Thread #108681463
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Discussion and Development of Local Image and Video Models
Previous: >>108679668
https://rentry.org/ldg-lazy-getting-started-guide
>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP
>Checkpoints, LoRAs, Upscalers, & Workflows
https://civitai.com
https://civitaiarchive.com/
https://openmodeldb.info
https://openart.ai/workflows
>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/kohya-ss/musubi-tuner
https://github.com/tdrussell/diffusion-pipe
>Z
https://huggingface.co/Tongyi-MAI/Z-Image
>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/
>Qwen
https://huggingface.co/collections/Qwen/qwen-image
>Klein
https://huggingface.co/collections/black-forest-labs/flux2
>LTX-2
https://huggingface.co/Lightricks/LTX-2
>Wan
https://github.com/Wan-Video/Wan2.2
>Chroma
https://huggingface.co/lodestones/Chroma1-Base
https://rentry.org/mvu52t46
>Illustrious
https://rentry.org/comfyui_guide_1girl
>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Img2Prompt: https://huggingface.co/spaces/fancyfeast/joy-caption-beta-one
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/ldgcollage
>Neighbors
>>>/aco/csdg
>>>/b/degen
>>>/r/realistic+parody
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg
>Local Text
>>>/g/lmg
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
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>mfw Resource news
04/24/2026
>MAI-Image-2
https://playground.microsoft.ai/chat
>ComfyUI-NAG-Extended: NAG support for Flux 2 Klein and Anima
https://github.com/BigStationW/ComfyUI-NAG-Extended
>UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image Detection
https://github.com/Zhangyr2022/UniGenDet
>VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution
https://github.com/EternalEvan/VARestorer
>Sapiens2
https://github.com/facebookresearch/sapiens2
>Vista4D: Video Reshooting with 4D Point Clouds
https://eyeline-labs.github.io/Vista4D
>Pre-process for segmentation task with nonlinear diffusion filters
https://github.com/cplatero/NonlinearDiffusion
04/23/2026
>ParetoSlider: Diffusion Models Post-Training for Continuous Reward Control
https://shelley-golan.github.io/ParetoSlider-webpage
>DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion
https://github.com/Adamlong3/DynamicRad
>Normalizing Flows with Iterative Denoising
https://github.com/apple/ml-itarflow
>LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
https://github.com/inclusionAI/LLaDA2.0-Uni
>Illustrious XL & NoobAI-XL Style Explorer
https://github.com/ThetaCursed/Illustrious-NoobAI-Style-Explorer
>AI Model & ‘MAGA’ Influencer Emily Hart Unmasked as Indian Man
https://www.yahoo.com/news/articles/ai-model-maga-influencer-emily-091 027504.html
04/22/2026
>Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models
https://github.com/cvims/EMBEDDING-ARITHMETIC
>Denoising, Fast and Slow: Difficulty-Aware Adaptive Sampling for Image Generation
https://github.com/CompVis/patch-forcing
>TS-Attn: Temporal-wise Separable Attention for Multi-Event Video Generation
https://github.com/Hong-yu-Zhang/TS-Attn
>AnyRecon: Arbitrary-View 3D Reconstruction with VDM
https://yutian10.github.io/AnyRecon
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How is WAI v17? v14 was good, v15 was ass and v16 was good again, don't know what to expect
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>mfw Research news
04/24/2026
>AttentionBender: Manipulating Cross-Attention in Video Diffusion Transformers as a Creative Probe
https://arxiv.org/abs/2604.20936
>KD-CVG: A Knowledge-Driven Approach for Creative Video Generation
https://kdcvg.github.io/KDCVG
>Linear Image Generation by Synthesizing Exposure Brackets
https://arxiv.org/abs/2604.21008
>Exploring the Role of Synthetic Data Augmentation in Controllable Human-Centric Video Generation
https://arxiv.org/abs/2604.21291
>AttDiff-GAN: A Hybrid Diffusion-GAN Framework for Facial Attribute Editing
https://arxiv.org/abs/2604.21289
>Projected Gradient Unlearning for Text-to-Image Diffusion Models: Defending Against Concept Revival Attacks
https://arxiv.org/abs/2604.21041
>Sparse Forcing: Native Trainable Sparse Attention for Real-time Autoregressive Diffusion Video Generation
https://arxiv.org/abs/2604.21221
>StyleVAR: Controllable Image Style Transfer via Visual Autoregressive Modeling
https://arxiv.org/abs/2604.21052
>Building a Precise Video Language with Human-AI Oversight
https://linzhiqiu.github.io/papers/chai
>Seeing Isn't Believing: Uncovering Blind Spots in Evaluator Vision-Language Models
https://arxiv.org/abs/2604.21523
>ID-Eraser: Proactive Defense Against Face Swapping via Identity Perturbation
https://arxiv.org/abs/2604.21465
>When Prompts Override Vision: Prompt-Induced Hallucinations in LVLMs
https://pegah-kh.github.io/projects/prompts-override-vision
>Seeing Fast and Slow: Learning the Flow of Time in Videos
https://seeing-fast-and-slow.github.io
>Addressing Image Authenticity When Cameras Use Generative AI
https://arxiv.org/abs/2604.21879
>Multiscale Super Resolution without Image Priors
https://arxiv.org/abs/2604.21810
>Prototype-Based Test-Time Adaptation of Vision-Language Models
https://arxiv.org/abs/2604.21360
>Latent Denoising Improves Visual Alignment in Large Multimodal Models
https://arxiv.org/abs/2604.21343
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>>108681563
I was only making loras for autismmix and illustrious back in the day because I found civitai exploit for infinite buzz and used it for training, then they cucked out and you had to pay for buzz so I don't have computing power to train a model
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>>108681584
i like the eyes
>>108681586
>train a model
mixing is not training, its just mixing models together. which is what wai is. a mix.
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>>108681517
they are hoping for a fat exit by adobe, nvidia or some other big tech company once they become the established ai/creative tool
thats why they are desperate for useful idiots to promote them so they can eventually do a rugpull
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ACEStep cpp just got a massive upgrade to sound quality bros. This is HUGE for local music. The turbo model, which is the most creative out of the box and arguably the best version (though its quality sounds so poor we usually have to go to SFT for more fidelity), now just got an upgrade.
From the ACEStep cpp dev himself
>DCW mode = Double
>DCW scaler = 0.05
>DCW high scaler = 0.05
>It brings out all those mid and upper mid frequencies that we didn't have in Turbo. It's amazing!
>It offers the fidelity of SFT with the purity of Turbo.
It also got a recommendation directly from Junmin Gong himself, so that's how you know this method is good.
For the guy who kept complaining about "synthetic" sounds before, here you go. Note I can now notice a massive different in sound quality with a pair of IEMs.
Hear the difference:
Before:
https://vocaroo.com/1omPU2Mdpna9
After:
https://vocaroo.com/1a4VSBjqkuSX
Before:
https://vocaroo.com/19L6rwBSBNtK
After:
https://vocaroo.com/14hih0IkzofF
In the after I also changed the VAE to scragnog's VAE for maximum sound quality. This is insane. Hopefully if you wrote it off before, you think twice about it now. Retesting my LoRAs (which are way better and more accurate on Turbo than SFT when trained on base, because the instrumental range of Turbo is very good).
Also, unlike the previous ACEStep version, I am convinced this one just needs good prompt engineering to get just about any kind of song.
Here's an example gen from my first attempt at cinematic type storytelling song, the type you only seen on no-no datasets from possibly commercial models. Ignore the lack of lyrics sync between male/female vocals, I did not include it in the lyrics, but alignment is much better in different seeds, but this gen shows its capabilities.
https://vocaroo.com/1k678M6RdWPI
Notice it mispronounces "wild". A shortcoming of Turbo (just like on earlier Suno versions), but that is fixed when spelled phonetically "wyld".
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So about dataset curation for Anima realism lora, does anyone know a good place to get high quality NSFW images?
As you know most NSFW images in the internet are compressed jpegs, some are OK and usable in terms of quality, but most suffer from the "low quality look", going as far as easily visible artifacting in some.
Unfortunately many CDNs using webp BS for delivering images only made this problem worse. (I know webp supports higher quality and lossless modes, but literally every website I've seen delivers webp images in garbage quality. And stripping webp from accepted formats in http headers either get ignored or CDN converts that webp again to jpeg, delivering even lower quality.)
I did not have too much luck with torrents neither. There are torrents for "high res" porn images, but these are typically saved roughly same jpeg quality as their low resolution counterparts. I am not sure if downscaling a low quality image to training resolution vs having low quality image at the training resolution already meaningfully makes up for it. From my brief experiments resampling these images, it doesn't seem to help.
And OF leak type of content might be the most unusable in terms of quality.
So in case there is confusion I don't need lossless pristine pngs shot with 10k cameras. But I am dissatisfied with the general quality of NSFW images. The qwen vae, while much better older than vaes like SDXL, doesn't preserve as much quality as Flux2 vae, so in effect these images will get significantly compressed again. I would rather work from a high quality baseline for the best results.
This question also applies to SFW images to some degree, but it is a lot easier to get your hands on high quality SFW images than NSFW.
Any ideas anons? I skimmed through my stash and grabbed images with least worst quality among them, but I am not particularly satisfied about the average quality.
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>>108681724
Using API models like GPT Pro is fine. API is clear that it's API. ComfyUI larps as 'open' and 'local' and does more damage to the local ecosystem by shoving API ads everywhere. Comfy should've said no to WAN selling out to API and refused to integrate their API slop into the UI.
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>>108681751
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Does anyone else feel a bad sensation in their stomach when they open Comfy? It's impossible to look at a node without feeling stupid or like they're playing with me or like I'm being treated as a product.
Fuck Comfy
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>>108681761
>type first few letters of a node i want
>click random one while i was distracted by shit on my second monitor
>notice it was yellow and realized it was an api node
>deleted it and added the correct node
to date that has been my experience with the comfy api ecosystem. if anything comfy does more harm to api.
you have this great ui that lets you do whatever the fuck you want, why you would waste your time fighting with google or openai?
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>>108681770
what type of women do you want to see?
>>108681813
lol
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>>108681721
Assuming noticeably low quality jpegs (<80 quality) it probably doesn't matter at all for anything older than Flux unless extremely low quality, and matters noticeably for Flux 2. Anima probably sits somewhere in between.
Maybe it doesn't change much at low rank loras, and/or loras where texture detail doesn't matter as much but it should matter for higher rank loras. GIGO after all.
>>108681778
I expected this to be answer but figured it wouldn't hurt to ask..
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>>108681798
Doesn't look like yogurt.
>>108681820
Where did his lower legs vanish to?
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>type first few letters of a node i want
>click random one while i was distracted by shit on my second monitor
>notice it wasn't yellow and realized it was a localslop node
>deleted it and added the correct node
to date this has been my experience with the comfy api ecosystem. can comfy just remove these bloat local nodes already? who gives a shit about latentx32 or vapeencode or whatever this babble is? it's not needed anymore and gets in the way of google and openai
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>>108681551
>it's real
Woohoo, new version to try out!
>Regarding model updates: I create models purely as a hobby, not as my main job. So I work on them in my spare time, and the update frequency depends on my availability. Recently, my computer suffered hardware damage—both the GPU and hard drive were affected. As a result, updates will likely be slower for quite some time. Thank you for your understanding.
Oof
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>>108681830
facts
>>108681832
some people are paraplegic, dont be racist now
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>>108681820
>>108681851
Why are you posting cloud gens here
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>>108681699
This. What the fuck. Once again, >>108681683 ACE-shill anon get your damn ears checked.
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>>108681903
Spider sama was bitten by radioactive salaryman
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>>108681882
yes
>>108681884
im using a magic workflow that doesnt require a model
>>108681899
lmao
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Why the fuck is "playtime_ai" account banned from everywhere?
He makes good video loras, and they're not even that spicy.
Anyone knows if he saves his loras somewhere? he's banned from civitai, hf and reddit apparently.
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>actually using cumfytroonUI, ever
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>>108681997
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>>108682057
>porn is illegal in Chink land
and twitter is illegal but that doesn't prevent Alibaba and Tencent to have an account with it, the CCP doesn't care about the law when it comes to big chinese companies, as long as they're dunking on the western dogs!
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>>108682057
>You do know that porn is illegal in Chink land, yes?
Honestly no, I don't know what those commies are up to however my point stands just replace china with some other country that doesn't give a shit.
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>>108682001
nta but most people who gen are probably training anima or testing anima workflows. it's a fun little model.
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>>108682134
>I can't believe we're missing out on all the good tiny cocked chink porn.
there's a lot of "chinese lezdom" porn in the internet though, just saying
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>>108682163
you didn't move on you're still lurking on a local thread, if you truly moved on you would be posting images here instead >>108653190
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>>108682028
https://mega.nz/file/4MV3SBhB#n1rGqISBOMr3R-2uv4dtQ26SZdACKXPGYDZEWMFS 20s
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>>108681683
Anon there is still that metallic sound behind, I have a headphone, I can hear it.
It's better than anything else we have on local, but I won't pretend it's old udio level at all.
I wonder if it's just an issue of training with low bitrate, because low quality mp3 can sound like that.
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>>108681699
Tbh these results are pretty good for no LoRA whatsoever. Now the model just needs to be polished a bit more to be more clean with composition/structure and it'll be perfect. Maybe not commercial ready yet, but so damn close that perhaps something like https://github.com/entrepeneur4lyf/Web-Audio-Mastering
with right settings would be a enough to catch up.
https://vocaroo.com/1iyV4A0yXbnL
In this case the prompt was
>A high-energy J-Rock comedy track with a "bratty" punk aesthetic. The instrumentation features a fuzzy, distorted electric guitar playing fast power chords and a driving "four-on-the-floor" punk drum beat. The emotion is feisty, annoyed, and humorous. The timbre is sharp and bright, featuring a "pouty" female vocal delivery with a heavy Katakana-English accent.
Maybe that "distorted" part makes it sound a bit more fake.
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>>108682172
thank you anon i love you
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fun ltx 2.3 lora: https://civitai.red/models/2553102/editanything?modelVersionId=2869279
workflow: https://huggingface.co/RuneXX/LTX-2.3-Workflows/blob/main/Video-2-Vide o/LTX-2.3_-_V2V_Video-Edit_remove_a dd_replace_restyle_EditAnything-Lor a.json
prompt: remove the flying object on the right.
https://litter.catbox.moe/8wizzofy6zzhk38h.mp4
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>>108682217
she seem sassy alright
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that comparison is quite brutal when you think about it, I knew Z-image turbo looked flat but I didn't know why exactly, seems like it's unable to create real depth and angle, it looks so boring and fake compared to the left image
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>>108682275
Why aren't you using the gen from anon that proved you just suck at prompting >>108681337
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>>108682217
>she looks like somebody just told her that women are weaker than men.
i snortled
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>>108682290
>>108682304
bruh it still gets mogged what are you talking about?
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>>108682188
Voices sound natural, not robotic at all anymore.
Sound quality is just a touch below commercial (needs mastering).
This is like calling images shit because they need to be upscaled. It will only get better from here. The community will find workflows to make it all better. In fact, if you truly cared, you would try the model out yourself, and attempt to improve its sound quality to sound "natural" with a DAW as you claim.
I think it's just a small percentage of selective users who mind such purported differences, because it's extremely hard to notice unless your focus is not enjoying the song itself, but to nitpick. Idk about you anon, but I'm excited about it actually being able to match Udio's output on good seeds/prompts in terms of composition ability, with the voices sound just as natural (though still not entirely as good as Udio out of the box, but that's because Udio is an obviously bigger model). I think with all these improvements for V1.5, it's obvious V2 ACEStep will match or surpass Udio.
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>>108682290
the idea is to criticize anything ldg uses anon, any local model is bad, anyone working on models or loras are bad, any local ui is bad, even the api bullshit stuff is here to play both sides to rill people up
if you don't see the trolling, it's on you at this point
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>>108682284
>>108682322
>this makes a lot of sense actually
do you think the jannies will agree with you?
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>>108682335
you are in a cult, if you can't accept the fact that we're still far away from API then you need to get your eyes and head checked >>108682312
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>>108682350
and that's a bad thing, as the localkeks can't stop saying, "local is good because it can do coom", I'm not seeing the coom potential in the right image at all
>>108682355
how do you know they're not here?
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>>108682326
Because
>it sounds like shit due to (insert extremely niche schizo artifact here), therefore its unusable
Is invalid criticism. Listen to ACEStep V1 again (how lame and robotic that sounds), listen to V1.5 before XL, then listen to XL before the improvements. The improvements are insane, and you're pretending Udio/Suno or whatever model still has moat. Anon, I wouldn't be using this model nor care about it if Udio or Suno were local. They're not, so we have to appreciate the only options we have. And it's improved enough to make meme songs that sound like they were made by a human and not a robot, which was Udio's biggest perk.
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>>108682314
>Voices sound natural, not robotic at all anymore.
You can't be serious.
The rest is you answering claims I didn't make. Of course I'd be happy if v2 sounds natural and good, but I won't pretend current release sounds anywhere as good as you claim it to be. I have ears, and I'm not even that hard to please, I'm not some elitist audiophile or anything.
I don't think you can improve on the CURRENT base model because it's flawed, and until they release a new one, we are just using artifices to hide its flaws.
Doesn't even mean it's unusable, I'd probably use it to make purely instrumental tracks, where it's less glaring to hear for me.
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>>108682361
prompt is from some real photo, blasting trough old list
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>>108682380
>another wall of text
you'll never make it, or else you fix your shit or else you'll end up in the forgotten land, there's other people in the line that'll gladly take your place, nobody care about losers, so be a winner or be a nobody
https://www.youtube.com/shorts/b1YBSvXKeIE
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>>108682376
holy shit it can do her?? they're in big trouble lmao
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>>108682427
https://simpcity dot cr/threads/higgsfield-prompts.887642/page-18
Prompts in there
Looks like safety filter is basically broken on higgsfield and minor celebs go through as well
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>>108682381
Right, so you're just a troll. What you're making is not even a reasonable comparison. You're comparing a local model to the best commercial model. Not even Suno because you know that sounds like shit.
>Hurr durr the best cloudshit has to offer is better than the best local has to offer
The argument is disingenuous.
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>>108682468
>lalalala I'm not hearing anything I won't listen to your advice!
then we won't listen to your "songs"
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combining chrischan and basedjak loras with this would go so hard
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>>108681551
YA YA YA YA YA YA YA YA
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>>108682528
>combining loras
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>>108681504
use DPM++ 2S Ancestral with Simple or Flux.2 Scheduler
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>>108682531
>I'll go give my data
if by "my data" means "my words" then you're already giving your data in 4chan at this exact moment, your sentences are being scrapped by LLM companies as we speak and they'll be trained on it, do you see how retarded you sound?
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>>108681575
>why are these made
now you understand why debo has a rentry, this guy is ubnoxious as fuck
https://rentry.org/debo
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>>108682446
Can't view without account, they apparently nuked my old account for no good reason, and sign ups are closed.
I know no one likes a beggar, but would copy pasting relevant content to a pastebin somewhere be too much trouble anon?
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>>108682560
https://www.reddit.com/r/StableDiffusion/comments/1suu8p2/something_bi g_is_coming/
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>>108682572
they have way more interesting conversations than here desu
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>>108682370
>dlss 5 OFF
>>108682615
>dlss 5 ON
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>>108682615
peach vanished
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>>108682284
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>>108682641
>the cool frog
>the crying gay guy
but frogs are gay anon
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>>108682655
>why is ltx so weird?
because of the jews (unironically)
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>>108682673
>blurry analog realism
bruh even the APIkeks are guilty of this
>>108681653
>>108681820
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>>108682550
Here you go anon
https://rentry.co/rhk24ycs
Very annoying to do. Couple of new videos in there and prompts for the other 3
Another poster was complaining about losing all his money trying to get past the filter tho so I'm not vouching for this shit or anything. Higgsfield as quite sketchy from what Ive seen on xitter
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>>108682673
LOOOOOOOOOOOL
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>>108682617
>>108682620
why do you think we live rent free
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>>108682589
The plebbitor is right. That and there's actual paid API shills here. They can't stand local progress, they are absolutely seething about it. When local does make progress, they must flood with FUD and spam to make it seem like their insignificant models are simply the best. Notice the flood of API shills here.
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>>108682798
butt
>>108682789
>what progress bro?
they released an api node for gpt image 2, so now you can gen api images locally
https://blog.comfy.org/p/gpt-image-2-is-now-here-via-partner
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How many images do you usually gen per batch?
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>>108682554
Yeah, I just found that one amusing. It took a surprising number of additional rolls to get one without distracting issues. Actually, her left thigh is still fat/misaligned here, now that I look.
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>>108682873
>attempt ot implement multigpu but seems they are failing at it
what? multigpu already exists (and it's broken because of the dynamic vram shit though)
https://github.com/pollockjj/ComfyUI-MultiGPU
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>>108682928
1girl, saber alter, fate \(series\), as109, flat chest, choker, bikini top, nightclub, bar, boots, sitting, leaning back, feet up, feet on table, crossed ankles, looking at viewer, serious, (coca-cola:0.5), drinking, holding bottle
I threw it at WaiAnima with Turbo lora too to see what would happen. Decent, but stylemogged by Wai-Illu.
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>>108682237
remove the man on the left in the black jacket.
https://litter.catbox.moe/6gn3085ox6ex7kxz.mp4
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>>108681546
>>108681557
thanks!