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This pull request resolves an issue in train_svd_lora.py where the save_lora_weights attribute caused an AttributeError in StableVideoDiffusionPipeline. The fix replaces the incorrect reference with StableDiffusionLoraLoaderMixin, ensuring that Lora fine-tuning works as expected on latest version of diffusers.
This change has been tested and verified to work without errors.