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    Anima INT4 Quants - INT4 Convrot MSE
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    Anima INT4 quantization, size is 1.437 GB, about 63% smaller than BF16.

    Simple convrot_w4a4 seems to cause a massive quality loss so this is an attempt to restore some of it while retaining the storage advantage of INT4.

    The improvement is primarily from using MSE (Mean Squared Error) method when selecting scale rather than the default maximum, it allows to find a scale that minimizes quantization error as much as possible. Tests show about 43% lower weight reconstruction error related to just convrot_w4a4.

    Comparison images are at the end so you can see how the model fares compared to int8_convrot and convrot_w4a4.

    Description

    Checkpoint
    Anima

    Details

    Downloads
    47
    Platform
    CivitAI
    Platform Status
    Available
    Created
    10/12/2026
    Updated
    10/12/2026
    Deleted
    -

    Files

    animaINT4Quants_int4ConvrotMSE.safetensors