Diffusion (Experimental) node

Diffusion Model

Experimental — results depend entirely on the model you supply, and a good one is not easy to come by. Loads a converted Core ML diffusion model from a folder you choose on your own disk (Settings tab) and hands it to Diffusion nodes. Grafit includes no model and downloads none: the model and its license are yours. Loading runs in the background — the first load of a model compiles it for the chosen hardware and can take a minute; Status says where it is.

Inputs

PortTypeDefault
EnableOff unloads the model and frees its memory (2–8 GB). On loads the folder chosen in the Settings tab again — fast after the first time.booltrue
Compute UnitsWhich hardware runs the model. GPU is fastest on Pro/Max/Ultra chips and for "original" conversions. Neural Engine suits "split-einsum" conversions and leaves the GPU to Grafit's rendering. Changing it reloads the model.int0
Reduce MemoryLoads each part of the model only while it is needed and unloads it after. Much less memory, clearly slower per image. For 8–16 GB Macs or XL models. Changing it reloads the model.boolfalse

Outputs

PortType
Modelstructure
Loadedbool
Statusstring
Native Sizeint
Infostring

Open Diffusion Model in the interactive catalog →

Diffusion Model is one of 381 nodes in Grafit Pro.

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More Diffusion (Experimental) nodes