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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

    Checkpoint
    Pony

    Details

    Downloads
    306
    Platform
    CivitAI
    Platform Status
    Available
    Created
    12/24/2025
    Updated
    4/27/2026
    Deleted
    -

    Files

    balancedCLIPUpdated_ponyCLIPLSDXLBiased.safetensors