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Discussion of Free and Open Source Diffusion Models

Prev: >>107897861

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

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

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

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

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

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

>Illustrious
https://rentry.org/comfyui_guide_1girl
https://tagexplorer.github.io/

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
GPU Benchmarks: https://chimolog.co/bto-gpu-stable-diffusion-specs/
Img2Prompt: https://huggingface.co/spaces/fancyfeast/joy-caption-beta-one
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Bakery: https://rentry.org/ldgcollage

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

>Local Text
>>>/g/lmg

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
Blessed thread of friendship
>>
https://civitai.com/models/2318168/the-breast-slider-klein-edition
https://civitai.com/models/2318188/96yottea-style-for-flux-2-klein
it's starting
>>
>>107899578
>>klein-test-v3: 31%|###1 | 940/3000 [11:09<24:27, 1.40it/s, lr: 1.0e-04 loss: 3.270e-01]
>Klein 9B training on 512x512 so fast, you can shit out a 3000 step lora in 35 minutes on a 5090
based
>>
Guys, I don't feel safe.
>>
share your klein training experiences.
tried a person lora with 20 images which worked well with zit. 4b at 512px ai-toolkit defaults for the lulz. fast af but trash results (as expected?)
havent been able to get 9b going on a 16gb carf
>>
>>107899682
I just don't gif af about training these days. desu.
>>
>>107899633
>>Maintain Thread Quality
>https://rentry.org/debo
>https://rentry.org/animanon
why is this still in the OP?
>>
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I'm glad that Chinese Culture has lost
>>
>>107899693
because it makes a specific retard no one likes very mad and maintains thread quality
just look at the last two threads if you don't believe me
>>
which recent driver is working with 5070 ti?
I want to use nvfp4 and update the driver to 580.126.09 but X11 won't load nvidia driver abd says device not supported
>>
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Mel
>>
>>107899682
yeah 4b is a disaster to train for it seems. 9b isnt that great either from what i've read on reddit.
>>
>>107899722
desu
>>
>>107899642
>they didn't even add a category yet
Everyone really needs to stop using this site.
>>
>>107899719
no asking the question makes a specific retard no one likes very mad (You) and maintains low thread quality. I just looked at the last two threads because I don't believe you
>>
>>107899642
>1000 steps
>1 epoch

Jesus. Why is this allowed.
>>
ooh ooh aah aah
>>
>>107899704
I just want more competition in the field, the more they compete the better for us.
>>
>>107899693
ranfaggot hasn't 41%ed yet
>>
>>107899693
ranfaggot hasn't 41%ed yet
>>
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>>
>>107899763
Is this flux kontext lol?
>>
>>107899770
read the filename lol fr fr ong
>>
I was making a joke about it being fried, but whatever.
>>
>download most popular svi 2 pro workflow i can find
>it doesn't even use the svi2 pro loras

????
>>
>refresh node definitions doesn't do shit, whenever I got comfy open and I download a new model/lora I have to restart comfy for it to show up
>previews randomly stop working sometimes when switching workflow tabs
god I hate this brokenass janky noodle piece of shit UI so fucking much man
>>
>>107899704
Edit model is fun but the likeness is poor when genning people in any position besides facing the camera straight on with a mild expression.
>>
what is the best model to train a lora in about a girl i know who has a lot of available pics on instagram?
Flux?
>>
>>107899761
>>107899762
Samefagging proxy script broke
>>107899796
Now say poothon, trani
>>
>>107899809
Are you going to do anything naughty? SDXL.
>>
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Upscale Latent doesn't work with native wan 2.2?
>>
>>107899820
uh, isnt sdxl literally trash nowadays though? At least for real people?
>>
>>107899824
check out the /r/ realistic parody thread and judge for yourself
>>
>>107899822
it might not, but that's a pretty cool effect
>>
>>107899833
ok, what sdxl model? Or you mean base?
>>
>>107899836
Just wait until someone drops klein lora settings and train that. Or ZiT
>>
>>107899819
you are the only trans person in the room ranfaggot (mr catjak)
>>
>>107899836
its right there in the OP bro
>>
So is Z-Base officially kill?
>>
Does ani ever sleep
>>
>>107899822
You mean the default upscale latent node? Don't bother, it's for single images only and even then it often produces funky artifacts
>>
>>107899859
Idk, some people are saying that training on Klein is a terrible experience
>>107899682
>>107899725
>>
>>107899863
probably. the meth smoking trans nigger that snipe's the OP every time however....
>>
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>>107899804
It's definitely a hit and miss, sometimes it nail that shit sometimes it's bad, after using Z-image turbo for so long I need to get used to model that have variety and inconsistency again lol
>>
>>107899864
So not possible with native at all? I remember doing it with kijais with >lol kijai

It did improve motion, so I want to pursue it again.
>>
>>>/wsg/6074719
:(
>>
somehow, ostris FlowMatch sampler gives me way better outputs for Klein than i can get in ComfyUI.
is there a way to recreate his FlowMatch sampler in Comfy?
>>
So does training on klein really suck that bad? Is it just early installation madness or did BFL cuck us again?
>>
>>107899916
isnt it just euler+normal?
>>
>>107899942
nope, there's some wizardry going on. i believe it's implemented in the CustomFlowMatchEulerDiscreteScheduler class in custom_flowmatch_sampler.py
>>
I hate huggingface so much. Such depressing sad shit system.
>>
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>>107899936
huh? its training extremely well and not just for me
>>107898187
>>
>>107899936
wdym? it trains really well at least from my initial tests
>>
>>107899948
pretty sure i've seen people test it and it was just euler normal. you can try to plot the sigmas in comfy yourself
>>
>>107899953
what tool has been used for training and what settings? doesnt work well for me with ai toolkit defaults
>>
>>107899953
>did that mean anime is already in the base model?
>yes anime is in the base model anyway
what?
>>
>>107899976
metal makes his own scripts. Lodestone is making one that can train regular T2I OR edit so each does not effect the other.
>>
>>107899916
Search erosDiffusion or ComfyUI-EulerFlowMatchingDiscreteScheduler in ComfyUI manager. It will expose flowmatch in the scheduler list. I use euler ancestral/flowmatch
>>
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>>107899963
euler normal, same seed, resolution, number of steps, prompt gives me vastly inferior results in Comfy (see picrel)
Klein 9B BF16 in both instances

>>107899998
thanks anon, gonna try
>>
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>>
>>107899960
>>107899953
Nice, I was just going on the comments ITT and previous threads, made it sound like loras came out quite bad
>>
>>107900004
i meant to say, Klein Base BF16 in both. not the distilled.
>>
>>107900004
damn, the difference is huge
>>
>>107900004
hmm i see
pls also post the comparison with the comfy flowmatch scheduler after you installed it
>>
>>107900004
Are torch + cuda versions same?
I don't remember what attention ai-toolkit uses by default, maybe check that against comfy's
>>
>>107899633
>https://rentry.org/debo
>https://rentry.org/animanon
Uhhh... local diffusion?
>>
>>107900004
That fox huge
>>
>>107900071
Rentries stay
>>
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>>107900036
still not good, but it has a fuckton of settings and some of them are probably wrong. i think i'll dive into ostris' code and add some debugging info to see what params he is actually sampling with

>>107900059
>Are torch + cuda versions same?
yes, i share the same venv between ostris and comfyui
>>
>>107900071
welcome to ldg. unemployed meth-addicted troon steals the threads to spam his personal agenda
>>
>ani starts talking to himself again
Brace yourselves
>>
>>107900084
>yes, i share the same venv between ostris and comfyui
Bad idea in general as they can easily end up needing different versions of package x so it ends up breaking either or perhaps both.
Defeats the purpose of using a venv.
>>
>>107900091
How is this even allowed?
>>
>>107900091
Hope you can get over that addiction and get your life back together
>>
>>107900101
i'm well aware of the potential issues, don't worry
>>
>>107900110
it's not
jannies rightfully removed her threads for a while but seems like ran became a mod herself
>>
>>107900091
>>107900110
>>107900125
are you really gonna waste your entire day samefagging again?
how does that help you?
>>
>>107900134
original complainer here. those ain't me
>>
>>107900134
Only made second post. I unironically don't understand how shit like this can be allowed here. That's off-topic and borders on actual stalking. Those 2 persons have nothing to do with local diffusion discussion
>>
>we'll have 3 threads of ani talking to himself again
God dammit
>>
>>107900166
Ignore and report, let the mods clean the filth
>>
>>107900146
>>107900154
whatever you say
when you finally realize what has become of your life, remember that there is no one to blame for it but yourself
>>
>>107900154
the fucked up part is the constant doxxing
>>
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>>107899899
wow it's so real
>>
>>107900224
kek
>>
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9kb lora in the house, ostris is a god
>>
>>107900240
default settings 3k steps?
how much vram?
>>
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>>107900262
so this was tough. this lora is trained on base, on 24GB VRAM it was swapping like mad, so it was gonna go 22+ hours.

I am going to try messing with the settings. This is the 750 step checkpoint because i just couldn't wait that long.

but it really is not bad for a first crack:
https://files.catbox.moe/wn8swd.jpg
>>
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>>
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https://files.catbox.moe/rbpxc9.png
is this a normal Klein output? I feel like it's all fucked up and I don't know if the model is just kinda ass or if something in my setup is wrong
>>
>>107900292
>24 gb
>22 hours
fuck that sounds awful
so 4b or nothing for us plebs
>>
>>107900004
maybe try this, it's using hf diffuser pipe, maybe it's the closest you can get
https://github.com/TensorStack-AI/Diffuse
>>
>>107900334
you're not using enough steps for base, try distill first

>>107900337
i haven't tried ramtorch, or any of the other settings available, this was just default click and go. no need to be that negative off of one post
>>
>>107900358
20 steps is not enough?
>>
>>107900374
or you're using 20 steps on the distilled model
try 8 and cfg 1
>>
What could be the reason for having to reload ComfyUI all the time when I am using Chroma? It happens seldom with other models; I'm using the browser to access a computer that is running Comfy in my local network.
>>
>>107900392
no I'm using 20 steps on base, is that not enough? do I need like 40 or something?
>>
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>>107900356
turns out, it was me being retarded!
there was a leftover negative prompt of "realistic photograph, deformed, cinematic, low quality, blurry" from a previous gen in ComfyUI that i forgot to erase
without the negative prompt it looks pretty much the same as ostris regardless of the sigmas

apologies for misleading previous anons
>>
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>>107900292
>on 24GB VRAM it was swapping like mad, so it was gonna go 22+ hours
On 4b klein?
>>
>>107900398
latest comfyui commits leak memory like crazy. expected python behavior that comes with bloat and inefficiency
>>
>>107900402
nta, think 20's ok for base but also why use base? almost nobody is using it, it's not really intended for genning with, use the distilled turbo it's not like a quant or shrunken model it's the "for inference" model
>>
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>>107900412
9b base klein

>>107900402
>>
>>107900398
>It happens seldom with other models
lucky you. it happens with all the new models since the past year. my take is the backend is just bloated shit at this point and memory leaks are extremely prevalent after the Nvidia offloading shit.
>>
>>107900416
>distilled turbo
which one is that? I'm kinda getting lost in all the terminology here
>>
>>
>>107900422
worst of all, it gets worse every time. should we even pull at this point? i feel like if i revert to august commits i'll get 2x performance
>>
>>107900408
noice anon, was worried fr
>>
>>107900422
cumfart is shit but its the UI ya'll deserve
>>
>>107900427
this is klein base, made for training, but not for making images
https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B

and this is klein distill, you use it to make good images but you can't use it for training
https://huggingface.co/black-forest-labs/FLUX.2-klein-9B
>>
>>107900446
that's really cruel.
>>
>>107900446
You are a fag and no one likes you
>>
>>107900446
i don't deserve python trash
>>
>>107899720
I'm using 580.95.05 on a headless server, driver works and is recognized so your error is a bit weird.
>>
>>107900430
How long until holosex with 1girls?
>>
>>107900459
gotcha, thanks
I already had the distilled model downloaded I just got confused by the "turbo" part, I thought that may be a different model again
>>
>>
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looks like 1000 steps was enough? i trained to 3000 but the later ones seemed overcooked
>>
>julien pissing against the wind again
>>
>>107900501
why are you obsessed with some guy called julien? how is it related to local diffusion?
>>
>>107900498
no sword lora?
>>
>>107900498
>looks like 1000 steps was enough?
that would be pretty damn fast. How large dataset? batch size?
>>
>>107900516
no he is just telling us the nsfw gens he's making of his boy crush
>>
>>107900459
but not for making images

This is not true.
>>
>>107900459
>made for training, but not for making images
Actual image coherency, anatomy and prompt comprehension is way better with base as opposed to distill. Distill is for fast malformed gens.
>>
>>107900552
>Distill is for fast malformed gens.
Why does it have higher elo?
>>
For the anon who said to try using an existing uncensored genitalia image and ask to swap it on klein 9B, it doesn't work, at least this :
"Swap the genitalia region between the two images."
I don't think it understand the word itself.
>>
https://www.reddit.com/r/StableDiffusion/comments/1qg8ym3/tips_for_a_realistic_indian_ai_girl/
>>
>>107900563
does it matter for the edit model?
>>
>>107900572
It doesn't understand cleavage, even when trying to cover it. Need to prompt for actual clothing item to work.
>>
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>>107900607
Should since editing images = generating images and elo measures the quality of the generated images
>>
>>107900623
I'll try both, I've not been using distilled models that much, especially because they ignore cfg >1
>>
>>
>>107900636
>I've not been using distilled models that much, especially because they ignore cfg >1
you can use NAG to get negative prompting back, it's not implemented on Klein yet though
>>
>>107900618
>It doesn't understand cleavage
It can make one for sure, it just doesn't get the word
I hope someone trained these back in the 9B model through loras
>>
>>107900572
I didn't explore it very much yet. First try the prompt was literally word for word "swap the genitalia". I was surprised that it did it at all, instead of making underwear or something. It propably helps that the subject and object were very roughly the same orientation/lighting/size.
>>
>>107900516
it's okay to be a newfren but you should read the rentries and lurk moar
>>
>>107900642
>the one thing supposed to suck doesn't suck
how does apple always fuck up
>>
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Is ltx like a trojan? I used wan q6 for a few hours and my pc worked normally. but when i use ltx, comfyUI is weird, even with cheap resolution
>>
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My first crush
>>
>>107900720
wat
>>
>>107900720
not ltx. likely some cumfart node you installed. maybe cumfart is malware itself and is using your gpu lol who knows at this point, this shit is so bloated that its impossible to verify the code
>>
>>107900720
comfyui is broken ccp spyware
>>
>>107900744
stop fudding retard
>>
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>>107900716
rentries stay
>>
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>>107900744
yummy
>>
>>107900766
put the meth down
>>
is Klein shit at resolutions >1024?
>>
>>107900766
stop abusing meth ran. you're fucking losing it
>>
>>107900755
MIGA!
>>
>>107900751
that's not a fud. you can verify yourself that comfy custom nodes spread malware before. could happen again at any moment.
and am i wrong about comfy being a bloated piece of shit? can you personally inspect it for malware? cumfart could install a keylogger on your system and your nocode ass would never know it
>>
>>107900779
not particularly but at some resolution it will certainly stop to be sensible
>>
>>107900793
>custom nodes
>omg 3rd parties could include shit code in their repos!!!
lmao, color me shocked!!!
>x could install keylogger
you could say that about every piece of software you spastic. literally kill yourself.
>can you inspect
I verify each pull I do, I do the same for llama.cpp.
>>
>>107900679
Apple knows better what its consumers need
>>
>>107900779
I could generate 1920x1080 fine
>>
the proper way to use comfy is to have 2-3 installs so you can switch when it inevitably breaks.
>>
>>107900821
why are you defending some corpo software so vigorously? what is your interest here?
>>
>>107900838
the proper way to use comfy is to never use it
>>
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reminder to not reply to the comfy hater.
he does this every single day, and has an actual self interest in promoting his (garbage) GUI while spreading bad word of comfyui. He replies to himself multiple times to make it look like there's 'agreement' and shitposts the thread ad infinitum.
>>
Reminder that AniStudio is literal malware
>>
>>107900858
>his (garbage) GUI
which one?
Invoke?
Reforge?
NeoForge?
SDNext?
Fooocus?
*niStudio?
>>
i like comfy, but its a fact that is a bloated ram leaking piece of shit.
why not just write the workflows in python directly? from the examples i have seen so far it doesnt look very complicated
>>
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reminder that panpsychism is correct
>>
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>>107900858
this
>>
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Uh oh, he just removed his license notice from his failed gui!!! Reminder that to use AniStudio for work you need a commercial license LMAO.
>>107900858
the worst part is that there is legitimate criticism against comfyui, but this retard makes it impossible to properly discuss it, since each discussion devolves in
>lmao cumfart
>poothon
>indian frontend
>ackshually cumfart phones home (it doesnt)
and all the related FUD it gets fucking TIRING.
>>
>>107900858
For SDXL, especially regarding denoise, tag weighting, and LoRAs, ComfyUI falls short. Most anime gens from Comfy look stiff, poorly composed, or lifeless, It doesn’t have good taste in this field.
>>
>>107900918
tag weighting is shit and deepfries the image retard. also you can have it back with one or two custom nodes
>>
>>107900858
nta but I hate Cumfart too (with an absolute passion because I think it's the worst UI possible). And I don't even have an own GUI (I use Forge Neo).
>>
>>107900911
I dont understand why batch image load only points to input folder instead letting set custom path. Why would I ever store any dataset mixed with comfy installation. Theres so many these small things that make no god damn sense.
>>
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>>107900932
And you know what would be the best GUI for gen AI
Guess
>>
>>107900924
>deepfries the image retard
In Comfy this is an issue, but not in A1111, which is a very precise and reliable tool.
>you can have it back with one or two custom nodes
No thanks, there should be a buil in toggle for anime genning emulating A1111 in the menu tab.
>>
>>107900884
the leaks aren't really on the UI part of comfyui, are they?

and writing/adjusting the workflows is obviously slower to much slower to work with depending on what you're doing
>>
>>107900945
This with Forge Neo as backend will be the best for anime.
>>
Is there not a denoise value in ltx2?
>>
>>107900963
But no one builds it because everyone stuck in cumfart.
>>
>>107900911
kill yourself spastic stalker. never call anyone mentally ill again nigger tranjak faggot, you literally do nothing but sit all day and obsess over ani and his projects. you could learn your beloved python instead of wasting your shitty drug-addicted life on this you retarded nigger
>>
File: 1743916280014761.png (2.3 MB, 1784x768)
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>>
>tfw windows update killed like 14 hours of lora training again
>>
>>107901007
>2026
>still using Windows
skill issue
>>
>>107901015
it just works (I use wsl for all AI stuff anyway)
>>
>>107901018
Waste of resources.
>>
>>107901001
uh oh meltie
>>
>>107900911
that's because cumfart is fundamentally broken. it needs to go. you can't fix this broken piece of shit, the whole idea of a node ui for image generation is pants on head retarded
>>
>>107901004
i want to shuryuken miku..
if you get what im saying..
>>
>>107901018
>it just works
>>107901007
>windows update killed like 14 hours of lora training again
>just works
>again
>>
>>107901018
brown fingers typed this
>>
>>107901007
It takes 5min to make windows ask for reboot instead of rebooting.
>>
>>107900911
it's fun if you look at actual commits and how often he just removes and adds (vibe coded) comments
yet at the same time he tries to flex with his number of commits (a metric only a full retard would use ever, same with lines of code) lmao
>>
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>>107901044
>>
>>107901007
are you not saving intermediate checkpoints every few hundred steps that you can resume from? you must hate yourself.
>>
>>107901052
stop samefagging you meth-addicted nigger everyone sees through it
>>
>>107901066
I sometimes remember to but my setup never fails unless windows fucks it over for no reason
>>
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>>107901070
sneed
>>
>>107901062
>plebbit map
>>
>>107901070
lmao dude no one will ever use your shitty ui
33 stars
LOL
>>
>>107901100
>indian cope response
>>
>>107901089
what are we supposed to see here, ran



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