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Discussion of Free and Open Source Diffusion Models

Prev: >>108305418

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
https://tagexplorer.github.io/

>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
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
>>
Blessed thread of frenship
>>
>>108310881
thanks for baking catjak
another defaced trash thread yay
>>
>mfw Resource news

03/06/2026

>Modular Diffusers - Composable Building Blocks for Diffusion Pipelines
https://huggingface.co/blog/modular-diffusers

>LTX-2.3-GGUF Using Unsloth Dynamic 2.0
https://huggingface.co/unsloth/LTX-2.3-GGUF

>RealWonder: Real-Time Physical Action-Conditioned Video Generation
https://liuwei283.github.io/RealWonder

>FaceCam: Portrait Video Camera Control via Scale-Aware Conditioning
https://weijielyu.github.io/FaceCam

>RelaxFlow: Text-Driven Amodal 3D Generation
https://github.com/viridityzhu/RelaxFlow

>Guiding Diffusion-based Reconstruction with Contrastive Signals for Balanced Visual Representation
https://github.com/boyuh/DCR

>MASQuant: Modality-Aware Smoothing Quantization for Multimodal Large Language Models
https://github.com/alibaba/EfficientAI

>VisionPangu: A Compact and Fine-Grained Multimodal Assistant with 1.7B Parameters
https://www.modelscope.cn/models/asdfgh007/visionpangu

>Rolling Sink: Bridging Limited-Horizon Training and Open-Ended Testing in Autoregressive Video Diffusion
https://rolling-sink.github.io

>MorphAny3D: Unleashing the Power of Structured Latent in 3D Morphing
https://xiaokunsun.github.io/MorphAny3D.github.io

>RLC Prompt Suite for ComfyUI: JSON-based prompt generation and seed management
https://github.com/efeerimoglu/ComfyUI-RLC-Prompt-Suite

>ComfyUI LoRA Optimizer
https://github.com/ethanfel/ComfyUI-LoRA-Optimizer

>ComfyUI Optical Realism Post-Processing Node
https://github.com/skatardude10/ComfyUI-Optical-Realism

03/05/2026

>LTX-2.3 Video Engine
https://ltx.io/model/ltx-2-3

>LTX Desktop: Fully local AI gen space with integrated video editor
https://ltx.io/ltx-desktop

>Z-Image Power Nodes
https://github.com/martin-rizzo/ComfyUI-ZImagePowerNodes

>Error as Signal: Stiffness-Aware Diffusion Sampling via Embedded Runge-Kutta Guidance
https://github.com/mlvlab/ERK-Guid

>Gaussian Wardrobe: Compositional 3D Gaussian Avatars for Free-Form Virtual Try-On
https://ait.ethz.ch/gaussianwardrobe
>>
>mfw Research news

03/06/2026

>Accelerating Text-to-Video Generation with Calibrated Sparse Attention
https://arxiv.org/abs/2603.05503

>FC-VFI: Faithful and Consistent Video Frame Interpolation for High-FPS Slow Motion Video Generation
https://arxiv.org/abs/2603.04899

>Diffusion-Based sRGB Real Noise Generation via Prompt-Driven Noise Representation Learning
https://arxiv.org/abs/2603.04870

>Diff-ES: Stage-wise Structural Diffusion Pruning via Evolutionary Search
https://arxiv.org/abs/2603.05105

>Transformer-Based Inpainting for Real-Time 3D Streaming in Sparse Multi-Camera Setups
https://arxiv.org/abs/2603.05507

>Frequency-Aware Error-Bounded Caching for Accelerating Diffusion Transformers
https://arxiv.org/abs/2603.05315

>Axiomatic On-Manifold Shapley via Optimal Generative Flows
https://arxiv.org/abs/2603.05093

>How far have we gone in Generative Image Restoration? A study on its capability, limitations and evaluation practices
https://arxiv.org/abs/2603.05010

>Locality-Attending Vision Transformer
https://arxiv.org/abs/2603.04892

>FOZO: Forward-Only Zeroth-Order Prompt Optimization for Test-Time Adaptation
https://arxiv.org/abs/2603.04733

>HALP: Detecting Hallucinations in Vision-Language Models without Generating a Single Token
https://arxiv.org/abs/2603.05465

>Decoding the Pulse of Reasoning VLMs in Multi-Image Understanding Tasks
https://arxiv.org/abs/2603.04676

>A Simple Baseline for Unifying Understanding, Generation, and Editing via Vanilla Next-token Prediction
https://arxiv.org/abs/2603.04980

>CLIP-driven Zero-shot Learning with Ambiguous Labels
https://arxiv.org/abs/2603.05053

>Revisiting Shape from Polarization in the Era of Vision Foundation Models
https://arxiv.org/abs/2603.04817

>AI+HW 2035: Shaping the Next Decade
https://arxiv.org/abs/2603.05225
>>
>>108310942
>>108310950
Fuck off with your spam
>>
>>108310942
>>108310950
Nice, thank you. Do you just browse the threads and reddit for the links?
>>
>>108310971
Be careful he tried multiple times to distribute malware
>>
>>108310971
Should be asking this in the other thread where he normally posts >>108298416
>>
>>108309172
I had the same problem. Check the models you use again. I was accidently using LTX 2 spatial upscaler instead of the 23 one.

https://huggingface.co/Lightricks/LTX-2.3/blob/main/ltx-2.3-spatial-upscaler-x2-1.0.safetensors
>>
is wan2.2 still king for nsfw I2V or do you prefer LTX?
>>
>>108310978
Seriously? Where?
>>108310980
I don't go there, why shouldn't I ask here?
>>
>>108310996
>why shouldn't I ask here?
We don't want him infecting this thread. Best to ignore the posts he makes here.
>>
>>108310986
there is a rentry
https://rentry.co/ranfaggot
guess anons don't bake 30 posts early as this faggot so he gets to insert his spam in the op
>>
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>>108310881
/ldg/ ANCHOR:
>/ldg/ pixiv:
BakerAnon:https://www.pixiv.net/en/users/110320313
Nekotwins:https://www.pixiv.net/en/users/93453238
RSetsuu:https://www.pixiv.net/en/users/91156181
tamzaiy:https://www.pixiv.net/en/users/38224130
匂い:https://www.pixiv.net/en/users/76374114
Otto:https://www.pixiv.net/en/users/106407853
owphoenix:https://www.pixiv.net/en/users/1661492
cornholioanon:https://www.pixiv.net/en/users/1035594
kunitsune: https://www.pixiv.net/en/users/1154481
Encolpe : https://www.pixiv.net/en/users/1528323
Ravaged Cherry: https://civitai.com/user/RavagedCherry

*Anchor your Pixiv and CivitAI here to add it in the next thread.

>/ldg/ CivitAI
https://civitai.com/user/Nyan666
https://civitai.com/models/1922023/obmirsak
>>
>>108310776
>That being said. I do have a life outside of this general.
as you can see from the influx of troll posts ITT some anons in fact do not have a life outside hating this general
>>
>>108311009
Why? I don't get it. It's just news.
>>
Local Sora 2 at home waiting room

Here's to 9 more months of wan 2.2
>>
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https://civitai.com/models/2443202
>[Anima] Canny control LoRA
Anima chads we eating
>>
>>108310942
Thank you.
>>
>>108311035
The one who posts them generally lowers the quality of the threads he posts in hence the reason to not engage.
>>
>>108311077
You're gonna have to be more specific than this.
>>
>>108311100
Why?
>>
>>108311103
Because that's just a baseless accusation if you don't provide context. The news posts are pretty useful. Much more useful than anything you posted so far.
>>
>>108311119
I'm just telling you the truth you can choose to believe me or not.
>>
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>>108311135
debo female?
>>
>>108311143
No
>>
>>108311135
fran? long time no see
>>
>>108311051
>I may either make a custom node or try to get this merged upstream...
comfy pls
>>
They act faster on 'person likeness' than cp uploads by jeets, insane.
>>
>>108311221
Why not go for something bigger than Civitai? Or rather something more interesting and important than a jeet haven.
>>
>>108311221
you strike me as the tattle tale in school who wasnt very popular with his peers
>>
>>108311295
sound like a pretty sad life you live
>>
>>108311308
Brown hands typed this.
>>
>>108311328
have fun thinking about browns that much i guess
>>
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>>108310971
>Do you just browse the threads and reddit for the links?
these threads, reddit, twitter, and the arxiv preprint server. I still miss stuff here and there though so lmk if you see something I didn't
>>
We could set a Guinness World Record for the general being raided by schizos for the longest time.
>>
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>>108311345
Is there malware hidden again in the schizo "news"?
>>
>>108311221
sounds a lot like 4chin
>>
>>108311345
nta but based, appreciate your work
>lmk if you see something I didn't
sure bro, although right now there's not that much happening in imagen
>>
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>>
>>108311371
fuck off already dude
>>
>>108311361
>>108311135
nice
>>
>everyone who stayed in sdg is now lurking and posting in ldg because its where everything happens
Total schizoanon victory
>>
>everyone who stayed in adt is now lurking and posting in ldg because its where everything happens
Total schizoanon victory
>>
Schizoanon here. It’s my poor GPU’s fault, it takes five minutes to generate an image with ZiB and forces me to schizopost in the meantime, i'm a victim.
>>
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>>108311467
Those are threads with just gens, no real technical discussion, Q&A, talk about new trends, models. Of course they come here
>>
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>>
>> 108311568
>no real technical discussion
Is technical discussion here in the room with us?
>Q&A
Is Q&A here in the room with us?
>talk about new trends
Is new trends here in the room with us?
> models
Is models here in the room with us?
>>
meltie
>>
uh oh
>>
>>108310994
LTX
>>
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>>
>>108311425
this is great anon
>>
>>108311772
nice
>>
if only niggerjak could leave this thread for good
>>
Anyone switch back to Forge Neo after using Comfy for a while? It feels so slow. Comfy’s memory optimizations are really impressive.
>>
>>108311929
Yeah, Comfy did an amazing job improving memory.
>>
Is 2.3 a genuine enhancement over ltx2?
Are ltx2 loras compatible with it?
>>
>>108311943
i guess
kinda
>>
>>108311929
>>108311939
All me. I am the biggest ComfyUI fan in the world.
>>
ComfyUIs idiotic memory management makes KJNodes audio vae loader hard coded to CPU only... I have to patch it in order for the audio pass to be a useable speed on 32gb of ddr4 with an AI Pro 9700 with 32gb of vram

>>108311345
>these threads, reddit, twitter, and the arxiv preprint server.
You should grab some glm-5 and automate it, deeby. Also I'd prefer if you did basic categories by modality like video/image/audio because I'm only interested in the video stuff and sifting through Chinese snake oil stuff isn't fun

You already kinda do it by naturally putting the more interesting stuff higher but it would be nice to make it explicit
>>
File: 1742668628154248.mp4 (1.22 MB, 1280x704)
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.

This video took 12 minutes with Q4_K_M Gemma and Q6_K ltx 2.3 on the Radeon AI 9700
>>
>>108312040
Every time I use ComfyUI, it slowly fills up my swap. After quitting and cleaning up the memory, some swap is still allocated. Normally my Linux system does never use swap whatsoever.
I don't know man.
It wasn't like this in Windows but that was year ago or so, lot of things have changed (to the worse).
>>
>>108312089
sounds about right
>>
>>108312040
To add: these node creators can and often will avoid using ComfyUI native memory management. This is what leads to most issues.
KJNodes are just doing something on their own.
Not saying that ComfyUI isn't bad it is but this is another layer of bullshit.
>>
>>108312089
This would have been impressive 2 years ago
>>
>>108310994
There is so little nsfw loras for LTX, it's mostly unusable even for vanilla stuff
>>
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>>108312040
>You should grab some glm-5 and automate it, deeby.
I already have a lot of automated help built out for parsing through the preprints. the evolution has been crazy; I started with a google sheet and manually going through hundreds of open tabs to now a fully baked web app w/ LLM processing

>Also I'd prefer if you did basic categories by modality
I keep the news posts to the bare minimum because of the 2000 character limit, so I can't really add extra meta info cuz then I'd have to trim more articles. but the coming-very-soon-TM news website has categories, tagging, modality, and searching tho. you'll like it
>>
>>108311568
ASA LOST
>>
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could you faggotniggys stop sending your underage trolls to /sdg/ and posting troll posts as its off topic and not welcome or wanted >>108311057.
I give zero fucks you faggotniggy are obsessed with debo and want his dick but stop showing up in the thread posting off topic troll posts and being faggots about it and seething he exists. so since you all want to send faggots to other threads to shit post I am now showing up here to give you back what you give. also your excuses and larps of we dont control anyone anon so blah blah is going to be ignored as those posts reference this thread specifically and thus I am now here to fun post in it and do the things you do in other threads. seethe and melty over what you caused and blame yourselves.

I will be posting whatever I want and will be using this thread as my dumping grounds going forward.
>>
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>>108312311
>>
>"I give zero fucks"
>writes an essay
>>
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>>108312321
>>
>>108311929
>It feels so slow. Comfy’s memory optimizations are really impressive.
I understand when projects focus on the front end and making everything nice for the user to use. But I really don't get why the people who make Forge and etc. don't actually keep their backend up to date with the changes that Comfy made with the parts they still have that are ComfyUI's backend at least which should be the easiest to port. ComfyUI won its position in large part due to how it performed over A1111 and other UIs alongside its support of new models. Which is why you see the grumbling and gnashing of teeth over not liking ComfyUI but using it anyways.
>>
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>>108312329
>uses a keyboard and can type multiple lines in under 30 seconds
>phoneposter seething he can barely write 1 line and larps its an essay
>phoneposters get hostile if having to read more than 10 words or 2 lines
>>108312332
>>
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>>108312342
>>
>doubles down on "not caring"
>writes another essay about how he just loves writing about not caring and brags about being "fast" at it
>>
>>108312348
>>
>>108312359
>phone poster still seething over words typed on a keyboard
>phone poster doubles down on the larp a few line are an essey exposing his low IQ zoom zoom brain and words hard
>he's still seething, he's still larping, he's still trying to lie
if only you retard naggyfaggots hadnt showed up in /sdg/ daily for months on end going fuck off debo we dont like you and pissing everyone off with your inability to stop trolling and being low impulse control faggots. now you get those consequences but larp things like essay and larp doubling down while you do the same and more. that troonfag logic of rules for thee but not for me and getting mad when you get what you do back at you.
now falsely larp this is an essey as you're a phone poster and 10 words hurts your zoomtard brain
now keep making up things to accuse me of so I can laugh as you flail around in what you earned
>>
>still typing essays
>>
>>108312383
>>
>still larping the word essay and presenting fake reality as real
stay triggered faggot and stop showing up in /sdg/ shitposting or i'll show up again each time
>>
>he finally stops writing essays
>>
>he's still larping about essays and being a triggered troonfag
>>
>>108312334
Haoming infrequently pulls from ComfyUI, it's not like he doesn't do it but it is rare. He did it just recently in January with his "rewrite"
https://github.com/Haoming02/sd-webui-forge-classic/pull/559
>>
>>108312409
I await more melty posting from spergtroons triggered over what they caused trolling sdg daily for months
>>
>his replies get shorter and shorter
>>
>he's still triggered and whining over what /ldg/ brough on itself and earned
>blaming others and not themselves as expected
>>
>>
>quiet
>>
>>
>>108312445
oh you want more text? ok lemme load up project gutenburg to get shit to copy paste in my ai art posting I am doing in an ai art posting thread
>>
>>108312383
oh so it's n*gbo gotcha
>>
>triggered by a single word
>>
here are more of those "essay" you wanted in text
>>108312469

=====================================
+ THESE HINTS ARE ONLY RECOMMENDED +
+ FOR CHARACTERS OF AT LEAST TENTH +
+ LEVEL (THAT'S WHERE YOU'RE GOING) +
=====================================

THE ELEVATOR:
ONCE YOU GET THE BLUE RIBBON, YOU MAY
ENTER THE PRIVATE ELEVATOR. THIS
IS ON THE FOURTH LEVEL ("D") ON THE
OPPOSITE SIDE FROM THE CONTROL CENTER.
IT LEADS TO LEVELS 5-9 (A-F). LOOK
OUT, THE MONSTERS GET MUCH MORE
POWERFUL!

THE TENTH LEVEL:
TO GET THERE, FIRST GO TO LEVEL "F",
THEN FOLLOW THESE DIRECTIONS:
<RETURN> A A K D K D W W (UNTIL WALL)
D W W (UNTIL WALL), AND KEEY TAKING
RIGHT TURNS UNTIL YOU COME TO A DOOR.
GO THROUGH THE DOOR, AND HIT TWO MORE
W'S. AND..... A CHUTE.... TENTH LEVEL!

CONTRA DEXTRA AVENUE:
THE IDEA OF THIS IS THAT ONCE YOU
FINISH OFF A ROOM ON THE TENTH
LEVEL, GOING RIGHT, THEN STRAIGHT
FORWARD WILL TELEPORT YOU BACK TO
THE FIRST ENCOUNTER. SEARCH AROUND
THE REST OF THE ROOM (DON'T FORGET
THE CENTER) FOR THE FORWARD TELEPORTER.
AFTER 6 OR SO ENCOUNTER AREAS, THERE
WILL BE A ESPECIALLY LONG CORRIDOR, AND
YOU WILL FIND....

"THE LAIR OF THE EVIL WIZARD WERDNA"
THE WIZARD IS ** IN **
***************************************
** THIS IS IT!! HOW TO SLAY **
** W E R D N A ! ! ! **
** NO ADMITTANCE TO CHARACTERS BELOW **
** 13TH LEVEL!!!! TURN BACK!!!! **
***************************************

WERDNA'S LITTLE CLIQUE WILL CONSIST
OF THE FOLLOWING:
1-4 VAMPIRES
1 W E R D N A
1 VAMPIRE LORD
NOTE: VAMPIRES AND VAMPIRE LORDS ARE
"UNSEEN ENTITIES", AND WERDNA IS A
"MAN IN ROBES". GOOD LUCK....
TRY THIS BATTLE SEQUENCE:
1) FIGHT AGAINST WERDNA
2) FIGHT AGAINST WERDNA
3 & 4 - FASTEST PRIEST CASTS MABADI ON
WERDNA, WHILST THE SLOWEST DISPELLS
(TO NO AVAIL?) TO VAMPIRES
5) SPELL: ZILWAN AT THE VAMPIRE LORD
6) SPELL: TILTOWAIT - THIS'LL GET 1/2
THE VAMPIRES, AND 50% OF THE TIME
HITS THE VAMPIRE LORD.
>>
>malding
>>
guess you should have not done that months of trolling and earning this. but hey larp all you want kids i'll just show up again next time you fuck up in /sdg/ and post dumb

more text for the faggots
CUSINART - (EITHER ?BLADE, OR ?SWORD)-
DOES AMAZING DAMAGE PERIOD.

MATAMORA (WHATEVER) BLADE - IN HANDS OF
A SAMURAI, IT DOES ABOUT 100 POINTS OF
DAMAGE PER STRIKE!!

DAGGER OF SPEED - (?DAGGER) - CAN ONLY
BE USED BY A MAGE. USELESS!!! GIVES
THEM FIRST PHYSICAL ATTACK - WOW!!
ALSO RAISES THEIR AC BY 2 - STINKS!

MACE PRO POISON - (?KNOBBED STICK) -
WE'RE NOT SURE, BUT WE -THINK- THAT
"PRO" ACTUALLY MEANS "FOR", NOT
PROTECTION, AS IT DIDN'T SEEM TO HELP.

MISC ITEMS.

JEWELLED AMULET -(?AMULET) - UNLIMITED
DUMAPICS.

AMULET OF MAKANITO - (?AMULET) -
OBVIOUS, TO SAY THE LEAST!

-THE- AMULET - (?AMULET)-SEE ABOVE

RING OF HEALING - RING OF REGENERATION-
SLOWLY HEALS IT'S WEARER. ALSO EITHER
DOES A KADORTO OR A PARTY MADI.

SILVER GLOVES - (?GLOVES) - +3
GOLDEN GLOVES - (?GLOVES) - +5

THAT'S IT!!
**************************************

AND HERE'S THE ULTIMATE IN SUPER
CHARACTERS. WHEN AN ATTRIBUTE DROPS
BELOW 0, IT RETURNS AT ** 31 **
THINK OF HOW POWERFUL THIS CHARACTER
WILL BE. UNFORTUNATELY, YTHESE
CHARACTERS MUST BE SO OLD THAT THEY
WILL CONSISTANTLY LOSE ATTRIBUTES
WHEN THEY GAIN LEVELS. ON THE OLD
VERSION, YOU CAN HIT RESET AND RECOVER
YOUR CHARACTERS, 10 YEARS OLDER (SORRY
TO THE PEOPLE WITH THE NEW SCENARIOS)
FINALLY, THEY WILL GET 31'S.
UNFPRTUNATELY, WHEN ONE CHANGES CLASS,
ALL ATTRIBUTES ABOVE 18 ARE LOST, SO
YOUR CHARACTER IS STUCK WITH WHATEVER
HE GETS A 31 IN. FOR INSTANCE, WE HAD
TO PUT A 200 HP, 31 STRENGTH MAGE IN
THE FRONT! (STRIKING 1 TIME WITH A
DAGGER FOR 30 DAMAGE!)
---------------------------------------
THIS WAS ALL BROUGHT TO YOU BY:
JIM REICH - TCF369
ADAM LEVINE
KRAC-MAN
JON FELDMAN
---------------------------------------
>>
>>108312477
>still larping hard and lying still
>still pretending this isnt over trolling /sdg/ and getting what you earned
>assuming im raging in seethe and not laughing and enjoying music and watching you all do nothing but larp reality and look at the ground. do file false reports larping im off topic when my ai art posting is on topic. I just added words like the one essay obsessed anon wanted.

keep balding, malding, seething and dont forget to DIAL8
>>
>>108312311
Based. /ldg/ delenda est.
>>
is there a node that overlays bounding boxes to images along with a value? like i have some text related to the bounding boxes describing the object and i'd like it to be written inside the bounding box.
I'd rather not ask claude to produce me such a node if possible
>>
>>108312513
isn't that sorta what adetailer does?
>>
>>108312523
I'm generating the BBOX coords + values myself
>>
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>>108312528
oh i misread it as you wanting a bounding box to be made based on an object description but you want to draw a bounding box along with the value (which i assume is text) and have the text appear inside the box? (and I assume wordwrapped around the object as well)
>>
and he is gone
>>
>>108312556
yeah, I mean creating a node to do this shouldn't be hard, I was looking into what I had available and saw kjnodes has a bbox visualize node (which probably just draws the boxes) but it doesnt even accept a json, it wants torch images from what I see.
The only difficulty I forsee is the wrapping text (along with some padding) and also word-wrapping config (word truncation or any point truncation).
I thought this was a common enough usecase. I guess not.
>>
>>108312574
i think an edit model like klein could probably just do this though? tell it to draw the box around the object and add the text
>>
>>108312588
that's retarded
just draw the box and text with PIL
>>
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>once we have base to train on, loras will not comletely fuck up Zit anymore
what went wrong?
>>
>>108312795
I too would like to know this
>>
>>108312410
He'll probably merge the dynamic VRAM stuff in at some point. I've seen some complaints here, on github, and the Comfy repo is still being updated though.
>>
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>>108311929
I am using Forge Neo only. And I don't understand how people really cope with Comfy absolutely retarded UI design. I mean that shit doesn't even have hires fix.
>>
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>>108312487
>>108312474
>>108312469
Bro, bump your dead general >>108309853
Stop hiding behind /sdg/ to raid us.
>>
>>108312334
Bullshit. A1111 stalled out because he stopped publishing updates. Same as Illyasviel a year later. Glad Haoming is keeping it up with Neo.
Comfy just became so popular because he worked with SD and because everyone provided nodes exclusively for it instead of developing python modules to be independent of the UI.
>>
just a bit of banter
>>
I don't understand people endlessly talking about UIs.
>>
>>108313124
I agree with you.
>>
>>108313124
I don't agree with you.
>>
>>108312963
>I mean that shit doesn't even have hires fix.
holy brainlet
not only are there custom nodes for that it is also trivial to create, it's just a few nodes
>>
>>108313152
Show me the node that allows me to click a button when I want to upscale a gen.
>>
>>108313178
Fastbypass nodes let you with one click enable and disable other nodes for example your second pass.
>>
>>108313201
That's not how hires fix works.
>>
>>108313208
With a single click I can enable or disable it. You don't even know highres fix means a second pass.
>>
>>108313178
so your issue wasn't that ComfyUI doesn't have hires fix, but that you didn't know how to make it work exactly how you like
my workflows always hires fix, if I don't like the base gen I cancel it
>>108313208
oh, you're retarded
>>
>>108313217
Hires fix runs img2img with the same seed after an upscaling pass. Comfy can't
>>
>>108313223
oh youre just trolling kek never mind
>>
>>108313220
Eat dirt troglodyte.
>>
>>108313223
who is paying you to lie about a porn generator UI on the internet?
>>108313228
says the tard that doesn't know shit about fuck
>>
>>108313226
How do you run a second ksampler with the same seed as the previous gen? (No, fixed seed is not the same.)
>>
>>108313238
lol
>>
>>108313235
I am not lying. You are just not understanding shit. Go back to your cumfart goon
>>
>>108313238
this nigga
>>
>>108313241
You can't show proof. You lost.
>>
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>>108313238
>>
>>108313254
bwo, you can just use a random int node linked to both seeds
>>
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>>108313259
I knew it
>>
How has anon still not figured out comfy at this point keke
>>
>>108313261
holy fuck
Am I talking to absolute morons or what?
Go back and learn how hiresfix works
>>
>>108313267
explain, in detail, what you think a hires fix pass is
>>
Cumfart users are at this point completely lost in stockholm syndrome or some shit like that.
>>
>>108312963
>I don't understand
There seems to be much you do not understand
>>
>>108313278
I did already
>>108313223
>>
>someone crying at comfyui not being able to do something
>its a complete retard
every time
>>
>>108313292
Yes for instance how you made it this far on the internet.
>>
>>108313295
more detail, also why do you require the second pass to use the same seed anyway? if you explain what you think hires fix is maybe we'll understand this requirement, otherwise you've already been shown how to use the same seed in multiple places
>>
>>108313301
Says the troglodyte.
>>
>>108313316
>he doesn't know what a seed does for a sampler
>>
>>108313320
that's not an explanation, anon, we won't get to the bottom of this this way
>>
>>108313330
What bottom do you want to go? Your screenshot tells me everything I need to know that you don't understand hires fix.
What your screenshot is the same as this in Forge.
>>
>>108313338
>Your screenshot
not my screenshot
you still haven't explained what you think hires fix is
>>
>>108313338
>eurotard timestamp
ah i see the problem now
>>
>>108313347
So then where is your wf?
>>
>>108313350
where is your explanation of what hires fix is?
>>
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>>108313349
>t. has nothing to contribute
>>
>>108313355
>>108313223
>>
>>108313360
why do you NEED the same seed
what do you think hires fix is that it requires the same seed
>>
>>108313362
img2img with the same prompt and same seed after upscaler pass what else the fuck do you want to know?
>upscaler pass -> img2img gen with the same prompt + seed (including wildcards and everything else you might have in there) with added noise for details -> vae
It needs the same seed so the sampler produces a nearly same output. How the fuck is this difficult to understand?
>>
what mental illness is this?
>>
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>>108313383
>spergs
>>
>>108313338
Yes because you asked how to reuse the seed of the previous output.
>>108313380
You can hook a single seed node to multiple samplers so both will use the same seed.
>>
>>108313412
>You can hook a single seed node to multiple samplers so both will use the same seed.
You could also just use fixed seed on both ksampler nodes. But that's not what I demanded earlier.
>>108313178
Instead you always run both passes, even if you don't want to keep the result.
>>
>>108313390
clip on hair is pretty
>>
>>108313429
>Instead you always run both passes,
Not with >>108313201 if you want single click.
>But that's not what I demanded earlier.
We have shown you how to via single click enable the highres pass, ensure the seed of the second pass is the same as the first, and reuse the last seed. I don't know what else you need.
>>
>>108313380
>It needs the same seed so the sampler produces a nearly same output.
the resolution is different, even with the same seed you won't be getting "nearly same output". with SDXL just adding 8 pixels to any dimension completely changes the image
>>
>>108313448
How is the concept of a single button so difficult to understand for comfy simps?
>and reuse the last seed
i am not just fixing the seed from the last run. I am taking the seed from the metadata and img2img the image.
I can simulate the same result as hires fix in Forge with sending the generated image into img2img with sd upscale and copying the seed over.
It's exactly the same but with more steps.
An exact hires fix replacement for cumfy would need to cache the first pass image and on button send the image into a second img2img pass with a ksampler that takes the seed from the image.
>>
>>108313485
>taking the seed from the metadata
>copying the seed over
>takes the seed from the image
Why do you need to do this?
>>
>>108313454
With the same seed you also generate the same latent noise and the exact same noise that a sampler might add. Just the u-net might alter the image because the latent space gets larger (and for sdxl also tiled). That's why you control the denoiser level of the img2img to add more or less detail alteration.
>>
>>108313497
>why do you need the same seed
You back at this again?
>>
>>108313485
>I am taking the seed from the metadata and img2img the image.
there exists nodes that can read the metadata of a gen if you really wish to do it that way
>>
>>108313485
the entire workflow is in the image that comfy outputs, if you REALLY needed to you could just add a node that pulls the seed from the image when you load it and feeds it into the ksampler.
>>
>>108313511
Yeah now give a cache node that doesn't require me to upload the gen like in a pure i2i wf.
>>
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>>108313520
>>108313518
We have now established that you can do hires fix in cumfy with some spergs like loading an image. Cool. But that's not the same as a highres fix button.
>>
>>108313520
>that doesn't require me to upload the gen like in a pure i2i wf.
If you aren't running highres fix on a bunch of old gens then the prompt, seed, and other settings will already be in the workflow thus you will not have to load anything.
>>108313530
>But that's not the same as a highres fix button.
>>108313201
>Fastbypass nodes let you with one click enable and disable other nodes for example your second pass.
>>
>>108313500
>you also generate the same latent noise
same as what? the first pass? absolutely not
try it, same seed, add 8 to any dimension, you get a very different image.
>That's why you control the denoiser level
right, because if you put denoise at 1 you get a very different image even with the same seed. your reasoning for wanting the same seed for the second pass is faulty
>>
the American man says "fuck you Sony, Marathon was a failure! I lost my fucking money!". He falls to his knees and starts crying.

ltx 2.3 is pretty good, using this workflow: https://huggingface.co/RuneXX/LTX-2-Workflows/tree/main

https://litter.catbox.moe/quhjbimujdt3ftd8.mp4
>>
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>>108313536
I am not running t2i -> upscale i2i in hires fix.
Am I talking to a brick wall?
>>
>>108313530
you can open a comfy .png in notepad, it's a json.
you have like half a dozen options for keeping or reusing a seed. if you really wanted to you could add a preview node out of the vae decoder that reads the seed of the image that you just generated, you could rebuild the whole thing if you wanted too, in the same workflow with 1 click of a button.
>>
>>108313551
>same as what? the first pass?
Do you know what a random number generator is and how it uses seeds?
>>
>>108313557
>you can open a comfy .png in notepad, it's a json.
Cool story bro but I am not planning to do that.
>>
>>108313554
>I am not running t2i -> upscale i2i in hires fix.
What are you running?
>>
>>108313561
yes
do you know how the latent is created?
do you understand that if you were right changing the resolution slightly would not produce completely different images?
>>
It was potentially nsfw. I didn't see it myself and I think it wasn't.
>>
>>108310994
Of course. WAN2.2 is still getting plenty of NSFW loras, discussion and workflows. LTX is dead in the water for porn. I don't think it's going away for a long time. Wan is basically the SDXL of video.
>>
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>>108313575
>do you know how the latent is created?
With an RNG. And there's your seed. bam
>>
>>108313554
you asked how to enable a highres fix pass with one click and we showed you whats your hold up
>>
>>108313585
you completely ignored the second question, curious
>>
>>108313552
>the American man says "fuck you Sony, Marathon was a failure! I lost my fucking money!". He falls to his knees and starts crying.
What?
>>
using seeds to get the same output hasn't been relevant in a long time. it doesn't even work depending on what sampler you use. if you want the same output for upscaling, use tile control nets and adjust the strength accordingly.
>>
>>108313601
Because you completely ignored the second half of my earlier post where I explained this.
>>
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>>108313596
You showed that you don't understand shit but thanks for trying.
>>
floyd, nigga:

https://litter.catbox.moe/7uruai5hz4pf9b05.mp4
>>
>>108313615
>you don't understand shit
i mean you dont understand how to use comfy so
>>
>>108313628
your mom
>>
>>108313338
No wonder you're having trouble with this if you're unable to realize you're talking to multiple anons
>>
>>108313620
Wouldn't it be funnier if you actually worked out some new, out of the scene lyrics?
If you had an ounce of imagination in your soul?
>>
>>108313612
I didn't ignore shit, I explicitly addressed it
again, do you understand that if you were right changing the resolution slightly would not produce completely different images?
just in case you forgot you said the same seed, at different resolutions, gives "nearly same output"
>>
>>108313610
You don't want the exact same output at upscaling otherwise you could just upscale without running the whole unet again. You want to add some noise to improve details on a higher resolution. But you want the same seed to keep as much of the original composition as possible.
>>
>>108313645
figuring out the model, can it do prompt travel? like, after 3 seconds do this and this?
>>
>>108313660
Just do it and post again.
>>
>>108313652
That's why I said adjust strength accordingly.
>>
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>>108313648
fuck god are you fr nigga. Read my earlier post where I talked about what an u-net does with an increased latent space.
>>
Sudden abrupt drop in. What's the best animated ai girlfriend you can cyber sex with? Whats the best one you can get for free if there is one?
>>
europoos are a blight
>>
>>108313668
You don't need cn for that. You can but that's a completely different approach.
>>
>>108313670
you are an absolute brainlet and you are completely unable to prove your claim by just generating two images with the same seed and different resolutions
>>
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>>108313691
fuck is this
>>
>>108313688
read my earlier post then come back
>>
>>108313691
I love this, ZiB, reltively safe for work.
>>108313694
Where are your gens, anon?
>>
>>108313694
Its just a picture big dog
>>
>>108313696
done, now you generate your proof and make me look really dumb
go ahead, I'm ready to be made a fool
>>
>>108313703
why should I generate something that I never claimed you idiot
>>
>>108313682
You get more fine grain control, especially if you also adjust the denoise. Just using seeds is unreliable. I haven't seen that in any upscaling workflow in ages.
>>
>>108313680
Come on, give me an answer
>>
Imagine arguing with an autistic retard that thinks there is something special about automatic1111's hiresfix (its literally just img2img, you can look at the code).
>>
>>108313713
>>108313380
>It needs the same seed so the sampler produces a nearly same output. How the fuck is this difficult to understand?
>>
>>108313714
Like I said it's a different approach.
>>
>>108313681
Let me think, nu-retards like you are afraid to say nigger or you are afraid to kill someone.
This is why there is always a replacement for words like 'brown'.
Grow up.
>>
>>108313723
That's not the post I meant. Also why is "nearly" difficult for you?
>>
>>108313731
>Also why is "nearly" difficult for you?
HAHAHAHAHAHAHAHAHA
>>
>>108313719
Imagine being so far with autism that you fail to follow a thread.
>>
>>108313719
it's not just hiresfix, but some delusional anons think a1111/forge is magic and somehow just produces better images and will refuse to use anything.
>>
>>108313731
Grow up.
>>
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>>108313735
You ignore half of my post... again.
>>108313740
no u
>>
>>108313744
>You ignore half of my post... again.
LMAO
>>
Cumfart simping must be the worst profession one could take in this scene.
>>
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>>108313747
>displaying his inability to follow a thread
>>
>>108313744
I don't argue with retards.
>>
>>108313738
>Imagine being so far with autism
please feed your replies into a chatbot id rather read purple prose than your esl speak
>>
>>108313754
KEK
>>
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>You can just do .. and .. and then you have the same ok not exactly the same but YOU DONT KNOW SHIT MKAY
>>
just a bit of banter
>>
>>108313758
>provides proof
>>
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Jesus.
>>
>>108313220
>so your issue wasn't that ComfyUI doesn't have hires fix, but that you didn't know how to make it work exactly how you like
this nigga (me) got it exactly right from the beginning
he (again, me) must be really smart and have a big dick
>>
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Dang LTX2.3 is so annoyingly huge. Entire 12B gemma as TE? How bad is it if I run the model on q4? I have a 4070S.
>>
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>>108313776
>>108313763
>provides proof
>again
>>
>>108313777
bad, I suspect
video is out of your league, don't torment yourself
>>
I launched Comfyui easy install to find out they changed up the template for Wan2.2 I2V. How do I get the old version back, everything is hidden behind a subgraph and I hate it
>>
>>108313780
knees too weird, would swipe left
also you're a brainlet
>>
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>>108313786
>t. nogen
>>
>>108313784
Just unpack them.
>>
>>108313795
>samegen
>mangledgen
>>
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>>108313802
>t. still nogen
>>
>>108313776
It's easier to blame the tool than it is to learn how it works desu.
>>
>>108313799
Pretty new at this, you mean copy/paste them onto the main page? I guess I can look for screenshots of the old version & recreate it
>>
>>108313795
>>108313807
>complaining about "nogens"
>>108298416
>>
>>108313807
>still no easy proof
>>
>>108313739
The default noise sampler is slightly different. One of the forge variants, reforge had an option to switch between Comfy and A1111 to reproduce old seeds.
>>
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>>108313817
>t. another nogen
>>
been trying to get triton running on win10/amd, I looked at the pytorch/triton compatibility chart and made sure to install the right version (2.9/3.5) but it keeps throwing compile errors like command failed with exit code 2

AI software is some of the most fragile piece of shit I've ever seen in my life
>>
does this count as spam now?
>>
>>108313830
It's counted as trolling for the past hour or so
>>
>>108313810
Right click on the subgraph and there should be an option to unpack it.
>>
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>>108313829
never compiled it myself but
triton-windows
works
>>
>>108313829
yeah it's usually some fuck around with the lack of the "libs" and "include" folders in the embedded python.
>>
>>108313846
that's the one I'm using, it does not work
>>
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>>108313833
Hopeless trying to explain how shit works to retards. Rather.
>>
>>108313849
tried to copy them over, made to difference, it's the desktop app and it has a venv python 3.12 not embedded

it looks like it's using some cpython install it put in appdata that has the libs and includes already
>>
>>108313835
Huh, thank Anon. Looks like I might have to change my workflow a little? and still a handful of nodes I haven't seen before, I'll get used to it though
>>
>>108313829
Open the cloned repo in VScode or whatever you are using and let the ai help you.
>>
>>108313862
>it's the desktop app
Stop using this shit. Desktop is an afterthought. Portable or bust.
>>
>>108313858
all you did was put your foot in your mouth several times
>>
>>108313873
it's just a wrapper around the same thing that has it's own window so I can close my browser and save vram
>>
What does your guys storage setup look like? I'm on an NVME for my boot drive & a 512gb sata ssd for my AI shit, i'm starting to run out of space on the sata but I thought of saying fuck it and getting a 4tb hdd before they get more expensive. I've been reading and some are saying the model loading steps aren't that bad, having to wait 3 to 5 minutes for them to load initially doesn't sound too bad and loras are what, roughly 300 to 1 gig in size in the case of loras w/ high/low noise?
>>
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>>108313876
Cool story bro
>>
>>108313881
It's really bad. I don't recommend HDDs for storing models.
>>
did he post proof yet? no? curious.
>>
>>108313881
a decent hdd can do at least 10GB/min if not more
>>
>>108313891
Bad bad or moreso we've been spoiled by ssds and at the end of the day it's really w/e
>>
>>108313881
My gens became significantly faster after moving my models folder to the 1tb nvme
>>
>>108313895
just ignore him anon hes been posting the same slop and retarded opinions for months
>>
shouldnt flux klein 9b base be better than destilled? My base gens are much worst. settings?
>>
>>108313865
not interested in hallucinated "solutions"
just hallucinated women
>>
>>108313908
increase steps by 50x
>>
GOD BLESS AMERICA

https://litter.catbox.moe/cc92hzja5tys5o4p.mp4
>>
>>108313908
define "better", it loses against distilled on human evaluation because it generates more natural less aislopped aesthetic images
>>
>>108313907
Hallucinating scary stuff again?
>>
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>>108313920
id describe it as a nuisance rather than scary
>>
>>108313916
better Trump

https://litter.catbox.moe/g40dg9sljcvzwsy7.mp4
>>
>>108313934
IQ < 80.
You would be kicked out of /pol/ even.
>>
>>108313932
But a hallucination nonetheless.
>>
>>108313919
By better, I mean significantly poorer visual quality, more artifacts, washed out.
Destilled, on the other hand, spits out images that are great.
I've tried 20-50 and a few samplers. It just seems to get worse.
Because many Loras say they deliver better quality on base, I think I'm doing something wrong.
>>
>>108313936
relax anon, make more Miku:

https://litter.catbox.moe/b1diw7i2hdlw6siu.mp4
>>
>>108313945
are you using cfg 4~5?
>>
>>108313939
i wish
>>
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>>108310942
>ComfyUI LoRA Optimizer
>no DPO support
Hwell...

>>108312795
Works on my machine!

>>108313829
Don't bother trying to compile it yourself, just download the pre-compiled wheels. It's a fucking bitch-and-a-half to get everything setup properly.
>>
We need some sort of sd.cpp application to bypass the comfy shit
>>
>>108313956
sorry that is errors compiling models with triton, not compiling triton itself, I just installed triton-windows with pip
>>
>>108313956
>Works on my machine!
>a noisy image
I don't get why people still getting zit noise and accept it.
>>
File: 1749272212890853.mp4 (2.8 MB, 1280x704)
2.8 MB
2.8 MB MP4
LTX 2.3 text to video sucks but you already knew that

>>108312154
>but the coming-very-soon-TM news website has categories, tagging, modality, and searching tho. you'll like it
Neat. Props to you for working on something on your own spare time


>>108313763
you baited me with your retardation. your obsession with one particular implementation of hiresfix is retarded and if you weren't a nocoder pseud you could have just asked opus to make an instruction-identical implementation of it in the form of a comfy node but I guess shitting up the thread with hags and seething is easier so you chose that path instead
>>
When ready

>>108313977
>>108313977
>>108313977
>>108313977

When ready
>>
>>108313975
Cry a river, pedo
>>
>>108313908
Use base with the speed lora.
>>
https://www.reddit.com/r/StableDiffusion/comments/1rn3fjv/for_ltx2_use_triple_stage_sampling/
>>
https://files.catbox.moe/pr3ukj.mp4
>>
>>108313956
knight of jen blesses us again



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