Zeta made some changes to the model so it gives you tensor error for now.
>>
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>>
>training another ZIM lora
samples look great so I expect it to be unuseable garbage
>>
>>108100895
can you do one where he slips out of the airlock? then fuckn' clowns man
>>
>>108100875
THE CRYPTKEEPER
>>
>>108100839
>>108100800
You are the worst person in earth
>>
>>108100912
why?
>>
>>108100800
>>108100864
When are you gonna kill yourself?
Soon, I hope
>>
>>
jesus christ never using res_2s/bong for wan again. takes 10x the amount of time.
>>
Now there is blitz and blitz reward models for kaleidoscope. What is this, a low step distill before the model even finished training? I am also seeing some shit about GANs being mentioned?
How the fuck does this dude find money to shit out so many schizobakes?
>>
>>108100935
maiwaifu
>>
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>>108100899
I'm trying
>>
>>108100936
that's literally how it works
>>
>>108100936
bong gets the model really high so it takes longer
>>
>>108100946
>>108100592
>>108100373
>https://github.com/AMAP-ML/S2-Guidance
Lol, this looks like a cheap infomercial "OURS” vs “WE” some random 3dpd slop prompt.
>>
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>>
is it possible to make an anima to illustrious refiner workflow in comfyui?
I'm too stupid to use this ui
>>
>>108100935
Nice flat style. Catbox or lora?
>>
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is this snake oil
>>
>>108100977
SwamUI it's the best bet
>>
>>108100987
looks terrible I hate it
>>
>>108100746
>mfw i have a clandestine meeting with an extraterrestrial in an underground military base in 1991
>>
>>108100985
NTA but magic tag is
no lineart
>>
>>108100987
Are you fiddling with sliders hoping it shows titty or what
>>
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i just did a batch edit using this node to edit an entire folder. however i just realized that this is going to take hours after running it for 30 minutes. the problem is that the save node will only save these images after all of them are complete. so i'm wondering where these finished images are stored before then, is it RAM or is it some directory inside my comfyui folder?
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>>108100987
So comfortable
>>
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Anima on Forge Neo, prepare to delete ComfyUI_portable from your PC!
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>>108101045
idk I used to like neo but ever since the last update it's slower and ooms all the time without the "never oom" option which never happened before.
>>
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You keep talking in the third person, diddy ahh schizo
You failed every venture you have ever talked about
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>>108101076
resorting to monkey speak again? ook ook nigga
>>
>108101076
The longer you look at this image the worse it gets.
I am starting to understand the anima backlash when people post crap like this.
>>
>>108101087
that anon manages to make every model produce poopy slop
>>
>>108101085
>>108101087
Keep crying, facts are facts
>>
>>108101045
cool my forge neo install just broke and I can't reinstall it because of python version errors
>>
>>108101045
Are people really that intimidated by noodles that they justify gradio interface in 2026?
>>
>>108101085
>>108101087
>>108101092
Tranussytudio status
>>
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>>108101045
Forge Neo is a dead end, the UI itself is outdated. No modern UI makes you go to a dedicated tab just to see your gens, and memory management is suboptimal. With Swarm or Comfy’s Simple mode or subgraph widgets, this UI is literally a waste of time and energy.
>>
>>108100227
What kind of captions do you suggest, could you post example image with caption?
>>
so which chroma model is best?
>>
>>108100946
>how many of these seemingly superior CFG replacements have been published and then ignored by everyone at this point?
I don't really care much since we have insanely good samplers but people still stick to euler because they like the astigmatism look, SEG is like that too, you can instantly tell if a image was made with SEG or not because of the incredibly better background, but who uses it? most people just want the yummy sticky sloppy slop
>>
>>108100227
>When I hear stories like that I always assume bad captions
I'm literally just retraining my old NLP datasets.
>>
>>108101099
Even if it seems amazing, people prefer what is intuitive and just works.
>>
>>108100592
>Nearly 3x slower than 1CFG, but looks like it might beat additional steps
Which is why I love Res_2S, 3S, etc, they beat extra steps to a pulp
>>
Am I right to think that the thread schizo (petr*) has a private Discord server populated with bots modeled after these thread personalities?
>>
>>108101099
yes, noodles are a fucking pain in the ass
>>
>>108101184
don't even know the schizo you refer to
>>
>>108101139
smooth pussy energy guidance
>>
>>108101189
post hands
>>
>>108101184
is this a new schizo?
>>
>>108101184
I've no idea what any of that means, but if there's evidence then yes, otherwise no
>>
>>108101205
There's a reason A1111 was the most popular UI and only started falling out of use once it stopped being updated
>>
>>108100987
the lora version of this is great, never tested the VAE one
>>
>>108101045
Forge Neo is unironically great
>>
>>108101238
it's okayish for a python project
>>
>>108101287
Couldn't you just vibecode an integration for new models? I'd like PAG, SWG and pladis out of sdxl hell too.
>>
>>108101294
I think all pythonic apps are shitty bloatware junk
>>
>>108101322
autism is manageable with medication
>>
how did blackpilled depressed anon managed to get himself banned?
>>
>>108101345
which one
>>
>>108101045
Fuck yeah!!
>>
>>108101349
>you know how little that narrows it down?
kek, the lain poster
>>
>>108101045
guess I'll reinstall it and look how Z Image loras work on it too, I remember loras often looking better on forge than comfy/swarm
>>
>>108101206
false flag by the dev, he's crying non stop atm
>>108101238
Does it actually work? I can't wait to leave swarm, it claims to streamline stuff but I keep finding myself going into the comfy backend to get stuff working on my hardware, a bit annoying desu
>>108101322
then make something better (You won't)
>>
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>>108101385
forgot gen
>>
>>108100959
euler/simple takes 30m
res_2s/bong took 5hours
LOL
>>
>>108101385
finna nigga ahh syzurup ook ook nagga TCHIIIP
>>
>>108101401
it should not be that big of a difference wtf
>>
>>108101385
For me forge neo works great, even with rocm (on linux at least)
>>
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>>108101401
>wait until he hears about res_3s
>>
>>108101395
I'm beginning to hate comfyui more because of you
>>
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>>108101427
>>108101401
dare you enter my magical realm?
>>
Do not update Forge Neo, as it will update Poothon and nothing will work.
>>
>>108101206
>>108101196
nta but I actually know what the anon is talking about. it's some unhinged schizo who spammed certain AI generals and probably killed the AI voice cloning general early on. I know he spammed /lmg/ as well. Makes me wonder about the /ldg/ spam...
>>
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>>108101137
Literally none worth using. Hope he somehow doesn't fuck up kaleidoscope or zeta too.
>>
Anyone tried doing celeb loras on klein 4b? Does it preserve the likeness better than 9b or ZIM, or does it suck as bad as them in that regard?
>>
>>108101489
it's clearly catjak doing it to this thread. it's a home grown schizo
>>
>>108101493
nice. it has a nostalgic 2022 AI feel
>>
>>108101489
maybe it's a SAAS psyop
>>
>>108101509
by comfyorg no doubt
>>
bruh I am being targeted by some faggot janny even though I haven't broken any rules
>>
>>108101518
prolly collateral damage, you may live near a schizo
>>
>>108101287
ppl use this one
https://github.com/pamparamm/sd-perturbed-attention
>>
>>108101503
Didn't try but from what I have seen klein is terrible with facial likeness.
Gotta use ZIT for that.
>>
>>108101546
Locked to sdxl.
>>
>>108101571
Same experience, I wonder why these models have such a hard time preserving the likeness. With ZIT I just used stock settings and it came out great, and with ZIM I'm through a variety of tries now, all failures.
>>
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whoa where did this alignment highlight come from?
>>
>>108100977
It's super easy:
1. Stop being retarded.
2. Add illustrious loader node.
3. Use IL vae to encode anima image.
4. Add positive and negative clip encoders with IL specific tags.
5. Send everything to KSampler, and set denoise to 0.3.
6. Vae decode the result
>>
>>108101611
i'm really getting tired of the bloat features instead of them fixing shit breaking all the time
>>
>>108100977
>>108101618
Both models don't understand english, so just reuse the og prompt.
>>
>Perturbed-Attention Guidance
>Smoothed Energy Guidance:
>Sliding Window Guidance
>PLADIS:
>Normalized Attention Guidance:
>Token Perturbation Guidance
Holy snake oil, why are local roaches like this?
>>
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>>108101645
mdkbros??
>>
>>108101634
Anima works better with NL prompts.
>>
>decide to check alibaba wan xitter
>see latest posts
>people still shitting on them

while its keks, dont think its helping us getting any new wan release

>>108100936
stoners choice
>>
>>108101518
If you live next to me you can come over to cuddle
i'm from sweden
>>
>>108101611
Remember, this is your new way of having fun, being a power user of your UI but not being able to create Loras or do fine tunings of your models.
>>
uh oh cloudcuck melty
>>
>>108101661
what are you talking about? I can create loras or do fine tunings anytime I want.
>>
>>108101427
>flux bulge
GRIM
>>
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>>108101679
>I can create loras or do fine tunings anytime I want.
Yes but they will never reach SDXL level's of quality
>>
>>108101649
Tell me that you're a boomer without telling me that you're a boomer.
>>
>>108101683
Anon...
>>
>>108099630
same for me but with klein
character loras are so fucking cursed

>>108101683
KEK it do be like that
noticed it aswell
>>
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>SDXL level's of quality
>>
>>108101655
Hejsan homopojkar, jag heter bög
>>
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So, local image diffusion in 2026 looks something like:
"ComfyUI has 9000 custom nodes and shortcuts for every schizo workflow imaginable but training a single LoRA on Klein or Zib that doesn't sucks it's impossible"
Why do these new architectures hate finetunes so much bros? why UI tooling gets more bloated while training gets worse?
>>
why do we tolerate rannigger meltdowns?>>108101737
>>
>new tagautocomplete that isnt a total shit makes the cumfy tab crash from time to time
grim.... maybe its chrome's fault
>>
>>108101754
qwen's bigger than either and it plays fine with training
incompetence or malice
>>
>>108101754
need a version of the gnu/car image but for local models
>>
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here's your 1girl sir
>>
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>crying
>>108101758
That isn't me, I can call you a loser with a gen
>>
>>108101493
lmfao
>>
>but training a single LoRA on Klein or Zib that doesn't sucks it's impossible"
Holy brownoid skill issue
>>
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>>108099700
What's your prompt? Klein 9B Distilled here, 4 steps.

```The exact same anime girl from anime image 1 is now wearing a skimpy bikini. Keep all other aspects of the composition and layout and art style and color palette exactly the same.```
>>
>>108101777
It’s so true, it’s depressing, so much unnecessary customization that I feel disgusted opening Comfy now.
>>
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https://x.com/ComfyUI/status/2020700495720178117

oh no no no no
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>>108101493
Smooth criminal!
>>
>>108101794
not impossible but its really fucking tedious
>>
ai-toolkit is dogshit
>>
>>108101826
That ad looks so slopped that they may as well have used Wan 2.1
>>
i'm trying to get klein to redraw an image as if i had a 0.45 denoise. but prompts like "restore" and "enhance" or whatever just seem to apply filters and color correct. how should i be wording this instead?
>>
I just don't get it, I tried retraining the lora with a slightly higher timestep shift just to see what happens, the lora looks even worse in ZIM now but then I tried it in ZIT not expecting anything and the results are now mint, with like 90% of the likeness coming through. The previous attempt with lower timestep shift looked better in ZIM(still garbage) and worse in ZIT.
>>
>>108101844
agree, but the results can still be solid
>>
>>108101826
inb4 the public starts to hate on cumfy because of this
kek
>>
>>108101844
only advantage it has is that ostrich implements new models faster than the onetrainer guy
>>
>>108101868
Yeah but theres always fork before main merge
>>
>>108101847
maybe just do a regular img2img + controlnet
>>
zit zim zalambim
>>
Fresh when ready

>>108101877
>>108101877
>>108101877
>>108101877
>>
>>108101848
i always used shift 3 logit_normal with zit and results were solid
not sure how this relates to your observation
>>
>>108101885
On ZIT I jut used the stock settings and the results were good enough not to bother adjusting anything. idk I'm just a retarded doing wild guesses but it seems, right now, as if timestep shift values affect how good the lora comes through in either ZIT or ZIM, from my current tries it looks like loras trained with low timestep shift look better in ZIM, while higher timestep shift makes them look better in ZIT. The whole thing feels like I'm a blind man wandering through a dark cave
>>
>>108101815
Swimsuit is not indecent. Underwear is haram. Welcome to society.
>>
>>108101844
What's dogshit about it? I've only ever gotten good results from my loras.
>>
>>108102005
NTA but it is missing a lot of features.
Try using OneTrainer and you would understand.
>>
>>108102029
usecase for features?
>>
>>108102033
doing things
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>>108102062
sounds useless
>>
>>108102062
im sorry chud but that's out of scope, you don't really need to do anything other than press a single button.
>>
>>108101826
I could tell it was AI. but honestly. they did a good job.
>>
Is the forge neo branch good to go?
>>
>>108101848
>one subjective observation offered with zero proof or explanation of workflows

coulda kept this one to yourself honestly



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