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    Klein 9B lcs consistency lora 20260415

    RunningHub:

    Lora:

    https://www.runninghub.ai/model/public/2044762492517228546?inviteCode=rh-v1279

    Online Workflow:

    https://www.runninghub.ai/post/2016109710943981570/?inviteCode=rh-v1279

    Klein 9B consist lcs preivew 20260328

    preview version of lcs training method.

    Further version is under development

    Klein 4B Consistency Lora

    This lora inspired by ByteDance Heilos Easy Anti-Drifting method.

    I implemented Frame-Aware Corrupt (Reference Latent Corrupt) latent and Color Statistics Loss.

    In additionally, I use frequence split dataset which created by converting an image into frequence domain and split it into high freq image and low freq image.

    Reference: low freq image, high freq image (0.8 dropout rate on high freq image)

    Target: clean image

    lr: 2e-4

    scheduler: cosine

    optimizer: adamw8bit

    steps: 6000

    Suggested Prompt:

    {edit prompt}. Transform the image to realistic photograph. add realistic details to the corrupted image. restore high frequence details from the corrupted image.

    Suggested Strength:

    0.5-0.7

    Trained on 4B based. This lora aims to preserve image consistence across multiple input images. Control the lora via lora strength.

    More strength means more consistence but it would also hurt edit abilities.

    Different image might has different optimal lora strength.

    Running Hub

    Flux2 Klein 4B一致性lora对比 runninghub.ai/post/2032812180667633666/?inviteCode=rh-v1279

    Flux2 Klein 4B一致性lora 不偏色 不偏移 runninghub.ai/post/2032817113190113281/?inviteCode=rh-v1279

    Flux2 Klein 9B Consist Lora

    HuggingFace:

    https://huggingface.co/lrzjason/Consistance_Edit_Lora

    Klein 9B Consis Lora

    Suggested Prompt:

    restore image details

    Flux2 Klein 9B Consis Lora

    Trained on 9B based. This lora aims to preserve image consistence across multiple input images. Control the lora via lora strength.

    Suggested strength: 0.2~1.5

    Use with any prompts.

    More strength means more consistence but it would also hurt edit abilities.

    Different image might has different optimal lora strength.

    RH:

    https://www.runninghub.ai/post/2016109710943981570/?inviteCode=rh-v1279

    ======================QE2511================================

    RH:

    https://www.runninghub.ai/model/public/2010085010870640641?inviteCode=rh-v1279

    Custom_node:

    https://github.com/lrzjason/Comfyui-QwenEditUtils

    QE2511 Alpha is trained on QwenEdit 2511.

    As same as previous lora, this lora helps to maintain image consistence.

    The lora is trained using nf4 qlora.

    V2 lora is trained for QwenEditPlus aka QwenImage Edit (2509)

    It is recommanded to use with strength between 0.5 ~1.0 for multiple images

    0~0.5 for single image

    It needs to use with workflow v4.0 https://civarchive.com/models/1939540

    RH workflow:

    QwenEdit Consistence Edit workflow v4.0

    Experience link: https://www.runninghub.ai/post/1965033238311915522/?inviteCode=rh-v1279

    QwenEdit Consistence Edit workflow v2.0

    Solved pixels shift issue and keep qwenvl encode image ability.

    RH workflow:

    QwenEdit Consistence Edit workflow v2.0

    Experience link: https://www.runninghub.ai/post/1965033238311915522/?inviteCode=rh-v1279

    Trained with no ref image into qwenvl.

    This lora typical to test the consistency with kontext like workflow.

    It is suggested to use 0.45~0.5 lora stregth

    Workflow:

    https://civarchive.com/models/1939540/qwenedit-consistance-edit-workflow

    RH workflow:

    It's extremely fun and I highly recommend it to you!

    Workflow: QwenEdit Consistence Edit workflow

    Experience link: https://www.runninghub.ai/post/1965033238311915522/?inviteCode=rh-v1279

    Description

    FAQ

    Comments (48)

    mattinglyjohn722Sep 27, 2025
    CivitAI

    Works well. Thank you.

    Archi_teknik101Sep 27, 2025
    CivitAI

    fantastic lora with the node, works as described

    KitagawaYoshinoSep 27, 2025· 1 reaction
    CivitAI

    the overlay example definetily looks good, i'll give a try

    bobthebuildorSep 28, 2025
    CivitAI

    does this work for other features or poses that arent cloth or clothing related? if so is there something I am missing to accomplish that

    xiaozhijason
    Author
    Sep 29, 2025· 2 reactions

    You could adjust the lora weight for consistency. Higher lora weight means smaller shift, lower means more editing ability

    cluster1500Sep 29, 2025· 1 reaction

    other features, yes! I tested it with "put things on that" prompts and it worked very well

    Keroro_GunsoSep 30, 2025
    CivitAI

    Working with new 2509?

    xiaozhijason
    Author
    Sep 30, 2025· 4 reactions

    v2.0 is trained on 2509

    Keroro_GunsoOct 1, 2025

    @xiaozhijason perfect. Thank you for your service.

    KitagawaYoshinoOct 3, 2025
    CivitAI

    niceeeeeeee, i've actually tried it today after being disappointed with qwen edit and man... THIS LORA WORKS! The images got instatly better, thanks a lot!

    brayn1701Oct 6, 2025
    CivitAI

    can you create a wrokflow that goes with swarm? these JSONs dont load properly into Swarm's comfy back end and i'm not a node person.

    xiaozhijason
    Author
    Oct 6, 2025

    No plan for it

    nikoladzeeOct 14, 2025· 3 reactions
    CivitAI

    When using with Qwen-Image-Edit-Rapid-AIO, a grid appears on the generated image. What could be the problem?

    xiaozhijason
    Author
    Oct 14, 2025

    This lora is trained on qwen edit 2509 and only tested on qwen edit 2509. If custom has issue with this model, you might ask the author of the custom model.

    robbiebunny1883Oct 21, 2025

    Noticing same issue. Any luck?

    wardkellphelan312Oct 22, 2025

    Qwen-Image-Edit-Rapid-AIO is based on 2509...
    maybe try v5.1 as he added some fp8 lightning to possibly resolve the issue.

    or

    one of my GGUF's see quantization on Phr00ts repo

    robbiebunny1883Oct 22, 2025· 1 reaction

    @wardkellphelan312 I went with v5.1 that seems to have helped. I also removed lightning loras, qwen union and qwen pose lora (in my case) as those seem to now be part of that ckpt. So only load v5.1 that has everything baked into it.

    creator42Nov 11, 2025

    i tryed without the lora lightning, and it work better, and it work as fast than with it

    0621arty300Oct 15, 2025
    CivitAI

    What is the recommended prompt for this to work properly?

    xiaozhijason
    Author
    Oct 15, 2025· 1 reaction

    No prompt required. Adjust lora strength to adjust the effect.

    hedgehog71Oct 31, 2025
    CivitAI

    At the risk of using a worn-out phrase: This Lora is a game-changer! Had remarkable success with Qwen image edit 2509_Q5_K_M on an old GTX 1070; I'm finally able to rotate a character and keep consistent body and face. I don't know what voodoo you pulled with this lora but I notice excellent results on an 8 step lightning lora at just the 2nd iteration (25%).

    kirillallOct 31, 2025
    CivitAI

    Great Lora! It works perfect! Thank you!

    cldoerick131Nov 7, 2025
    CivitAI

    Hello, this is great! Thank you for your work. What is VL Encode?

    xiaozhijason
    Author
    Nov 7, 2025

    Qwen model is using qwenvl2.5 as text encoder. qwenvl2.5 able to accept image as input and generate condition based prompt and image.

    siyuzouNov 11, 2025
    CivitAI

    Hello, I'm debugging this LoRA using diffusers. I found that those layer names for image stream is NOT in diffusers format, hence they aren't loaded by diffusers actually (e.g., ...attn.to_q.lora.down.weight, the correct name might be ...attn.to_q.lora_A.weight).

    However, only under this strange setting does this LoRA work like a charm. I manually re-named those layers to the diffusers format ( lora.down -> lora_A, lora.up -> lora_B) but got very bad results.

    Any idea of what is going on here?

    xiaozhijason
    Author
    Nov 11, 2025

    No idea, it should be identical by remapping the keys.

    lodfjfNov 11, 2025

    did you manage to solve it? if so, how?

    aungkhant0911Nov 14, 2025· 2 reactions
    CivitAI

    Is this face consistency lora or cloth consistency or what am I missing?

    salsaverdeDec 10, 2025

    You're going to have to try it to see for yourself. It's good for swapping clothing, making it look more natural in the scene while keeping close to the original proportions and skin.

    MarkMoNov 23, 2025
    CivitAI

    Works great, faces, clothes and bodies are all as they should be.

    boinobin730Nov 24, 2025
    CivitAI

    Wow. This is such a game changer. Literally super accurate and without problems even on lower VRAM such as 12Gb. Thank you.

    ThatonecreatorNov 24, 2025· 6 reactions

    ooooo 12 gb sooooo lowwwwwwwwwwwwwwwwwwwwwwwwwwwwwww

    RedditUser981Dec 13, 2025

    @Thatonecreator  bro i am acutally using this on my 6 gb vram and he said 16gb vram is low lol

    ThatonecreatorDec 13, 2025

    @kumarkishank959811 Lmao these people don't understand the difficulties we face

    falerenioJan 15, 2026

    i only have 12 gb ram as well but have troubles running this, which qwen model are you using it with?

    boinobin730Jan 15, 2026

    @falerenio Qwen-Image-Edit-2509-Q4_K_M.gguf works ok for me. I haven't tried the newer models yet or the new workflow for the new models. are you getting OOM? What graphics card do you have? I am running fine on RTX 3060 and 32gb RAM.

    Civitai098765Dec 3, 2025· 6 reactions
    CivitAI

    For the past month I've been trying to figure out how best to generate datasets from reference images to train LoRa's, rotating the camera around the character etc.. and I've been struggling with character likeness, having to generate tons of batches to sort through for good seeds. Sometimes sorting through hundreds of images to end up with only half a dozen.

    I Tried so many different LoRa's, tons of different prompts, testing different settings Shift/CFGNorm/CFG/Steps/Samplers/Lighting/NoLightning, many different complicated workflows with control nets, face recognition, dozens of fancy custom nodes. You name it I've tried it.

    Someone mentioned this LoRa on a reddit thread and I figured I might as well give it a try and for some reason this simple little LoRa just works. With a simple workflow and basic prompts it maintains the likeness of the character better than literally anything else I've tried. I'm actually flabbergasted at how good this works.

    cloakrDec 5, 2025
    CivitAI

    This thing is incredible. Great job xiaozhijason

    cohenbrownyjgc56552Dec 22, 2025
    CivitAI

    大佬,请问我使用了提到的工作流和这个lora后,生成的图永远是第一张参考图,这是为什么,检查工作流是完全复刻的呀

    xiaozhijason
    Author
    Dec 23, 2025· 2 reactions

    降低lora强度,lora提供一致性,强度过高会导致修改能力变弱

    @xiaozhijason 感谢!

    carlitajohn89931Dec 29, 2025
    CivitAI

    hi brother it's really urgent i can't know why in some picture if i enable cons edit v2 with a lets say 0.3 weight it's work ( close shot) and when the girl or guy is far away it doesn't work i need to disable it. by the way if you can check your wechat i've added you im professional and doing business i need to have you quick, thx.🙏

    xiaozhijason
    Author
    Dec 29, 2025

    The lora has its limitations. Not much far away training image. Please share who are you and why would you add me in wechat.

    sakiartJan 2, 2026· 8 reactions
    CivitAI

    Are you planning on doing a 2511 version?

    Peticree435Jan 8, 2026

    V2 looks to be working well with 2511, for me at least.

    xiaozhijason
    Author
    Jan 11, 2026· 2 reactions

    Updated

    razerkraitJan 11, 2026

    @Peticree435 But not good as 2509...I tested with FP16 and FP8

    RedditUser981Jan 16, 2026

    2511 i am using this & its just working