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    video TBA
    Update: v35 txt2img + Lora & Canny ControlNet

    Update: v82-Cascade Anyone

    The Checkpoint update has arrived !


    New Checkpoint Method was released. All Workflows were refactored.
    https://huggingface.co/stabilityai/stable-cascade/tree/main/comfyui_checkpoints
    put
    both inside /models/checkpoints/


    v30-txt2img
    - updated workflow for new checkpoint method.
    - Text 2 Image.

    links at top

    v32-txt2img-lora
    - updated workflow for new checkpoint method.
    - lora loader
    - Text 2 Image.

    links at top

    v35-txt2img-canny
    - updated workflow for new checkpoint method.
    - lora loader
    - ControlNet Canny
    - Text 2 Image.

    links at top


    v40-img2img
    - updated workflow for new checkpoint method.
    - Image to Image with prompting, Image Variation by empty prompt.
    links at top

    v42-img2img-lora
    - updated workflow for new checkpoint method.
    - added Lora Loader for testing new trained Lora's

    - Image to Image with prompting, Image Variation by empty prompt.
    links at top

    v45-img2img-canny
    - updated workflow for new checkpoint method.
    - Lora Loader

    - canny support

    - Image to Image with prompting, Image Variation by empty prompt.
    links at top

    v50-img2vision
    - updated workflow for new checkpoint method.

    - Image to CLIP Vision + Text Prompt.

    links at top

    v54-img2vision-lora
    - updated workflow for new checkpoint method.

    - added Lora Loader for testing new trained Lora's

    - Image to CLIP Vision + Text Prompt.

    links at top

    v55-img2vision-canny
    - updated workflow for new checkpoint method.

    - Image to CLIP Vision + Text Prompt.

    - adds canny support

    links at top


    v60-img2remix

    - updated workflow for new checkpoint method.

    - Multi-Image to CLIP Vision + Text Prompt.

    links at top

    v65-img2remix-canny

    - updated workflow for new checkpoint method.

    - Multi-Image to CLIP Vision + Text Prompt.

    - adds canny support

    links at top

    v66-img2remix-lora

    - updated workflow for new checkpoint method.

    - added Lora Loader for testing new trained Lora's

    - Multi-Image to CLIP Vision + Text Prompt.

    links at top


    v70-img2remix-faceswap

    - updated workflow for new checkpoint method.

    - Multi-Image to CLIP Vision + Text Prompt.
    - Use an HD Face image with Reactor.

    links at top

    v75-img2faceswap-canny

    - updated workflow for new checkpoint method.

    - Multi-Image to CLIP Vision + Text Prompt.

    - canny support added
    - Use an HD Face image with Reactor.

    links at top

    v82-Cascade-Anyone

    - Add high quality Face image with 4 character reference images using prompts.

    - built from v70 to estimate custom characters without training or Cnet

    links at top

    v85-Anyone-canny

    - Add high quality Face image with 4 character reference images using prompts.

    - built from v70 to estimate custom characters without training or Cnet

    - canny support added

    links at top

    v95-img2vision-canny

    - Add 3 high quality reference images for Vision

    - img2img with canny using the same image

    - built from v85 to do complex remix variations

    - canny control net and lora support added

    links at top

    UPDATE: removed Photomaker version, because it actually had no effect.

    I want to stress that you MUST update your comfyUI to the latest version, you should also update ALL your custom nodes because there is no way to know which ones might have affect the UNET, CLIP and VAE spaces which cascade is now using to generate our images.

    In addition, i have disabled a lot of custom nodes i did not need on that run. it's easy, just add ".disabled" to the folder name. This is what the button does in the manager. it's very easy to "switch off" some custom nodes in this way.

    ~

    Everything Below applied to the early Method for loadings all the models here: official repo: https://huggingface.co/stabilityai/stable-cascade

    ~ i will leave the Early method here, for anyone wishing to use it :)

    UltraBasic Stable Cascade Workflows for ComfyUI:
    Article here: https://civarchive.com/articles/4161

    IMG2IMG UPDATE:

    these older workflows were deprecated on day 4 by a new method, however still work fine.

    v10 = txt2img Stable Cascade here: https://civarchive.com/models/310409?modelVersionId=348385

    v12 = v10 txt2img without custom nodes: https://civarchive.com/models/310409?modelVersionId=351470
    v16 = img2img (stage C) Stable Cascade Workflow here: https://civarchive.com/models/310409?modelVersionId=351400
    v17 = v16 img2img without custom nodes for scaling: https://civarchive.com/models/310409?modelVersionId=351464
    v18 = v16 img2img (stage B and C ) now supported by new default node: https://civarchive.com/models/310409?modelVersionId=351658

    You can squeeze it only any GPU if you use the correct combination.
    These notes are in the Workflow also ;)

    Cascade Combos:

    • stage_b + stage_c ~ 22GB

    • stage_b_bf16 + stage_c_bf16 ~ 12GB

    • stage_b_lite + stage_c_lite ~ 8GB

    • stage_b_lite_bf16 + stage_c_lite_bf16 ~ 5GB

    I put together to paths you need to put all the models in case you had to manually DL each of them, due to a poor connection or whatever :)

    Huggingface has the models we need, follow the chart below to find where they go

    https://huggingface.co/stabilityai/stable-cascade

    Text Encoder

    ComfyUI Path: models\clip\Stable-Cascade\

    HF Filename: /text_encoder/model.safetensors

    text encoder CLIP = 1.39GB

    Stage C

    ComfyUI Path: models\unet\Stable-Cascade\

    HF Filename: stage_c.safetensors

    • stage_c = 14.4GB

    • stage_c_bf16 = 7.18GB

    • stage_c_lite = 4.12GB

    • stage_c_lite_bf16 = 2.06GB

    Stage B

    ComfyUI Path: models\unet\Stable-Cascade\

    HF Filename: stage_b.safetensors

    • stage_b = 6.25GB

    • stage_b_bf16 = 3.13GB

    • stage_b_lite = 2.8GB

    • stage_b_lite_bf16 = 1.4GB

    Stage A

    ComfyUI Path: models\vae\Stable-Cascade\

    HF Filename: stage_a.safetensors

    stage_a = 73.7mb

    Effnet Encoder

    ComfyUI Path: models\vae\Stable-Cascade\

    HF Filename: effnet_encoder.safetensors

    img2img VAE encoder = 81.5mb

    Description

    you will need a few custom nodes, all are available in the Missing Nodes Manager.
    Faceswap is using the inswapper model, and the Reactor Custom node.

    FAQ

    Comments (17)

    stygianwizard42Feb 21, 2024
    CivitAI

    got the models, couldn't get the missing nodes to install, they don't appear in the manager when I click install missing nodes

    driftjohnson
    Author
    Feb 21, 2024

    the only important custom node is "Reactor" which is needed for faceswapping. you can bypass that if it does not load. the other custom nodes are taking your loaded image, cropping to 1:1 aspect ratio and resizing to 2048x longest side. this is to ensure a square ratio image is passed in. you can remove these nodes and use whatever nodes you have to hand. I release earlier versions v30,40,50,60, which should not have any custom nodes/ :)

    stygianwizard42Feb 21, 2024

    @driftjohnson I'm trying to use txt2img and it gives me errors

    NoobFromEgyptFeb 23, 2024

    @driftjohnson i have same proplem https://ibb.co/X8pzf8v

    how to fix this

    NoobFromEgyptFeb 23, 2024

    @driftjohnson never mind i update all and it has nothing missed now :D

    downloading the models and i will try it ... thanks

    jonathanperreault42688Feb 22, 2024
    CivitAI

    ive put the files in the checkpoints folder but i, still getting an error as if they arent found
    CheckpointLoaderSimple: - Value not in list: ckpt_name: 'stable_cascade_stage_c.safetensors' not in []
    any help ?

    driftjohnson
    Author
    Feb 23, 2024· 1 reaction

    sounds like maybe your comfy is outdated and didn't understand the new checkpoint. try to update the comfyUI and see if that fixed it for you.

    @driftjohnson the models ad failed during their downloads!

    BoneyFeb 26, 2024

    @jonathanperreault42688 I had other different problems, but for me this particular issues was an easy fix of just highlighting the ckpt description in the failed node and it automatically offers you to replace it with the name of the existing equivalent file that it does find in your directory.

    driftjohnson
    Author
    Feb 26, 2024

    @jonathanperreault42688 you can try downloading them manually with a web browser like google chrome, it has a "resume" feature if a download is interrupted, useful when connection problems happen.
    If i'm understanding you right :)

    driftjohnson
    Author
    Feb 26, 2024

    @Boney thats a feature i've not even yet seen! 

    whackjob2Feb 24, 2024
    CivitAI

    Error occurred when executing CheckpointLoaderSimple: 'model.diffusion_model.input_blocks.0.0.weight'

    Can't get around it. I've even redownloaded the models for Stable Cascade.

    driftjohnson
    Author
    Feb 24, 2024

    is your comfyui up to date? Cascade requires the latest update, because it's less than a week old

    driftjohnson
    Author
    Feb 25, 2024

    looks like the versions below v20 that used a different setup will work with more GPU's

    BoneyFeb 26, 2024

    I've got exactly the same error. Have updated comfui/all and tried changing names of cascade files to match your default but still get 'model.diffusion_model.input_blocks.0.0.weight'. Have a 4070Ti Super (16G vram). No problem running other Cascade basic workflows. Hope I can make this workflow work somehow...looks magic.

    driftjohnson
    Author
    Feb 26, 2024

    @Boney There have been more ComfyUI updates, so it's hard to say from day to day. There is always the chance that a problem was existing and was fixed before i get to testing it ! Crazy speed in this space :)

    Workflows
    Stable Cascade

    Details

    Downloads
    350
    Platform
    CivitAI
    Platform Status
    Available
    Created
    2/20/2024
    Updated
    5/13/2026
    Deleted
    -

    Files

    argusStableCascadeAnyone_v70Img2remixFaceswap.zip