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Local LORA Training for Stable Diffusion 3.5 Large on Kohya-SS

Local LORA Training for Stable Diffusion 3.5 Large on Kohya-SS

I'm still playing around to determine the best settings, I'll try to keep this updated if i find something better. Download the attached sample files and see below

  • You need the sd3-sd3.5-flux branch to run this

  • I'm using windows with 24GB VRAM, try adding --fp8_base to the arguments if you have less VRAM

  • The UI in KohyaSS doesn't seem to support sd 3.5 properly yet, so you have to do this via command line

  • Make sure to adjust all paths to your copies of the files to point to the models/directories/config files

  • adjust Kohya_Dataset_Config.toml as needed, the directories can just be directories of the image files, you don't have to do any special folder or file naming

  • replace [trigger] in Kohya_Dataset_Config.toml and Kohya_Sample_Prompts.txt with your trigger word, adjust prompts as needed. Like SDXL this seems to train just fine on a single trigger word, but captions can be used

  • To run:

    • cd into your kohya directory

    • activate the kohya venv with .\venv\scripts\activate

    • run start_training.bat or just paste the command from the file into the terminal

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