Nodes/Krea-2-SVDQuant-ComfyUI/Krea2 SVDQuant Quantize All-in-One
ComfyUI Node

Krea2 SVDQuant Quantize All-in-One

Bakes DiT, 4-bit quantized Qwen3-VL 4B text encoder, and VAE into a single combined checkpoint in ComfyUI/models/checkpoints/ (~12 GB instead of 15.5 GB across three files).

By alperktt·Created about a month ago·Updated 5 days ago· 11
Krea2 SVDQuant Quantize All-in-One
    • summary
    source_dit
    text_encoder
    vae
    formatsvdq
    te_formatw4a4
    rank64
    refine_iters100
    groupsize256
    variantturbo
    output_name
    overwritefalse
    act_stats
    seed0
    CategoryKrea2/SVDQuant

    Inputs (13)

    NameTypeDefaultDescription
    source_ditCOMBOThe Krea 2 DiT model: either a BF16 source (~24 GB, will be quantized first) or an already-quantized SVDQuant/W4A4/INT8 file.
    text_encoderCOMBOThe Qwen3-VL 4B BF16 text encoder safetensors (~8.88 GB). Its 252 linear projections will be quantized to te_format, reducing it to ~3.2 GB without losing the vision tower.
    vaeCOMBOThe Krea 2 VAE (~0.51 GB, kept unquantized).
    formatCOMBOsvdqDiffusion model format. svdq: 4-bit weights and activations plus a low-rank bf16 correction branch.
    te_formatCOMBOw4a4Text encoder format: w4a4 (convrot_w4a4, ~3.2 GB) or int8 (int8_tensorwise, ~5.2 GB).
    rankINT648–1024svdq only: size of the low-rank branch on the diffusion model.
    refine_itersINT1000–200svdq only (if source_dit is BF16). Refines the branch against quantization error. Ignored if source_dit is already quantized.
    groupsizeINT25632–1024convrot rotation group size.
    variantCOMBOturboWhich Krea 2 release this is.
    output_nameSTRINGFilename in models/checkpoints/. Leave empty to derive automatically.
    overwriteBOOLEANfalseAllow overwriting existing output checkpoint.
    act_statsoptSTRINGsvdq only (if source_dit is BF16): activation statistics file.
    seedoptINT0-1–4294967295Random seed for reproducible SVD.

    Outputs (1)

    NameTypeDescription
    summarySTRINGSize, tensor counts and loader instructions for the baked checkpoint.