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File: a3a.gif (2.59 MB, 165x321)
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Discussion and Development of Local Image, Video, and Music Models

Previous: >>109496290

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
SDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineage
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, & Upscalers
https://huggingface.co/models
https://huggingbay.xyz
https://civitai.com
https://civitaiarchive.com
https://openmodeldb.info

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

>Minimax H3
https://huggingface.co/Comfy-Org/MiniMax-H3

>Krea 2
https://huggingface.co/krea/Krea-2-Raw
https://huggingface.co/krea/Krea-2-Turbo
https://lumenastrum.github.io/clio-style-preview/gallery/

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/
https://animadex.net

>Klein
https://huggingface.co/collections/black-forest-labs/flux2

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/ldgcollage_v2

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

>Local Text
>>>/g/lmg
>>
do not reply to this thread

this is a troll bake

[ALARMING NEWS]
>>
File: file.png (281 KB, 600x496)
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Why i cannot gen in 1.5 in ref model without get this shit
>>
>>109498215
Holy shit! Is that real?
>>
>>109498225
sad little man hates local diffusion cats dancing
>>
>>109498230
>sigmas
>>
>>109498251
It seems is a bug of comfy, i get OOM if spectrum node is not active with sage attention, and if is active, then the sampler do something weird but ends with that noise instead of gen... now I'm genning in very low speed with 20 steps, in 1.2 mp. I think the ref model need more VRAM than the regular model.
>>
>mfw Resource news

08/08/2026

>Kijai: MiniMax H3 Ref Lora Rank 256 bf16
https://huggingface.co/Kijai/MiniMax-H3-experimental/tree/main/loras

>MiniMax H3 at native fp16 on pre-bf16 GPUs (V100 / Volta)
https://github.com/Amduraznak/minimax-h3-fp16-fix

>Cosmos3-Nano-WebUI: Self-hostable API + Web UI for Cosmos3-Nano quantized fp8 and nvfp4 checopoints
https://github.com/fengwang/Cosmos3-Nano-WebUI

>R9700 AI Pro — ComfyUI / MiniMax-H3 speed patches
https://github.com/charlie12345/R9700AIProComfyUIPatch

>MiniMax-H3-Pruned-GGUF
https://huggingface.co/Abiray/MiniMax-H3-Pruned-GGUF

08/07/2026

>OpenLayer v0.13.0-alpha — ComfyUI in Photoshop, free and entirely local
https://github.com/MehranMarxian/OpenLayer/releases/tag/v0.13.0-alpha

>LIGHTX2V 4-step Turbo Minimax H3 lora
https://huggingface.co/lightx2v/Minimax-h3-Turbo

>LIGHTX2V MiniMax-H3 T2VA Prompt Rewriter LoRA
https://huggingface.co/lightx2v/MiniMax-H3-Prompt-Rewriter-LoRA

>Sage Ready: Local-only installer and readiness checker for SageAttention
https://github.com/CosmicFungi/Sage-Ready

>Wan 2.2 Animate 2 14B
https://huggingface.co/Wan-AI/Wan2.2-Animate-2-14B

>MiniMax-H3 FL2VA — MLX-Serve, 2-bit text encoder / 4-bit DiT
https://huggingface.co/antocorr/MiniMax-H3-FL2VA-MLX-Serve-2bit-text-encoder

>H3 Motion Context: Clip chaining for MiniMax H3 in ComfyUI
https://github.com/NikoDemon80/ComfyUI-H3-Motion-Context

>ComfyUI MiniMax H3 FirstBlockCache
https://github.com/duckyshell/ComfyUI-MiniMaxH3-FirstBlockCache

>KVAE: Family of Tokenizers for Multimodal Generative Models
https://github.com/kandinskylab/kvae

>Energy-Guided Flow Matching
https://github.com/ysng123/EG-FM

>VideoArgus: Agentic Rubric-Grounded Unified Evaluation for Video Generation and Editing
https://zzzmyyzeng.github.io/VideoArgus

08/06/2026

>Flash-VAED: Plug-and-Play VAE Decoders for Efficient VidGen
https://github.com/Aoko955/Flash-VAED

>(preview) MiniMax-H3 Turbo LoRA
https://huggingface.co/larryvrh/MiniMax-H3-Turbo-Lora
>>
>mfw Research news

08/08/2026

>Visual Representation Matters: Exploiting Temporal Differences in Video-to-Audio Generation
https://arxiv.org/abs/2608.04902

>Coherence-Oriented Dream Scene Visualisation
https://arxiv.org/abs/2608.05233

>Innocent Panels, Hateful Stories: Evaluating and Detecting Hateful Intent in Multi-Turn Visual Story Generation
https://arxiv.org/abs/2608.05210

>GSTEP: Global Spatio-Temporal Density-Driven Visual Token Pruning for Efficient Video Large Language Models
https://arxiv.org/abs/2608.03083

>IRIS: Visual-Semantic Binding for Forgery-Resistant Watermarking of Diffusion Images
https://arxiv.org/abs/2608.03539

>Geometry-guided Emotion Modulation for Controllable and Photorealistic Emotional Talking Face Generation
https://arxiv.org/abs/2608.00663

>A Paragraph is Worth a Thousand Captions: Rethinking Text Supervision for Vision-Language Retrieval
https://arxiv.org/abs/2608.05260

>Evidence-Driven Dynamic Visual Selector for Efficient Long Video Understanding
https://zhangbo135.github.io/EviSelect

>Progressive Decision-Making for Localizing Open-Ended AI-Generated Image Forgeries
https://arxiv.org/abs/2607.29156

>GeoMAR: Unleashing Geometrically Aligned Features for Masked Autoregressive Blind Face Restoration
https://arxiv.org/abs/2608.03923

>WorldClaw: Agentic 3D Open-World Generation at Scale
https://arxiv.org/abs/2608.05248

>UHP Detection: LVLMs have their Unique Hallucination Pattern in the Consistency Space
https://arxiv.org/abs/2608.03817

>Heterogeneity-Aware Microscaling for Efficient Low-Bit LLM Inference
https://arxiv.org/abs/2608.03867

>Caved or Convinced: Temporal Sampling Gates Claim Deference in Video Large Language Models
https://arxiv.org/abs/2608.03160

>Attention is Case-Sensitive
https://arxiv.org/abs/2608.03711

>In-Context Collapse in Vision-Language Models and How to Mitigate it?
https://arxiv.org/abs/2608.02830
>>
>>109498309
>>109498313
thanks!
>>
I guess the character swap works reasonably well if you provide enough pictures for it. Didn't realize you could link the iamges from different angles and make it understand it as one subject.
>>
Anima 2B Style Explorer has a new website since his github got banned.
https://animastyles.thetacursed.com/
>>
>Use Picture 1 as the exact character identity reference for AVGN. Extract the vocal timbre, frequency, and speech pattern from Audio 1 to build a voice clone.

https://files.catbox.moe/k8s55f.mp4
>>
3090 280w powerlimit, 128gb ddr4, win 10, latest pytorch for sage 2.2, triton, default spectrum, int8cr, i2v 0.4MP 20 steps takes ~330s for 10s, and ~595s for 15s on a machine where im using hardware accelerated browser, youtube, and have other things in the background.

Some basic findings from my limited testing for realism:
1. 0.3MP is minimum, at least 0.4MP recommended, go as high as you can
2. For more natural and realistic movement, it's better to go 10-15s of 0.4MP than high MP at <10s
3. Get highest quality images as possible as input obviously, photoshop, upscale, color correct if really needed
>>
Pick out some clothes, throw everything into a single image. I managed to fit 9 different pieces together Tetris-style, and it works perfectly.

Now I can put together whole outfit sheets however I like. nice
h3 wins
>>
File: 2.png (2.07 MB, 2560x1600)
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>>109498325
This, it's too powerful. I used picrel at full res and the gens were literally never missing a thing
>>
>>109498400
to get camera cuts reliably just use timestamps.

Use Picture 1 as the exact character identity reference for AVGN. Extract the vocal timbre, frequency, and speech pattern from Audio 1 to build a voice clone.

0-4 seconds: The setting is living room with a wall with several retro game consoles. AVGN is wearing a white collared shirt that is unbuttoned with a black tshirt underneath, sitting on a couch in the room. AVGN says "Have you seen that piece of shit from open AI? Holy shit, what a cock sucker."

4-6 seconds: a closeup view of a CRT computer monitor with a picture of <image 2>

6-10 seconds: close shot of AVGN. he says "first he buys all the RAM to cause price increases, and then he does fuck all with it! What a piece of garbage.", and gives a thumbs down.

10-15 seconds: wide shot of AVGN sitting at a computer. AVGN says "Sam, you're a piece of shit, China has you by the balls. I hope you kill yourself soon cause then you can do SOMETHING people like." and gives a thumbs up.
>>
>>109498413
proof?
>>
>>109498413
yeah I immediately thought of character sheets.
>>
>>109498413
>mfw you need to generate your own character sheet for your character before even starting
>>
>>109498440
Or you could train a lora. Which do you prefer?
>>
>>109498440
Or you could stop being a whiny faggot. Which do you prefer?
>>
>>109498347
>his github got banned
why?
>>
>>109498413
great idea
>>
>>109498400
for once a gen of someone saying profanities is in character
>>
>>109498449
Nah I'll keep at it
>>
>>109498440
Can Qwen Edit or whatever use >>109498413 as a template and use your 1girl to make the sheet?
>>
>>109498413
>overwatch slop
I think we got enough of that
>>
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lingbotbros...
>>
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>>109498454
>>109498428
You'll likely want to keep the sheet in full res, and manually donwscale other refs you'll be using with nodes.
>>
File: output.mp4 (1.94 MB, 1152x736)
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1.94 MB MP4
Coomer posting
>>
is a character turn-around a better ref than a single shot? it doesn't confuse the ai?
>>
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>>109498413
>>109498464
ai overwatch porn is Aryan
>>
>Go to int8 for text encoder
>generation time cut in half
I'm so fucking mad at myself right now
>>
File: MiniMax_H3_00027.mp4 (3.53 MB, 1856x1344)
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3.53 MB MP4
twu
>>
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>>109498506
you.. weren't using nvfp4 this whole time?
brother what the fuck have your s/it been like?
>>
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
>>109498490
noted
>>
>>109498514
I was using that and went up to int8 convrot and my generation time got cut in half, I wasn't expecting it to actually fit but it does
>>
>>109498530
you must have 32GB vram then
>>
Does anyone else find that prompt adherence and motion are just straight up better in i2v over ref2v? I obviously want the flexibility and power of ref2v, but I'm taking my r2v prompts that only need one image and kludging them as i2vs and the outputs consistently get more of the details right.
>>
>>109498537
Yeah but comfy ui is still not using it, I'm trying to figure out why it's only using 21 and using 80% of system ram and swap memory
>>
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>>109498530
>>109498537
or he's just not on the 5000 series
had to get my clussy gf to explain the situation
>>
>>109498543
They quite literally stated this in their AMA, the ref2va model is slightly worse generally compared to I2VA, probably BECAUSE of how many more inputs it supports
>>
>>109498514
Ok am I being a gigantic faggot and doing something wrong here, NTA but I am pretty stupid, has something been released that is better than this for 16 gb vram
>>
>>109498545
No I'm on a 5000 series card, I don't know why but I'm getting better speeds the above anon is right, problem is my hardware is not being fully used which is confusing.
>>
>>109498544
nta but I've been using int8 qwen this whole time on my 5080 (128 RAM).
>>
File: MiniMax_H3_00066_.webm (3.32 MB, 864x480)
3.32 MB
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How the fuck are you fags still trollbaking?
>>
>>109498567
kek
>>
>>109498567
that's me
>>
>>109498567
how did you get this image of me
>>
>>109498567
>no 1girl, big boobs
phew, almost got me
>>
>>109498215
This is the most furious cat face. If you know cats, this is the face they make when they're performing their most furious kind of threat display. It's unnerving
>>
>>109498545
I'll dl the int8 text encoder and test that
>>
until now I never even tried negative prompting out of habit but goddamn it works, it even works to counter-preempt the stuff it will throw in on its own for flavor
>>
File: MiniMax_H3_00358_R.mp4 (2.59 MB, 832x1280)
2.59 MB
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>>109498567
literally me
>>
> I tried out h3. My SpongeBob x Family Guy crossover is the best thing I've ever created in my life. I have to share this on Reddit. the world has been waiting just for me.

When is this going to stop? There will always be the next idiot who thinks he's created something of value for humanity.
>>
>>109498616
Did you just put negative instructions in the detailed_description?
>>
>>109498502
especially futa version
>>
I didn't prompt nipples... Horny ass model. https://files.catbox.moe/qbda70.mp4
>>
>>109498623
I was told I was a schizo for posting something out of the ordinary on the subreddit. I was shocked, but now I am kind of proud.
>>
>>109498624
no just the description, I'm making a montage so I want it to change on every shot
>>
>>109498621
Why a fat negress though
>>
>>109498623
A lot here arent that different than normies, they are just the failed, autistic version of the normies, instead of preddit chungus family guy meets walter white, you see low IQ brown celebrity worship or the most generic vocaloid tranime for retards.
>>
https://i.4cdn.org/wsg/1786201914607922.mp4
>>
>>109498623
He doesn't care, he just wants attention
>>
>>109498682
Turbo lora ear rape
>>
>>109498669
>t. not White
>>
>>109498636
perfect.
>>
>>109498693
We don't sign our posts here
>>
>>109498648
>>109498616
What do you mean by negative prompting, like "don't use this or that". Aren't LLMs notorious for using that as a positive ignoring the don'ts?

Or is there a new NAG node somewhere?
>>
>>109498700
Correct, the sign was about who you are.
>>
File: MiniMax_H3_00072_.webm (3.82 MB, 864x480)
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3.82 MB WEBM
Posting in a shitty troll bake thread.
>>
should i enable fast fp16 accumulation in h3?
>>
>>109498702
yes they are which is why I never even thought to try
>>
>>109498691
It's not turbo though?
>>
File: MiniMax_H3_00360_R.mp4 (3.87 MB, 832x1280)
3.87 MB
3.87 MB MP4
>>109498669
shes hot
>>
>>109498706
you're brown
>>
>>109498716
how the fuck did you get them that jiggly
>>
>>109498719
>no u
Stellar proof that you are low IQ, thanks for conceeding.
>>
>>109498716
indeed
>>
>>109498716
I now understand why my ancestors did what they did
>>
>>109498726
Seconding this. I've been bashing my head against the wall trying to make tits not bolted on and eventually just gave up
>>
>>109498745
Your ancestors were jews?
>>
>>109498726
>the girl quickly run towards the camera. her hand reach out to the camera. the camera is now showing full screen view of her breast. she grab the camera and continue running with it. she is now running and the camera moves with the breast, staying focus on the breasts.
h3 understands physics, u prompt for big movement the breasts/ass auto jiggles.
>>
File: 1536717824394.png (13 KB, 500x500)
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I downloaded the ref2va model since it's more versatile, but for simpler gens is there a significant difference in quality for doing something like an i2v prompt on the ref model vs the fl2va model?
I'd expect the fl2va model to be better since it's trained specifically for that, but only having a single model would be more convenient if the quality difference isn't too big.
>>
Do anons really not feed the guide into gemma 4 to refine prompts after writing them?
You do know that is the best way to do it right?
Gemma4
>>
>>109498755
>Your ancestors were jews?
My ancestors were Homo Erectus.
>>
>>109498772
Kimi K3*
>>
>>109498772
riddle me this; if I write the prompt exactly how I want, then I send it and get exactly what I want, then why would I go back to the drawing board?
>>
>>109498777
Doubt. You're not human
>>
>>109498648
not bad, i did the same to clarify instructions when it couldn't quite differentiate between two very different meanings by context.
>>109498748
jiggle, ripple, wobble, bounce, soft, supple, shake, tremor, tremble, vibrate, flop, swing, hang, sway, etc
... as she (actions)
>>
>>109498781
>I write
You should draw it yourself too since you're at it
>>
>>109498404
Takes ~47min for 15s 1MP.
>>
>>109498799
I see, my arbitrary line is different to yours
I'm okay with that, it's your problem
>>
>>109498797
prompting for jiggle like that makes them spaz
>>
>>109498781
Because you value your time and realize that there are more to this such as pacing and scene transitions
>>109498778
Too fucking slow until nivida drops RTX pros with more vram I won't waste my time with unified memory slop
>>
>>109498813
just cough up some APIbux and give your goonprompts to Moonshot, they're very trustworthy.
>>
File: MiniMax_H3_00356_R.mp4 (2.2 MB, 896x1408)
2.2 MB
2.2 MB MP4
>>109498797
>>109498812
yea, manually prompting "jiggle" may cause the jiggle to look unnatural
>>
>>109498839
so the strat is to just prompt for larger movement that naturally would make titties bounce instead?
>>
>>109498811
/unsub
>>
>>109498623
eternal september
>>
>>109498813
I've had really good luck asking the AI to be precise about details that I can't really be arsed to put together - e.g. if there's a complex mechanical device but I don't have a vision for what it should actually be, I can just ask to write out a precise description of every part and how it moves and the model figures out the rest. The resulting gen is way more consistent. Yes, I could try to make up some details for a mechanical probe doohickey but I can't be arse.
>>
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>>109498881
>there's a complex mechanical device
>>
File: testturbo.webm (2.82 MB, 2048x1143)
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Turbo at 6 steps is pretty good
>>
>>109498800
thank you for your testing, anon
>>109498812
>>109498839
oh yeah, i see it adds that little jolt in the beginning of the movement. because i order it on or after an action, it comes off more like the result of a momentary force. vidrel is an example where it happened too early.
https://files.catbox.moe/fd4aem.mp4
>>
>>109498906
Catbox?
>>
>>109498906
I am also liking it. Are you using spectrum as well, or sigma shift, or both?
>>
>>109498916
Can't schizo will pretend to be me again if I do that.
He's already in rare form shitting up OP
>>109498926
This is all I'm using with the int8 text encoder I can generate this at 1mp in about 5-6 minutes then I upscale it with the rtx node
>>
File: vfFF92R.jpg (130 KB, 699x1100)
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With a very long prompt it can kinda animate a manga page, probably would be a lot better splitting the page into panels and just doing each one individually. https://pastebin.com/PcaK8zfF

https://files.catbox.moe/74b7vm.mp4
>>
>>109498906
holy shit
>>
>>109498938
>schizo will pretend to be me again if I do that
i've been schizo skinwalked in the past in these threads, it absolutely does not matter because he'll bounce to someone else
pls share, this shit looks like an actual hentai it's so good.
also you don't really need to patch sage attention with the node if you just set your launch flag.
>>
>>109498955
it's over for animators. literally, completely over
>>
>>109498839
sad but noted
>>
File: MiniMax_H3_00579.webm (1.59 MB, 832x640)
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https://i.4cdn.org/wsg/1786203864556767.webm
>>
>>109498967
He has a years long feud with me, Also I did try that and I had lower speeds I read that the specific model also can improve quality. I'll try again but with the patch node that was slower I had better results with that over just the flag.
>>
Thoughts?

https://civitai.red/models/2780584/realisitc-feet-details-dirty-clean-feet-for-anime-models-illustrious-anima?modelVersionId=3200420
>>
>>109498215
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
How many seconds can video gens actually go up to? I was under the impression it was 15 but can you make them longer?
>>
>>109498413
>>
>>109499003
In my brief testing 30 seconds seems to be okay but it was a gen with lots of cuts
>>
>>109498969
sure, and tweening is more important than storyboarding
>>
>>109498986
>>109499023
actually good advice it seems using patch sage attention is faster than my using the flag alone.
now to see if the model selected is better though..

HEY WAIT A MINUTE THAT IMAGE - JANNIES! JANITORS! GET IN HERE!
>>
>>109499030
go back gaydditor
>>
>>109499023
>>109499051
kill yourself
>>
Anons, what's the best krea2 censorship bypass to date? I am a bit behind on this as I only was around for a week when the model released.
>>
>>109499023
It sure looks good. You're using a reference?
>>
File: Krea2_turbo_00584_.jpg (2.67 MB, 2048x3072)
2.67 MB JPG
>>109499068
Chroma lora
>>
does h3 understand the difference between the jiggle of being braless under clothes, and a sport's bra?
>>
>>109498985
This looks damn good. Is this "AnimateDiff"?
>>
>>109499089
yea but you cant ask for it
>>
catjack self replies are the worst
>>
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169 KB
169 KB WEBM
>>
>>109499087
*Kroma
also where new version?
>>
>>109499087
isn't it trained for really low res? do you use it with lower than 1.0 str?
>>
Haven't been here since 2023, and the orange/abyssalmix 1/1.5 days, been off doing my own thing exploring AI

What in the fuck happened to this general, back then we actually had industry people posting, anon baked models and workflows etc, I've been lurking the past couple days to get the qrd on H3 and fucking hell the vast majority of the threads have been schizoposting, people asking the most inane questions in barely legible English and just plain shitposting

Anyway H3 is cool but just like WAN it just makes me depressed that it takes over half an hour to get 10 seconds of anything good quality on a 4090 + ddr4 system, image gen is solved basically and it has been for years it was just a case of creative workflows, vidgen is just hardware bound, there are alot cope methods I'm seeing popping up and it's a shame the comfy custom node bullshit became the meta, people are obfuscating workflows into nodes and often doing a shit job of it, and it looks to have lowered the barrier of entry to the point it's polluted all online discussion

Anyway, cool model, wish the hardware market wasn't being manipulated this bad. I'm sad that you guys didn't manage to gatekeep the gen from this garbage that I'm witnessing
>>
>>109499095
ani is always three steps ahead. I think he's right about pytorch getting wrecked eventually
>>
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>>109499110
It's the weekend, people with jobs and academic qualifications are enjoying themselves what's left are angst ridden shitposters and the occasional passer-by such as yourself, Weekends here are always like this.
>>
>>109499110
>image gen is solved basically and it has been for years
not locally it wasn't, I dare say it still isn't
>>
>>109499110
comfyui became a saas grifter company, ani split off to make a completely new UI in c++ only, voldy left, Ilya left, haoming just bloats forgeneo and the schizo fuds ani like he has personal investments into torch
>>
>>109499121
>MiniMax_H3
bro is fooling nobody
>>
>>109499133
he is just cranky and needs to spam old ani gens to try and fud him somehow
>>
>>109499131
SaaR your sora 2 video is discontinued.
>>
so right now what's the best setup for Minimax, in terms of performance/quality?
rn i'm just running sage + h3 cache
>>
>>109499144
>image gen
>sora 2
>>
>>109498215
Why no collage?
>>
Riddle me this: I got mind raped by Anima, then mind raped by Krea 2, and now I've been mind raped by H3. Who am I?
>>
>>109499154
schizo is getting trolled for ruining the op too many times so it is what it is
>>
>>109499133
How do you know it's your brother?
>>
>>109499155
A faggot?
>>
>>109499109
Yeah anything under .8 is fine it doesn't mess with the outputs they will still be good the most important aspect is it's uncensored with it on
>>109499104
Not that I know of but it does it's job with giving the model concepts
>>
>>109499155
raped catjack
>>
>>109499155
>rape
>rape
>rape
>Who am I?
brown
>>
>>109499110
people might not be happy to hear this but it's true: the core problem is these models still work on low VRAM setups. this means a gigantic influx of pajeets and other shitskin dumbasses and the community is just about done for
>>
>>109499155
anima was universally recognized as garbage and mostly astroturfed by cumfart bots
>>
>>109499168
lil bro cant read
>>
File: space-shepherdess.jpg (1.43 MB, 1776x2664)
1.43 MB JPG
>>109498772
Can gemma4 handle NSFW prompting? Or do you have to do some kind of special sauce decensoring for it? I have a bunch of prompts I created for some 1girl images using joycaption. The captions are fine, but I want to convert them to genericize the personal appearance details (so I can concatenate that part to the caption and vary the image composition in a script) and remove references to art or photo styles. It is easy to do this with booru tags but with natural language processing it becomes trickier so a locally running LLM might be the way to go.
>>
>>109499155
anima was always untrainable shit anon
>>
>>109499171
uh oh. catjack melty coming
>>
>>109499170
YWNB a high vram user
servers, literally anybody with 120+gb, look down on you. You're in the shits with us, faggotron.
>>
>>109499170
this. if you didn't pay nvidia enough goytax you can't be considered white.
>>
>>109498955
Amazing. Doujins to full half hour animations soon
>>
>>109499155
comfy mind raped his the worst, just gaped those smooth little hemispheres.
>>
>>109499174
It's the easiest model to jailbreak ask the llm general what is the current meta for it. They keep refining it
You can even jailbreak qwen if you really put your mind to it
>>
>>109499172
lil bro can only comprehend things literally
>>
>>109499155
The subhuman suicide victim that made these posts >>109499160 >>109499167 >>109499171 >>109499181
>>
>>109499197
>yes, i was only pretending to be retarded
good one, bucko
>>
>>109498621
what's the ref image for this?
>>
uh oh. catjack melty
>>
>>109499131
It was basically solved with SDXL, it's finetunes and downstream variants, krea2 and ZiT are cool for being easy to control but there is regression in workflow options and flexibility that came with them, you could get super unique and high quality gens with SD alone if you build the workflow right, including photoreal
>>
>>109498938
I downloaded the "Patch Sol-Attn" node but how do you know what any of these settings even do, you've completely changed them from their defaults
>>
>>109499220
What the fuck are you even saying?
Most of those tools are now rolled into these modern models and you get more quality and consistency with minimum effort. We finally have multi subject generations without jumping through hoops and there's still a ways to go.
Either delusional or vramlet
>>
>>109499218
>it shouldn't
At 1mp and 40-50 steps it does, anything below that or using the Loras fries the gen, they look like shit, and it's not like you can use the Lora to prototype because it changes the entire composition, so it's just cope.
>>
Does nobody here use Anima anymore?
>>
>>109499207
your stupidity is bottomless
>>
>>109499238
Hover over the setting and it will tell you what it does
>>
> <Picture 1> represents the first frame, directly integrated
> <Picture 2> represents the last frame, directly integrated

this makes r2v model behave exactly like fl2v
why do we need two?
>>
>>109499245
>40-50 steps
What are you doing? Just upscale and use highres references
>>
File: alien-pinup-girl.jpg (1.26 MB, 2172x2172)
1.26 MB JPG
>>109499191
I will look into it, thanks. Every time I do anything with LLMs everything is completely changed and I have to relearn everything it seems. Maybe this time I will try getting my friend claude to help set things up again.
>>
>>109499220
>It was basically solved with SDXL, it's finetunes and downstream variants
you expect to be taken seriously with takes like that?
>>
>>109499247
anon... anima hype has always been fake. the shill campaign ended, of course nobody's using anima now.
>>
>>109499245
can we see one of your gens? im only asking because there's this thread troll who says negative things about every model but never actually verifies any of their claims
>>
>>109499247
>>109499259
Notice how you aren't contributing anything, Julien
>>
>>109499238
I tested things and settled on what works for me. I'm sure things can be improved. I wanted to post a gen but this H3 model keeps going straight to nudes....I just want a good feet licking video man
>>
>>109499247
Here, krea just wins hands down for general imagen. there might be a few id4 anons still. Anima had all it's hype killed off because the author is just as retarded as the pony dev and the model can't be finetuned without catastrophically forgetting. even /a/ is on the fence for going back to I'll or using krea but krea needs a booru tune then there won't be a purpose for tranima
>>
>>109499220
true and real
>>
>>109499247
Yes, obviously? What alternative is there for generating anime first/last frames that knows lots of artists?
>>
>>109498215
Next bake will have a proper collage.

for anyone who thinks about baking:
>Collage: https://rentry.org/ldgcollage_v2
this shit takes a minute to install.
then you just click click the posts you want in the collage (it even supports catbox links), hit generate and you have your collage.
>>
Thanks to fp16 accumulation and using int8 for clip, went from 18 min to 16 min on my 3090 for a 1MP ref2v gen with no quality loss. Not gonna use the cope nodes btw.
>>
>>109499273
You sound bitter, also fucking stupid because you can't guide styles with krea or make loras, censorship in krea is solved if you want massive tits anime women you have it in spades now.
>>
>>109499273
>krea
Since when is Krea useful for generating specific anime characters?
>>
>>109499281
anon,we need to have bakers that aren't drama schizos or trolls. is there a technology that allows us to be free of them?
>>
File: 1747533539661731.jpg (270 KB, 764x1193)
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>>109499210
>>
https://github.com/tdrussell/diffusion-pipe/issues/533#issuecomment-5226917442
>The CFG-augmentation technique allows you to train the model arbitrarily long while preserving the guidance distillation. You probably always want to use either this, or a training adapter. The example config enables it by default.

if you're training Minimax, use this since it preserves the distillation. the training adapter might work as another option, but it depends on how well the adapter undistills the model
>>
>>109499276
Well I keep seeing people say Krea superseded Anima but I don't see how it's even comparable.
>>
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>>109499287
>is there a technology that allows us to be free of them?
orange man claimed he cured autism, could help
>>
>>109499286
moreso capable for generating official art than anima. it knows teto and Miku ootb where most models fail on teto. very handy for making anime screenshot memes but also feeding it into minimax
>>
>>109499287
>missing
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon

didn't realize it was a schizo bake without the will smith spaghetti
>>
>>109499289
nobody uses this shitty trainer
>>
>>109499289
>since it preserves the distillation
what distillation?
>>
>>109499091
fuck
>>
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>>109499259
>of course nobody's using anima now
782 000 downloads for the first week of August is a pretty good number thoughbeit
>>
>>109499297
I asked about specific anime characters, anon.
If Krea doesn't have knowledge of the characters I want to generate, it's worthless garbage to me, straight into the trash.
>>
>>109499314
>last month
>for the first week of August
Retard
>>
This model is too horny, it defaults to nudity like crazy and I have to reroll to remove it from the video
>>
>>109499288
ty
>>
>>109499257
>>109499243
>Most of those tools are now rolled into these modern models
You have no idea what your talking about
>Minimal effort
Yeah like I said this has been the only real progress in image gen, accessibility, but the trade off is losing flexibility in latent space, the quality of image gen has plateaued for years, with modern models it's easier for tards to gen something that isn't totally fried but it's harder to use in creative workflows

>>109499253
>Upscale high Res references
This doesn't solve it, I've tried, the outputs got sloppier the more optimisations I used, t

>>109499260
I cant without doxxing myself but I'll gen something fun later and post it, the model itself is awesome but it does just need big hardware and/or patience.
>>
>>109499316
I know it's hard to believe but Miku and teto are specific characters. also give me an example, this model knows every popular anime from the past 20 years
>>
>>109499110
the early adopters are obv gonna be people who are heavily interested in this tech, had hardware for it early on, and had iq to navigate it. as time goes on this will get more and more diluted, like with all tech. in this case, everyone who has any depth to his knowledge wont be primarily hanging out here when other places are much more focused on getting things done instead of shitflinging in a schizo unmoderated thread .
>>
>>109499289
>diffusion pipe
no one who's serious is using that
>>
>>109499325
still a good number, do you know that 782k is far from "nothing" you jealous wrapper dev?
>>
File: 2945685612.png (844 KB, 530x797)
844 KB PNG
https://files.catbox.moe/4k4x84.mp4
>>
Is z-image turbo able to do realistic image2image? I'm using some guy's workflow and it can't retain the face from the ref image, it just gives me an asian woman by default.
>>
>>109499305
>>109499311
>>109499337
ok fine then keep shitting out melted loras I guess
>>
some anon said to use max, but I found that match retains more of the original style of your references. It's also way faster to gen.
>>
>>109499339
Not your bogeyman schizo, kill yourself
>>
>>109499331
Hey
>>109499327
Here, I'm sure I'm better than you at this so how about you post proof or just shut the fuck up because you clearly have no idea what the fuck you are talking about. Are you just being a human gnat to pass time?
If you're any of the rentry schizos you already lost
>>
>>109499132
Damn comfy was always nice when he was here, just a lil autistic, perhaps I could've joined the grift if I stuck around

The schizoposting seems overwhelming these days though, no wonder all the industry heads left
>>
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>>109499304
>it was a schizo bake without the will smith spaghetti
I guess the self proclaimed "god" is afraid of the jannies now.
>>
>>109499325
it resets at the end of the month, that is the count from the last 8 days
>>
>>109499293
That post was more barbed than I intended on rereading it. I just meant that I think people are trolling/clueless/coping saying to use krea over anima.
>>
>>109499346
where is tranima2 astralight jr.?
>>
>>109499349
take a rope and hang yourself, you won't be missed
>>
>>109499327
"there are posters with busty anime girls on the walls" resulted it putting posters with anime girls with tits out
>>
>>109499327
Their strategy of tactfully omitting some lewd terms bit them in the ass
>>
File: MiniMax_H3_00094_.webm (2.89 MB, 704x1056)
2.89 MB
2.89 MB WEBM
>>
>>109499332
Ok then, show me an example of Krea generating Haruki and Setsuna from White Album 2. It should look exactly like the 2012 anime, screencap style.
>>
>>109499368
>no u
>>
>>109499332
Try Miyako from Hidamari Sketch in official style, and then as drawn by Ishikei
>>
>>109499247
why would I stay stuck on 2b parameter slop?
>>
>>109499356
It doesn't retard
>>
>>109499377
yes, and?
>>
>>109499380
I said popular anime anon. even anima can't even do that shit you need a Lora for both
>>
>>109499350
I'm guessing your one of the thread schizos because I have no idea what your talking about, anyway shame what happened to this place, ldg was a cool place in 2023, I'll go back to lurking
>>
I need to setup a proper agent to make my prompts with references instead of a gemini workspace
>>
>>109499372
>>109499370
I'm fighting for my life here with this model,
>>109499391
Put up or shut the fuck up
>>
>>109499381
Show me a different model that is better at generating specific anime characters in their original style (screencap)
>>
>>109499376
see >>109499390
>>
>>109499390
Anima can absolutely do that, very consistently and easily
>>
>>109499407
okay, prove it
>>
>>109499391
if you want to see progress reports from ani he posts in /adt/. he added stealthpng last night
>>
>>109499390
I humbly accept your concession.
>>
>>109499391
>ldg was a cool place in 2023
ldg wasn't invented in 2023 though?
>>
>>109499407
turdruss did not train on official styles at all. there is no anime screenshots other than what is posted on danbooru
>>
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2 KB PNG
>>
Is there a better version than pytorch version: 2.13.0+cu130?
>>
>>109499388
prove it
>>
>>109499432
No, get sage 2.2, triton, and thats it
>>
for minimax, sage + spectrum, or sage + cache?
>>
>>109499110
>image gen is solved basically and it has been for years
Where's the local image gen equivalent for the Minimax reference model, complete with ridiculous prompt understanding? If such a thing does not exist, image gen has not been solved.
>>
>>109499155
a bored sharty shitting the thread since forever
>>
>>109499447
sage + sol + spectrum
>>
>>109499419
Ewww, why would anyone want to see literal dogshit?
Especially when the library it is wrapping already comes with its own UI?
>>
>>109498230
check the architecture and metadata for your model. I had this when there was a mismatch
>>
>>109499447
Pytorch 2.13 cu130 Sage 2.2, default Spectrum settings
>>
>>109499288
pretty
>>
>>109499110
>image gen is solved basically and it has been for years
keek
>>
File: Ogiso-Setsuna_00027_.png (813 KB, 1024x1024)
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>>109499406
You should've just said you had no idea what you were talking about.
Pic related, anima, no lora.
>>
>>109499447
patch sage attn KJ -> easycache -> patch-sol-attn
>>
File: img_00089_.png (964 KB, 1328x752)
964 KB PNG
>>109499428
>>109499416
Official
>>
File: 1767871975977798.png (388 KB, 1134x2662)
388 KB PNG
>>109499450
>Where's the local image gen equivalent for the Minimax reference model
good news is that we'll get something like that from the Minimax gigachads
>>
>>109499467
>>109499471
looks like fanart. so lets see what krea2 looks like
>>
>>109499447
>sage + cache
I use this. Spectrum is too restrictive on sampler/scheduler
Cache works with everything.
>>
File: kuroko_00020_.png (930 KB, 1024x1024)
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>>109499478
No it doesn't, retard. That is the exact style of the White Album 2 anime.
Stop coping and post your counterexample. If Krea cannot generate an image like this, it's not a valid alternative to Anima.
>>
>>109499492
based, bodied that freak
>>
krea doesnt even know the quintuplets KEK
>>
>>109499492
what is that line going across the middle?
>>
UPDATED SEXGOD LORA
https://civitai.red/models/2836176/sexgods-naughtytimes-mm-h3-lora?modelVersionId=3209987
>>
>>109499492
ok. so where is the krea2 attempt with the same prompt? we want to see a comparison not some uppity autist that makes assumptions
>>
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801 KB PNG
>>109499478
>Looks like fanart
lmao, no

>>109499428
>>109499416
Ishikei
>>
can't get H3 to understand that all 8 pictures are of the same character that I'm trying to transfer in. it keeps making the video cut between the frames of each picture completely unprompted too.
>>
File: setsuna_00027_.png (952 KB, 1024x1024)
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>>109499502
Some kind of artifact, probably from a double-page scan.
Just add `line` to the negative.
>>
>>109499492
>>109499508
>muh krea 2 vs anima
you know that Minimax image will destroy those toys right? >>109499475
>>
>>109499511
quite literal skill issue
>>
>>109499509
see >>109499508
>>
so the anon saying krea2 is better than anima doesn't even have the model. probably can't run it
>>
>>109499508
anyone that has ever used Krea knows it's just not on the same level at anime as Anima and was never meant to be
>>
>>109499467
>>109499509
>>109499471
Utter dogshit, thanks for proving my point
>>
>>109499508
You're forgetting something autist: I'm the one asking YOU to provide that.
You are here claiming Krea is more capable than Anima at generating specific characters from anime from the last 20 years. I've just shown you Anime can generate Setsuna authentic to her style from the 2012 anime. Now the onus is on YOU to prove Krea can do a better job.
If you cannot prove that, then Anima remains the superior model for generating specific anime characters in their original style.
>>
>>109499533
>Utter dogshit, thanks for proving my point
Lil bro isnt even trying with this bait
>>
>>109499533
You've embarrassed yourself again. You're a blithering idiot.
>>
>>109499539
>I've just shown you Anime can generate Setsuna authentic to her style from the 2012 anime
If you're blind, sure. You really haven't done anything but demonstrate the steaming pile of dogshit Anima really is.
>>
Are we seriously revisiting krea/anima shit flinging from weeks ago
>>
>>109499501
what are the quintuplet keks?
>>
>>109499524
I deleted krea a long time ago and don't have a work flow for it. Here's the prompts though, not complicated!

best quality, (Hidamari Sketch, Miyako,:1.2) school uniform, full color, (anime screencap:1.1), official art

best quality, (@ishikei:1.3), safe, (Hidamari Sketch, Miyako,:1.2) school uniform, full color
>>
File: Krea2_turbo_00628_.jpg (3.02 MB, 2048x3072)
3.02 MB JPG
>>109499528
It objectively is, I've used both, the resolution and text adherence and not needing to use tools to have multiple subjects lets it win. You can just make a style lora and mix it with the kroma lora and it's good to go. I haven't bothered making a lora because I can just prompt the style I want
>>
total anima victory
>>
>>109499548
ignore the conversation anon, it's always the same childish shit anyway
>>
>>109499539
just go to the previous /adt/ thread where they made a consensus already and have examples. why the fuck are you in the realistic thread?
>>
>>109499548
it bumps the troll bake so I don't mind, fr fr
>>
>>109499547
Thank you for proving me correct and confirming you are indeed a moron, anon.
You're cooked. This argument is complete through your inability to prove me wrong. Check & Mate.
>>
>>109499559
>realistic thread
/ldg/ doesn't mean "realistic only" thoughbeit, bro can't read
>>
>>109499559
No retard, I don't care about your hearsay.
If you cannot prove that Krea is better for specific anime characters, then you are conclusively and categorically wrong. Deep down you know it, but your pride won't allow you to admit it.
>>
>>109499522
>Minimax image will destroy those toys
H3 is great but probably don't get your hopes too high. I don't think it'll be better than a dedicated image model. It can't even make proper genitals.
>>
>>109499010
bro what the heck. how did you do this? i have been trying to do something similar but failing
>>
Still waiting on the krea defenders to show what they have
Any second now, surely
>>
>>109499563
>uuuum im right so I win the argument because um... I SAID SO!
Your whole argument relies on the assumption that you proved... anything. Yet here, you haven't even shown a comparison between your "faithful" gens and the show itself. Probably because doing so would poke a hole right through it.
>>
>>109499591
krea is life krea is love
>>
how do I stop going back to err_sde/beta57 ?

the output is just so good looking even if it fucks with coherence a little.
>>
>>109499604
euler is all you need
>>
That's right! ZIT IS KING
>>
>>109499595
Anon, I've provided an example of anima successfully generating a character from a 14 year old anime in the original style. You've provided nothing.
You've been comprehensively and utterly defeated. Swallow your pride and move on.
>>
>>109499610
but it's really not tho...
>>
>>109499615
Krea2 can do it too but I just can't prove it.
>>
>>109499595
>Yet here, you haven't even shown a comparison between your "faithful" gens and the show itself
you mean you're too stupid to use google little bro?
>>
>>109499615
>successfully generating a character from a 14 year old anime in the original style
You have provided no rubric that demonstrates said "success". Until one is shown, you have proved nothing.
>>
I noticed this with H3, I sometimes try to gen with a decent picture and audio to clone, but the model gets it wrong for a few times, then, when it nails it (voice is following the prompt, video keeps consitency) then all the following gens are just right with much less divergence from the prompt. Is this normal?

https://files.catbox.moe/1o7tlb.mp4
>>
haven't seen ZitChad in a while... weird....
>>
>>109499335
I mean this makes sense but why the hell did this general degenerate so hard and has so many angry schizoposters, I don't even want to utter the names of the other spaces I've been in and while most aren't as sophisticated as they were a couple years ago, none of them are anywhere near as horrid as what I've seen in this gen this week
>>
>>109499627
>idiot still desperately digging his own grave
>>
what are the recommended settings for sol attention?
>>
>>109499655
CTRL+B
>>
>>109499467
>>109499478
>>109499492
SUBHUMAN SCHIZO FIGHT
>>
>>109499628
I look like this and say this
>>
>nudity in the first few frames again
Fuck off!
>>
>>109499636
the mentally ill wont choose to reside in generals where they get no reactions.
>>
>>109499612
it can't do image2image though....
>>
>>109499676
neither can anima very well.
>>
>>109499662
based
>>
>>109499672
>model providing kinos yet anonny complains
Shut up and enjoy the meal. Ungrateful.
>>
>>109499668
its just the same guy talking to himself. he's been doing this for weeks now
>>
>>109499585

use collage or whatever these are called >>109498413

prompt:
https://pastebin.com/ZkNdYzTY
>>
>>109499673
would YOU want to stay in /s*g/?
>>
>>109499686
But there's also non goon kino anon
>>
>>109499672
Can you share the ref images used / the base image?
>>
>make video kissing my waifu with a basic kiss prompt
>the version of me in the video says "Let's go" before doing it
lmaoooooooooooooo
>>
mentally ill psycho bake LETS GOOOOOOO
>>
>>109499691
thanks, and those are called character/model sheets
>>
>>109499692
I just took a look at /sdg/ and like wtf is that, it's just autists spamming the same images and not talking to each other, what's the point of this?
>>
>>109499628
it's the jews messing up your configuration
>>
>>109499716
not even good images. peeked at one and there was a deer with 5 legs
>>
>>109499697
>the version of me
huh?
>>
>>109499697
>he's putting himself in ref2va
dangerous game there lil chud
>>
How the fuck do I get h3 to clone audio? I feed it the sample audio and then it never clones it properly and sounds nothing like the reference.
>>
>>109499696
This is pure prompting, I characters are consistent with descriptions alone
>>
File: 61004582548272.mp4 (3.96 MB, 640x832)
3.96 MB
3.96 MB MP4
Even with the turbo lora it produces some very nice physics.
>>
>>109499523
thanks, that helps
>>
>>109499720
yes the gigachad version that didn't go bald
>>
>>109499727
oh wtf that's T2V?
>>
New non-debo thread:

>>109499734
>>109499734
>>109499734
>>
>>109499697
idk i'm down to gen just about anything but he though of putting myself into a gen just seems like a step too far
>>
>>109499733
>that didn't go bald
I felt that, why do women make babies with bald men, do they not realize their son will get the same fate? :(
>>
>>109499736
Bro I my collage bake was ready...
>>
>>109499738
>Xe didn't take a pic of his huge cock to insert into a POV blowjob scene
Lmaoing@you
>>
>>109499738
>>109499721
yeah it's over for him unironically
>>
>>109499691
ur so real for sharing that
>>
>>109499789
some unlucky bastards go bald before 20, never began
>>
>>109499844
>white guy with the complimentary white loving gook he got by being white
woah, what a surprise
>>
>>109499844
Doesn't count. While he may be physically bald, he's not mentally bald.
>>
Can H3 do Trump competently?
>>
>>109500001
yes but only naked and it always gives him a huge dick for some reason
>>
>>109500001
>infinity and more... right at your fingertips
>wants to make trump stuff
we've had 10+ years of trump stuff, you really need more?
>>
>>109500001
this is t2v
>>>/wsg/6210351
>>
>>109498631
faggot kys



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