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    Balanced CLIP (Updated) - PONY_CLIP_L_SDXL_Biased
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    Balanced CLIP (1M)

    Training CLIP-G took >15KwH of energy, CLIP-L took far less <1KwH

    The full negative reinforcement (Cosine Dissimilarity) is available on my huggingface, this was paired with a positive reinforcement (Contrastive Loss) using the full frozen vision model in latent space.

    PONY CLIP-L has a further 10 epochs using ASGD for very fine-tuned loss.

    Description

    FAQ

    Comments (4)

    CosmicTelephoneDec 24, 2025
    CivitAI

    Hey just discovered this and saw you have some pretty rad projects on HF. Nice. Could you lay out the pros and cons of these for particular types of use cases?

    Felldude
    Author
    Dec 25, 2025

    Thanks, if your referring to the latest update of the clip here, it is trained on a smaller dataset around 10GB but the goal was high accuracy and balance without training out the pony triggers

    roe2Jan 17, 2026· 1 reaction
    CivitAI

    The Pony Clip-G is really good, but I'm having mixed results with the Pony Clip-L. V2 also seems to be pretty screwed up; V1 works much better. However, sometimes I am definitely still preferring your older Pony Long Clip-L (distilled), whereas I do prefer Balanced Clip-G over NoMerge and JoyCLIP Clip-G!

    Overall great work <3

    Felldude
    Author
    Jan 17, 2026· 1 reaction

    Thanks for the input, V2 might be more closely aligned with SDXL it might rename it

    Checkpoint
    Pony

    Details

    Downloads
    308
    Platform
    CivitAI
    Platform Status
    Available
    Created
    12/24/2025
    Updated
    5/2/2026
    Deleted
    -

    Files

    balancedCLIPUpdated_ponyCLIPLSDXLBiased.safetensors