InvokeAI provides the ability to merge two or three diffusers-type models into a new merged model. The resulting model will combine characteristics of the original, and can be used to teach an old model new tricks.
How to Merge Models#
Model Merging can be be done by navigating to the Model Manager and clicking the "Merge Models" tab. From there, you can select the models and settings you want to use to merge th models.
- Model Selection: there are three multiple choice fields that display all the diffusers-style models that InvokeAI knows about. If you do not see the model you are looking for, then it is probably a legacy checkpoint model and needs to be converted using the "Convert" option in the Web-based Model Manager tab.
You must select at least two models to merge. The third can be left at "None" if you desire.
Alpha: This is the ratio to use when combining models. It ranges from 0 to 1. The higher the value, the more weight is given to the 2d and (optionally) 3d models. So if you have two models named "A" and "B", an alpha value of 0.25 will give you a merged model that is 25% A and 75% B.
Interpolation Method: This is the method used to combine weights. The options are "weighted_sum" (the default), "sigmoid", "inv_sigmoid" and "add_difference". Each produces slightly different results. When three models are in use, only "add_difference" is available.
Save Location: The location you want the merged model to be saved in. Default is in the InvokeAI root folder
Name for merged model: This is the name for the new model. Please use InvokeAI conventions - only alphanumeric letters and the characters ".+-".
Ignore Mismatches / Force: Not all models are compatible with each other. The merge script will check for compatibility and refuse to merge ones that are incompatible. Set this checkbox to try merging anyway.
You may run the merge script by starting the invoke launcher
invoke.bat) and choosing the option (4) for merge
models. This will launch a text-based interactive user interface that
prompts you to select the models to merge, how to merge them, and the
merged model name.
Alternatively you may activate InvokeAI's virtual environment from the
command line, and call the script via
merge_models --gui to open up
a version that has a nice graphical front end. To get the commandline-
only version, omit
The user interface for the text-based interactive script is
straightforward. It shows you a series of setting fields. Use control-N (^N)
to move to the next field, and control-P (^P) to move to the previous
one. You can also use TAB and shift-TAB to move forward and
backward. Once you are in a multiple choice field, use the up and down
cursor arrows to move to your desired selection, and press
Once you are happy with your settings, press the OK button. Note that there may be two pages of settings, depending on the height of your screen, and the OK button may be on the second page. Advance past the last field of the first page to get to the second page, and reverse this to get back.
If the merge runs successfully, it will create a new diffusers model under the selected name and register it with InvokeAI.
Created: January 23, 2023