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mageflow-gguf
gguf-org/mageflow-gguf
mageflow-gguf is a machine learning model from gguf-org. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
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.gguf3.6 GB · 100%
At a glance
- License
- mit
- Access
- Public
- Created
- Jul 25, 2026
- Updated
- Aug 28, 2026
- SHA
- f7dd688e
Try a prompt
Base models
Model card
From the Hugging Face model README
mageflow-gguf
- edit-turbo
run it with gguf-diffusion
gguf-diffusion
or run it with gguf-connector
ggc fu
benchmark (initial comparisons)
- inference (engine)
| ggk (gk) | gguf-cpp/gguf-diffusion (ggml kernel) | stable-diffusion.cpp (full ggml) | |
|---|---|---|---|
| completed in | 7-8s | 24-25s | 25-26s |
| speed (base/complete) | 3x | base (1x) | .95-1x |
- replicate the results (benchmark table) above by:
ggk diffuser engine -- --diffusion-model mageflow-edit-turbo-nvfp4.gguf --vae pig_mageflow_vae_fp32-f16.gguf --llm qwen3vl-4b-it-q4_k_m.gguf --llm_vision mmproj-qwen3vl-4b-it-f16.gguf --ref-image sheep.png -p "a sheep in sunglasses" --cfg-scale 1.00 --steps 4 --sampling-method euler --diffusion-fa -v -o out.png
gguf-cpp diffuser engine -- --diffusion-model mageflow-edit-turbo-nvfp4.gguf --vae pig_mageflow_vae_fp32-f16.gguf --llm qwen3vl-4b-it-q4_k_m.gguf --llm_vision mmproj-qwen3vl-4b-it-f16.gguf --ref-image sheep.png -p "a sheep in sunglasses" --cfg-scale 1.00 --steps 4 --sampling-method euler --diffusion-fa -v -o out.png
./sd-cli --diffusion-model mageflow-edit-turbo-nvfp4.gguf --vae pig_mageflow_vae_fp32-f16.gguf --llm qwen3vl-4b-it-q4_k_m.gguf --llm_vision mmproj-qwen3vl-4b-it-f16.gguf --ref-image sheep.png -p "a sheep in sunglasses" --cfg-scale 1.00 --steps 4 --sampling-method euler --diffusion-fa -v -o out.png
benchmark (pig-clip vs qwen3vl-4b-it)
| 👑ggk (gk) with pig-clip | ggk (gk) | gguf-cpp/gguf-diffusion (ggml kernel) | |
|---|---|---|---|
| completed in | 5s👑 | 7-8s | 24-25s |
| speed (base/complete) | 5x👑 | 3x | base (1x) |
ggk diffuser engine -- --diffusion-model mageflow-edit-turbo-nvfp4.gguf --vae pig_mageflow_vae_fp32-f16.gguf --llm pig_clip-nvfp4.gguf --llm-adapter pig_qwen3vl_4b_adapter-f16.gguf --llm_vision mmproj-qwen3vl-4b-it-f16.gguf --ref-image sheep.png -p "a sheep in sunglasses" --cfg-scale 1.00 --steps 4 --sampling-method euler --diffusion-fa -v -o out.png
- License
- mit
- Created
- Jul 25, 2026
- Updated
- Aug 28, 2026