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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

    adds lora loading functionality to the img2vision workflow

    FAQ

    Comments (10)

    jonathanperreault42688Feb 26, 2024
    CivitAI

    after 2 generations something goes wrong , from then on it just says "Prompt executed in 0.00 seconds" and fails to generate , i dont get any error messages

    stygianwizard42Feb 29, 2024· 1 reaction
    CivitAI

    can I use it without the lora? or do I need it?

    driftjohnson
    Author
    Mar 1, 2024· 1 reaction

    if you pick up the -lora version and do not want to load a lora, you can click on the Lora Loader node and press Ctrl+B to bypass it. There are versions without the lora loader for download too.

    quick answer is no :)

    yofoton174609Mar 17, 2024

    stable cascade is too confusing, im going back to sdxl

    driftjohnson
    Author
    Mar 17, 2024

    @yofoton174609 SDXL is king, cascade is a research model

    yofoton174609Mar 17, 2024

    @driftjohnson true, i tried playground (closest competitor to SC), but its not worth ditching all the LoRAs, and embeds and all for playground. It needs to be radically better for me to leave sdxl.

    stygianwizard42Mar 1, 2024
    CivitAI

    Is anyone else getting bad faces, hands and text? I'm using normal prompts but it keeps happening

    driftjohnson
    Author
    Mar 2, 2024· 1 reaction

    You can try removing all negative prompts. the model card states that Cascade was trained to not need them. In some cases i find the quality actually improved with no negative prompt.

    stygianwizard42Mar 4, 2024

    @driftjohnson thanks that seems to be improving things, I tried to use the lite version of the models but the workflow won't work, any reason it might be failing?

    brunokalebeMar 3, 2024
    CivitAI

    Help, please

    To see the GUI go to: http://127.0.0.1:8188

    FETCH DATA from: C:\Users\Belegante\Desktop\ComfyUI_windows_portable\ComfyUI\custom_nodes\ComfyUI-Manager\extension-node-map.json

    got prompt

    '🔥 - 57 Nodes not included in prompt but is activated'

    model_type STABLE_CASCADE

    adm 0

    clip missing: ['clip_g.logit_scale']

    model_type STABLE_CASCADE

    adm 0

    clip missing: ['clip_g.logit_scale']

    Requested to load StableCascadeClipModel

    Loading 1 new model

    ERROR:root:!!! Exception during processing !!!

    ERROR:root:Traceback (most recent call last):

    File "C:\Users\Belegante\Desktop\ComfyUI_windows_portable\ComfyUI\execution.py", line 152, in recursive_execute

    output_data, output_ui = get_output_data(obj, input_data_all)

    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

    File "C:\Users\Belegante\Desktop\ComfyUI_windows_portable\ComfyUI\execution.py", line 82, in get_output_data

    return_values = map_node_over_list(obj, input_data_all, obj.FUNCTION, allow_interrupt=True)

    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

    File "C:\Users\Belegante\Desktop\ComfyUI_windows_portable\ComfyUI\execution.py", line 75, in map_node_over_list

    results.append(getattr(obj, func)(**slice_dict(input_data_all, i)))

    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

    File "C:\Users\Belegante\Desktop\ComfyUI_windows_portable\ComfyUI\nodes.py", line 904, in encode

    output = clip_vision.encode_image(image)

    ^^^^^^^^^^^^^^^^^^^^^^^^

    AttributeError: 'NoneType' object has no attribute 'encode_image'

    Prompt executed in 17.34 seconds

    Workflows
    Stable Cascade

    Details

    Downloads
    114
    Platform
    CivitAI
    Platform Status
    Available
    Created
    2/25/2024
    Updated
    5/12/2026
    Deleted
    -

    Files

    argusStableCascadeAnyone_v54Img2visionLora.zip