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    RDBT | Anima | for LoRA training - v1.5
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    Epoch 1 warmup ckpt for training LoRA. Not intended to gen images.

    v1.5 is based on Anima base v1


    What's the model for?

    Removes high 2d art bias in base anima. Prevents LoRAs learning same high counter bias. So you can stack more LoRAs without accumulated bias breaking the model.

    A simplified example:

    The base anima has high bias towards flat 2d art without textures and details. And you have 3 digital art datasets, which have much more details than base anima. If you training 3 LoRAs from those datasets on base anima. Aside of learning concepts, every LoRA will also learn how to counter the bias to add more details. If you stack those 3 LoRAs, all of them want to add more details, and there will be artifacts etc.

    By training the base model with all those datasets first, you get an intermediate ckpt with more details. If you training LoRA on this ckpt, the LoRA will not learn the counter bias motioned above.

    However, in practice it's more complicated.

    Do I need this model?

    It heavily depends on the your training data.

    Description

    Comments (2)

    tosermeplsJul 30, 2026· 2 reactions
    CivitAI

    Can I ask what would be the benefits of using this for training a Lora over the base model?

    reakaakasky
    Author
    Jul 31, 2026

    Prevents LoRAs learning same high bias. And I can stack more LoRAs without accumulated bias breaking the model.

    It heavily depends on the your training data.

    E.g., the base anima has a bias towards flat 2d art. Now you have 3 digital art datasets, which have much more details than base anima. If you training 3 LoRAs from those dataset. Every LoRA needs to learn how to add more details. If you stack those 3 LoRAs, all of them want to add more details, and there will be artifacts.

    Checkpoint
    Anima

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    Details

    Downloads
    79
    Platform
    CivitAI
    Platform Status
    Deleted
    Created
    7/30/2026
    Updated
    8/2/2026
    Deleted
    7/31/2026

    Files

    rdbtAnimaForLora_v15.safetensors

    Mirrors