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).
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)
| Name | Type | Default | Description |
|---|---|---|---|
| source_dit | COMBO | The Krea 2 DiT model: either a BF16 source (~24 GB, will be quantized first) or an already-quantized SVDQuant/W4A4/INT8 file. | |
| text_encoder | COMBO | The 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. | |
| vae | COMBO | The Krea 2 VAE (~0.51 GB, kept unquantized). | |
| format | COMBO | svdq | Diffusion model format. svdq: 4-bit weights and activations plus a low-rank bf16 correction branch. |
| te_format | COMBO | w4a4 | Text encoder format: w4a4 (convrot_w4a4, ~3.2 GB) or int8 (int8_tensorwise, ~5.2 GB). |
| rank | INT | 648–1024 | svdq only: size of the low-rank branch on the diffusion model. |
| refine_iters | INT | 1000–200 | svdq only (if source_dit is BF16). Refines the branch against quantization error. Ignored if source_dit is already quantized. |
| groupsize | INT | 25632–1024 | convrot rotation group size. |
| variant | COMBO | turbo | Which Krea 2 release this is. |
| output_name | STRING | Filename in models/checkpoints/. Leave empty to derive automatically. | |
| overwrite | BOOLEAN | false | Allow overwriting existing output checkpoint. |
| act_statsopt | STRING | svdq only (if source_dit is BF16): activation statistics file. | |
| seedopt | INT | 0-1–4294967295 | Random seed for reproducible SVD. |
Outputs (1)
| Name | Type | Description |
|---|---|---|
| summary | STRING | Size, tensor counts and loader instructions for the baked checkpoint. |