Nodes/WINT8-ComfyUI/WINT8 Diffuser Loader
ComfyUI Node

WINT8 Diffuser Loader

A ComfyUI node in WINT8 with 7 inputs and 1 output.

By Winnougan·Created 4 months ago·Updated 3 months ago· 5
WINT8 Diffuser Loader
    • model
    unet_name
    model_typeflux2
    weight_dtypedefault
    on_the_fly_quantizationfalse
    enable_quarotfalse
    sage_attentionfalse
    quant_modetensorwise
    CategoryWINT8

    Inputs (7)

    NameTypeDefaultDescription
    unet_nameCOMBO0 options:
    model_typeCOMBOflux29 options: flux2, z-image, chroma, wan, ltx2, qwen, +3
    weight_dtypeCOMBOdefault4 options: default, fp8_e4m3fn, fp16, bf16
    on_the_fly_quantizationBOOLEANfalseQuantize fp16/bf16 weights to INT8 at load time. Only needed if your checkpoint is NOT already INT8.
    enable_quarotBOOLEANfalseApply Hadamard (QuaRot) rotation to reduce outliers. Improves quality for heavily quantized models.
    sage_attentionBOOLEANfalseReplace ComfyUI's attention kernel with Sage Attention for reduced VRAM usage. Requires sageattn package.
    quant_modeCOMBOtensorwisetensorwise: one scale per weight tensor (faster load, lower memory). blockwise: one scale per 128×128 tile (finer granularity, better quality).

    Outputs (1)

    NameTypeDescription
    modelMODEL