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Is it possible to train Textual Inversion embeddings using custom checkpoints?

I tried doing this using Automatic1111 and some of my favourite custom checkpoints from Civitai. The result was garbage. I can train beautiful embeddings using the base SD 1.5 model, but not using any of my favourite checkpoints.

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