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Discussion and Development of Local Image and Video Models

Previous: >>108699007

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
>>
>mfw Resource news

04/27/2026

>PixlStash 1.1.0 Update
https://pixlstash.dev/whatsnew.html

>AURA AI Studio Vault: One-stop management app for models, images and more
https://github.com/TheGho7t/AURA-AI-Studio-Vault

>UniGeo: Unifying Geometric Guidance for Camera-Controllable Image Editing via Video Models
https://mo230761.github.io/UniGeo.github.io

>LumiPic — Single-Image SDR to HDR LoRA
https://huggingface.co/oumoumad/LumiPic

>SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-Unify Architecture
https://github.com/OpenSenseNova/SenseNova-U1

04/26/2026

>ControlNet-LLLite for Anima
https://github.com/kohya-ss/sd-scripts/pull/2317

>Qwen3.6-27B-Uncensored-HauhauCS-Balanced
https://huggingface.co/HauhauCS/Qwen3.6-27B-Uncensored-HauhauCS-Balanced

>VOID: Video Object and Interaction Deletion [ComfyUI Repackage]
https://huggingface.co/Comfy-Org/void-model

04/25/2026

>StyleID: A Perception-Aware Dataset and Metric for Stylization-Agnostic Facial Identity Recognition
https://kwanyun.github.io/StyleID_page

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
>>
File: 00000.jpg (2.39 MB, 3127x2649)
2.39 MB JPG
just updated again because i trust comfy

ComfyUI latest frontend
ComfyUI latest backend
140 custom nodes, 0 import issues
Sage Attention, Flash Attention, Triton all working


EVERYTHING WORKS
>>
>mfw Research news

04/27/2026

>Knowledge Visualization: A Benchmark and Method for Knowledge-Intensive Text-to-Image Generation
https://arxiv.org/abs/2604.22302

>Efficient Diffusion Distillation via Embedding Loss
https://arxiv.org/abs/2604.22379

>Video Analysis and Generation via a Semantic Progress Function
https://arxiv.org/abs/2604.22554

>Beyond Chain-of-Thought: Rewrite as a Universal Interface for Generative Multimodal Embeddings
https://arxiv.org/abs/2604.22280

>Breaking Watermarks in the Frequency Domain: A Modulated Diffusion Attack Framework
https://arxiv.org/abs/2604.22220

>FlowAnchor: Stabilizing the Editing Signal for Inversion-Free Video Editing
https://cuc-mipg.github.io/FlowAnchor.github.io

>Distilling Vision Transformers for Distortion-Robust Representation Learning
https://arxiv.org/abs/2604.22529
>>
>>108703611
thanks!
>>
already unblessed
>>
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>>108703312
your piss gen doesnt stand a chance
>>108703354
dont worry about it, this is just a reality check for localkeks who think they can gen better than api models
>>
Continuing the GPU buying discussion, how do you walk into a local store and drop 1k dollars on a GPU without feeling embarrassed, knowing full well that both the salesperson selling you the card and the tech installing it are suspicious (and rightfully so) that anyone buying a card of that caliber is obviously an AI gooner?
>>
I don't understand why anons like >>108703621 don't simply close the tab if they do not like this thread. What causes this?
>>
>>108703621
post an ass picture that is not covered, wait you can't
>>
File: localprey.jpg (1.67 MB, 1402x1122)
1.67 MB JPG
>>
so how does it feel for ldg to live rent free in your mind? you wait on the edge of your seat for a new thread to be baked so you can immediately start trolling very curious indeed
>>
>>108703641
>What causes this?
they want atention and get plenty here
>>
>>108703646
censorship status?
>>
rofl who set him off today
>>
It is pretty crazy that LDG is so popular many feel the need to raid
>>
>work 8 hours
>arrive home
>now I have to spend 4 hours tagging datasets to leave the lora training running tomorrow while working
I should have just subscribed to NovelAI, I feel like a slave
>>
comfy gf posted on instagram again?
>>
>>108703660
hes been seething ever since the comfy announcement turned out to be nothing for four days straight hes been trolling here for some reason
>>
>>108703646
>power.
>scale.
>quality.
.....
>no gpu cry.
your own gen has betrayed you.
>>
File: gezqzeza.png (1.95 MB, 1499x749)
1.95 MB PNG
so this anima thing is the same old anime but without all the cool sdxl loras? i suppose the meme words make up for that
>>
>>108703684
That's how it goes with meta changing models. First time?
>>
there is some correlation between the taste for generic asian girls and being stupid
>>
>>108703616
you made me update Comfy and now it looks totally different. Still works though.
>>
File: 1752719313297001.png (2.07 MB, 1122x1402)
2.07 MB PNG
>>108703641
no need to close any tabs im enjoying the thread, are you?
>>
whatever helps you sleep at night i guess
>>
File: ComfyUI_temp_xcvpm_00058_.png (2.13 MB, 1248x1728)
2.13 MB PNG
>>
>>108703643
can you do this?
https://turbo.cr/v/YwMqzae6fC6Hk
>>
>>108703751
theyre gunna report this TJD
>>
>>108703684
did you read the huggingface repo to understand the improvements?
>>
>>108703772
i cannot read. i am a ldg regular
>>
best way to get into trying anima?
>>
>>108703780
download the model and prompt your image.
>>
>>108703780
download
do hello asuka
>>
File: naughtyamerica.png (35 KB, 807x289)
35 KB PNG
>>108703753
yeah I can lol, I can do anything with a local uncensored model, with WAN (and VACE) and LTX now its easier, even major porn producers don't care about seedance

API cucks have to go several hoops and skecthy methods just to generate some softcore crap lmao, and on top of all they have to pay credits, its pathetic
>>
>>108703780
Find an image you like on Civitai with an embedded workflow. Test to make sure you generate the same image using the same seed.

Play with it from there by adjusting prompt/etc.
>>
>>108703786
>>108703789
but which one? official? And doesn't it need some special workflow?
>>
>>108703791
i havent fapped to real porn in probably a year. whats the point when i can gen better stuff
>>
So what UI works for Anima?

Am I forced to use Comfy or are there any UIs similar to A111 that works? The name "Comfy" has to be ironic because it's so extremely inconvenient to do anything in it
>>
>>108703791
why are you still replying to the obvious troll
>>
Helo newfrens! :3
>>
>>108703791
okay then do it so we can compare your gens against seedance 2
>>
File: ss_04-27-2026_001.png (297 KB, 856x586)
297 KB PNG
>>108703798
comfyui has a really basic workflow available in their templates. good for getting started.
>>
>>108703839
oh, that's neat
>>
File: KleinTrueV2_00099_.png (1.19 MB, 1024x1024)
1.19 MB PNG
>>
>>108703814
forge neo
>>
>>108703814
Forge neo, swarmui, comfyui
>>
>>108703946
>>108703898
got any example pictures I can copy on forge? I couldn't get it to work properly and went to suffer with 'comfy'
>>
File: zit-i2i_00042_.png (1.62 MB, 1024x1024)
1.62 MB PNG
>>108703603
>no muscle women in the college
I spit
S S S S S S huak S

>>108703708
I'm
LOCKED
O
C
K
E
D
IN
N
>>
>>108703831
If you pay me yeah, I don't care about wasting time just to prove something to an API cuck
>>
>>108703966
bro I know zit can do better than this
>>
>>108703810
Real porn is super low budget, and the main customers are borderline retarded, they can't actually include anything slightly confusing. That's the reason the roles are extremely simplistic, it's not just that the women are retards, it's that the guys buying it are also retarded. They should get married and have retarded babies.
>>
>>108703985
Your card died and you're api coping.
>>
>>108704004
I only watch porn for the story, though.
>>
The reason I use local is to try to prevent "local news anchor" face.
>>
>>108704014
I'm not an apinigger for one. Don't get butthurt over a simple criticism. I've seen much better zit gens than this here. This looks like base sdxl.
>>
>>108704015
The firefighter never gets to the fire, in case you never finished it.
>>
>>108703975
no ones going to pay shit for your slop
some boomer at naughty america saw seedance 2 and thinks that quality can be done locally (it cant)
as soon as they realize how far behind local actually is, theyll drop the project
>>
>>108704023
You're just a random retard, and unfortunately computers are cheap.
>>
File: aimoney.png (9 KB, 667x203)
9 KB PNG
>>108704028
>no ones going to pay shit for your slop

oh but people do
>>
>>108704028
You should pay to view
>>108703966
>>
>>108704028
>theyll drop the project
just like the dropped vhs and dvd.
>BUT BETAMAX IS BETTER!
lel
>>
Local ai enthusiasts produce superior images to chat gpt, nano banana, midjourney, and the rest. The reason is that art direction is still a human dominated field.
>>
>>108704044
Coom?
>>
>Analyzing image. Image will not be visible to other people while analysis is in progress.
HURRY THE FUCK UP
>>
API cucks are really cucks after all, they just like seeing themselves get fucked by other people
>>
File: zit-i2i_00045_.png (1.12 MB, 1024x1024)
1.12 MB PNG
>>108703966
>>
>>108704105
This has got to be the apijeet trolling with shit ass local gens
>>
File: 17771985099980783554.png (1.06 MB, 671x901)
1.06 MB PNG
>>
Fuck it, uploaded
>>
>>108703621
>suspicious
Retard api feet still deepthroating Sam's Cuckman
>>
File: zit-i2i_00046_.png (1.58 MB, 1024x1024)
1.58 MB PNG
mfw api cuck
>>
>>108704162
based
fuck julien
>>
>>108703839
it works, but it's slow and my first prompts didn't come out that nice. Gotta learn how to use this I guess.
>>
>>108704178
For this reason, I have a zitfeet masked zit detailer lmao
>>
API wan
API won
>>
File: 1769755314249792.png (126 KB, 886x1322)
126 KB PNG
>>108704044
me too bro, it rocks to get real money from real websites
>>
>>108703646
Use case. Catalog and menu...

Because no one likes those generic comic
>>
why don't we rename the general to be more inclusive and then the bickering can end
>>
>more inclusive than LOCAL DIFFUSION GENERAL
No.
>>
File: binance.png (91 KB, 451x759)
91 KB PNG
>>108704225
quite ironic you paid money to generate an image of you getting paid, truly pathetic
>>
I need to update my setup. I've been running illustrious model(s) for last several months, doing anime and adjacent (cartoon) stuff. RT3060 12GB, 32GB RAM on Win11 system.
Is Anima what I should move to now? Prefer stable stuff, once I set up I tend to leave things that way for quite awhile.
>>
>>108704283
>Is Anima what I should move to now?
no, its not finished training and not robust, we are still stuck with sdxl
>>
>>108704044
which platform is that?
>>
File: 1754750105812517.png (100 KB, 465x761)
100 KB PNG
>>108704269
youre brown, shut up
>>
>>108704269
https://desuarchive.org/g/thread/108703603/#q108704249
close one amigo, enjoy the pesos and, heck, treat yourself to a taco sometime
>>
Localkeks are an embarrassment
>>
omg.....
>>
File: zit-i2i_00050_.png (1.14 MB, 1024x1024)
1.14 MB PNG
>>108703621
>>108704178

Just for zitfet, I think most women would like a guy who has access to local.
>>
>>108704332
I forgot "resize to input" lmao
>>
anima iz pozzled by the chinese, the model is censored
>>
>>108704353
>the model is censored
why can it make fisted shotas then?
>>
File: binance2.png (102 KB, 505x717)
102 KB PNG
>>108704318
>>108704321
seethe api cuck
>>
>>108704358
yes, I'm trying to put a hot cosplayer with mao zedong with different tags, and is not working
>>
File: zit-i2i_00052_.png (958 KB, 1288x568)
958 KB PNG
>>108704332
Could do some more work, this is fine.

I have a decent wf now :^)
>>
>>108704365
Why on earth would mao zedong be in any anime model training set?
>>
File: 1759230338654165.png (2.3 MB, 2573x1433)
2.3 MB PNG
>>108704360
>>
>>108704373
anima is filled with chinese slop from weibo, there should be something
>>
>>108704283
If you are not overly reliant on shitmixes then you should switch
>>
>>108704401
>anima is filled with chinese slop from weibo
source?
>>
File: 1750023843970438.png (1008 KB, 1280x720)
1008 KB PNG
>>108704360
flying to all these different countries with your boatloads of AI cash from <unknown profitable slopsite> just to prove a point... I kneel. Do you have a Patreon, Substack, or Premium Discord I can join to get your secret tips and tricks to making money with AI in 2026 (Real!)?
>>
>>108704184
btw ^ is anima + zit & zitfeet. It's very close to perfect, ie it's within the range where if I needed to spend and hour I could perfect it.

That's my standard. 1 hour of work remains, that's a good gen. I stop there.
>>
>>108704437
you can get random gens with weibo watermarks
>>
File: art.webm (2.54 MB, 304x384)
2.54 MB WEBM
>>
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28 KB PNG
>>108703647
>>
>>
@comfyanonymous
I am bored of GPT-Image-2, can you tell us when the next Seedream releases? v4 was good but v4.5/5 sucked. Maybe some Nano Banana 3 previews?
>>
File: 1759954358538563.png (2.57 MB, 1024x1024)
2.57 MB PNG
>>
File: Klein__001.png (1.72 MB, 2048x1199)
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>>108704460
>ai influencers
hello saar

the api cuck is fuming, can you recreate this image? or these characters are copyright protected for your safety?
>>
>>108704546
ai influencers are the peak of the api mountain. kind of fucked up that the api bar is that low, but it is what it is.
>>
>saar i make big ai money saar
>look at my bank account saar
have localkeks always been this pathetic?
>>
File: nanobananaproface.png (3.62 MB, 2056x1418)
3.62 MB PNG
>>108704576
>ai influencers are the peak of the api mountain.

kek, truth
>>
The jannitor trash is not doing their work, the schizo SaaS jew is seething
>>
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640 KB JPG
>>
>>108704620
don't tease him, he will start posing post gens of 1girls showing their feet and slight cleavage
>>
>>108704651
enough talk, lets see your gens
>>
>>108704620
the api scene is dead and everyone knows it.
there is a reason openai went all in on a model for memes, serious people want control.
closed models are the antithesis of creativity.
>>
File: biku beter.jpg (95 KB, 1152x1536)
95 KB JPG
>>
SaaS really got localkeks and API enjoyers arguing against each other when they have complete non-guardrail access that's trained on everything, copyright, likeness, you name it that mogs both options.
>>
api is so dead that all of alibaba abandoned local for it. quick someone tell comfy to delete the api nodes now that saas is dead and local is booming with amazing new models like ernie that everyone is using
>>
>>108704665
the complete opposite is happening
FACT: comfy has secured funding to develop more api nodes
FACT: more users are being banned from civitai for posting problematic loras
FACT: china has fully abandoned localkeks after using them as a launching pad
FACT: ai regulation is becoming increasingly stricter
>>
having models downloaded on my computer really makes a nigger upset doesn't it
>>
>>
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>>108704162
Pretty good anon! Some feedback if you don't mind. Did you use an artist tag? It would have been cool if there was a style tag for it, it might have given more control over mixing it with other styles (it's what tdrussell recommends anyway). It also feels a little overbaked in some areas, I find it really wants to put earrings on women and turn their hair red, I've had best results at like 0.8 strength. Also for some reason characters will often times be missing their bottom lip when frowning. If you ever do retrain maybe mix in other characters and stuff? Just generic random people that aren't the main characters so it doesn't focus so much on their features. Still a lot of fun to play with.
>>
>>108704713
>FACT: comfy has secured funding to develop more api nodes
good, the last time they got funded they dumped a bunch of money into anima(a local model)
>FACT: more users are being banned from civitai for posting problematic loras
that is a privately owned website(not local) and they are free to ban users that break their terms of service
>FACT: china has fully abandoned localkeks after using them as a launching pad
there are dozens of open weight models released every month
>FACT: ai regulation is becoming increasingly stricter
and that will suck for people who have to abide by stricter and stricter terms of service to use closed weight models that are offered as a service
>>
>>108704524
Off topic
>>
>>108704750
I was mostly going for characters more than style. It is a character pack but yeah if I trained it for style it would be an entirely different lora. I might do that but i'm going to have to make a smaller/selective dataset of screencaps rather than what I'm doing now which is a lot of NSFW depictions of the main characters drawn by fans in varying art styles.
>>
what are the general tips to improve klein 9b?
>>
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544 KB PNG
>>
>The ruskie who developed A1111 when the entire thing first hit is probably dying in the russo ukraine war
>its branches (Forge and Reforge) are stagnant or dead
>ComfyUI is getting all the cool shit like new extensions and model compat.
Alright anyone got a guide for this shit. I gotta learn this dogwater UI just to keep up now huh.
>>
>>108699771
>>108700035

Forgot to mention I'm also using this custom trained VAE
https://huggingface.co/scragnog/Ace-Step-1.5-ScragVAE

It improves gens.
>>
>>108704162
Where do we get it?
>>108704805
When I did the swap I used no guides and it worked out for me. It is a step up but it is also worth it, shame that the UI has gotten worse with time though
>>
>>108704828
https://civitai.com/models/2580709/american-guy-seth-macfarlane-character-pack?modelVersionId=2899285
>>
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2.51 MB PNG
>>
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>>108704771
That makes sense. It's still great for style mixing just gotta play with a little. I always like playing around with established characters in new styles. Thanks!
>>
>>108704939
I hadn't even tried to generate a single character outside of what I put in the data, desu. The characters I do have mix well with other styles, though. A style lora will be much easier to make so I'll probably do that. Downloading 20 seasons of family guy lmao.
>>
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1.3 MB PNG
>>
it must be infuriating to browse this thread if you mostly do videogen or photoreal and there's one insane faggot or a team of faggots raiding every single thread over a preview anime model.
>>
>>108705084
You must not be an American Guy
>>
>>108705084
Until it's local, it's ok. The issue is Apifag unable to stay in /adg/
>>
>>108705084
"Peaked in high school".
>>
Restricting yourself to a single style is pretty retarded desu
>>
>>108704805
Forge Neo is regularly updated with support for the latest models

Ernie, Flux Klein, ZIT, ZIB, Anima, WAN
>>
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1.49 MB JPG
>>108705084
it's a nice model, you should get used to people talking about it.
>>
>>108705084
for some reason anime attracts the most deranged people. combine that with localkeks, and you get the absolute bottom of the barrel
>>
>>108705084
hes a crab, mad that his ex-boyfriend (NTR'd) is making his bag, meanwhile he is here seething all day about him trying to pull him back into the bucket
>>
>>108703753
>>108703791
There simply is no way Bytedance will be okay with having a reputation as a porn company. Especially when you can use it to create legally questionable content. They will censor it eventually.
>>
Kill ani in real life
>>
>>108704126
What model did you use?
>>
>>108705084
>raiding every single thread over a preview anime model.
Isn't it crazy that it's only a preview and it's already got some anons incredibly upset? That's how you know it's a good model kek.
>>
I'm a based API king and even I like anima. If you use local for shit like chroma, zib, etc you're just wasting your time because API simply does it all better. Anima at least has a use-case.
>>
I am angry about Anima preview gaining traction.
>>
What's with civitai not updating download counts? Does it only update like once a week or something?
>>
gpt won't let me generate any more today
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File: x1rgrp.png (960 KB, 1024x768)
960 KB PNG
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>>108705249
Use a chicom model.
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>>108705244
vibecoded backend shits itself due to moderate increase in traffic like usual
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>>108704162
thanks
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File: censoredforg.png (3.71 MB, 1472x1808)
3.71 MB PNG
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Epic New TrAnima finetune: https://civitai.red/models/2495369/kirazuri-anima
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>>108704805
Just vibeslop your own client.
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>>108705338
wake me up when the dataset consists of all e621
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>>108705377
Go back to working on your failbake lodestone



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