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d29d97b6 - [examples/advanced_diffusion_training] bug fixes and improvements for LoRA Dreambooth SDXL advanced training script (#5935)

[examples/advanced_diffusion_training] bug fixes and improvements for LoRA Dreambooth SDXL advanced training script (#5935) * imports and readme bug fixes * bug fix - ensures text_encoder params are dtype==float32 (when using pivotal tuning) even if the rest of the model is loaded in fp16 * added pivotal tuning to readme * mapping token identifier to new inserted token in validation prompt (if used) * correct default value of --train_text_encoder_frac * change default value of --adam_weight_decay_text_encoder * validation prompt generations when using pivotal tuning bug fix * style fix * textual inversion embeddings name change * style fix * bug fix - stopping text encoder optimization halfway * readme - will include token abstraction and new inserted tokens when using pivotal tuning - added type to --num_new_tokens_per_abstraction * style fix --------- Co-authored-by: Linoy Tsaban <linoy@huggingface.co>