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Save an adapter with [`~PeftAdapterMixin.save_lora_adapter`].
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To unload the LoRA weights, use the [`~loaders.StableDiffusionLoraLoaderMixin.unload_lora_weights`] method to discard the LoRA weights and restore the model to its original weights:
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