gguf-org/mageflow-gguf

mageflow-gguf

• edit-turbo

Prompt

change the cat to a dog

Prompt

change the dog to a cat

Prompt

add a headset to the sheep

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