docs/source/en/api/loaders/textual_inversion.md

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# Textual Inversion

Textual Inversion is a training method for personalizing models by learning new text embeddings from a few example images. The file produced from training is extremely small (a few KBs) and the new embeddings can be loaded into the text encoder.

[`TextualInversionLoaderMixin`] provides a function for loading Textual Inversion embeddings from Diffusers and Automatic1111 into the text encoder and loading a special token to activate the embeddings.

<Tip>

To learn more about how to load Textual Inversion embeddings, see the [Textual Inversion](../../using-diffusers/loading_adapters#textual-inversion) loading guide.

</Tip>

## TextualInversionLoaderMixin

[[autodoc]] loaders.textual_inversion.TextualInversionLoaderMixin