Blake's Fast Low-VRAM Flux SVDQuant int4 Upscale Workflow
5.0
0 reviewsDescription
This is my own personal workflow that I will update over time as I make improvements.
This workflow is MUCH faster than my fp16 Flux workflow. This uses the nunchaku to handle SVDQuant 4-bit quantized models that can fit in 4GB of VRAM. A RTX 3080 10GB generates images in under 10 seconds that are higher quality than Flux.1 Dev fp16 models!
https://github.com/mit-han-lab/ComfyUI-nunchaku
For this you need a Flux model with SVDQuant or int4 in the title. These are around 5GB. Extract the folder to your "\ComfyUI_windows_portable\ComfyUI\models\diffusion_models/" folder.
Recommended models tested during development:
CreArt Ultimate: https://civitai.com/models/1545303?modelVersionId=1748507
Project0 v40Art: https://civitai.com/models/1018060?modelVersionId=1839533
Jib Mix Flux: https://civitai.com/models/686814?modelVersionId=1595633
7-14-2025
- Changed to use flash-attention2, since it gave better quality.
- Sampler and scheduler tweaks to give better and more consistent results.
6-9-2025
- Improved the face detailer by adding logic to first look at head + hair, then face, and then eyes. It will only upscale based on the largest masked area that is under 25% of the total image (to account for 2x upscale). This way it will only upscale the eyes for extreme close-up images, but will upscale the head and hair for full-body images. This is to avoid banding that happens with Flux on very large images. If you have an eye larger than 25% of the image it will not detail anything to avoid image banding.
6-8-2025
- Release of new workflow
Discussion
(No comments yet)
Loading...
Reviews
No reviews yet
Versions (5)
- latest (2 months ago)
- v20250610-200036
- v20250609-225936
- v20250608-235813
- v20250608-184544
Node Details
Primitive Nodes (22)
EmptySD3LatentImage (1)
FluxGuidance (2)
MaskAreaCondition (3)
ModelSamplingFlux (1)
Note (2)
NunchakuFluxDiTLoader (1)
NunchakuFluxLoraLoader (5)
NunchakuTextEncoderLoader (1)
PrimitiveFloat (1)
Reroute (2)
SelectData (3)
Custom Nodes (55)
ComfyUI
- UpscaleModelLoader (3)
- ImageUpscaleWithModel (3)
- ImageBlend (2)
- PreviewImage (5)
- VAEDecode (2)
- VAEEncode (1)
- SplitSigmas (1)
- MaskToImage (1)
- ThresholdMask (3)
- ImageToMask (1)
- VAELoader (1)
- CLIPTextEncode (2)
- SamplerCustomAdvanced (1)
- KSamplerSelect (1)
- BasicGuider (1)
- BasicScheduler (1)
- RandomNoise (1)
- ToBasicPipe (1)
- ToBinaryMask (1)
- MaskDetailerPipe (1)
- MathExpression|pysssss (2)
- PlaySound|pysssss (2)
- Int Literal (3)
- String Literal (2)
- BNK_TiledKSamplerAdvanced (1)
- Image Save (2)
- CLIPSeg Masking (4)
- Image Blank (1)
- Masks Combine Regions (1)
- Mask Gaussian Region (1)
- Mask Dilate Region (1)
- Image Blend by Mask (1)
- Image Resize (1)
Model Details
Checkpoints (0)
LoRAs (5)
1035i_Analog_HiVision_Laser_Disc_Emulator_-_The_Lost_Futures_FLUX.safetensors