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* add lora_alpha and lora_dropout

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change licensing to 2025 from 2024.

* add ds support to lora sd3.
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* post release 0.32.0

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* fix: retain memory utility.

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* [bugfix] Fixed the issue on sd3 dreambooth training

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* post release

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* add clip text-encoder training

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* Fix typos & improve contributing page

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* Update train_dreambooth_lora_sd3.py

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* change to logit_normal as the weighting scheme

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refactor the density and weighting utilities.

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* initial commit

* default back to 77

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Fix the deletion of SD3 text encoders for Dreambooth/LoRA training if the text encoders are not being trained (#8536)

* Update train_dreambooth_sd3.py to fix TE garbage collection

* Update train_dreambooth_lora_sd3.py to fix TE garbage collection

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* Add lognorm and cosmap weighting

* Implement mode sampling

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_sd3.py

* Update examples/dreambooth/train_dreambooth_lora_sd3.py

* keep timestamp sampling fully on cpu

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post release

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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* Update src/diffusers/models/autoencoders/autoencoder_kl.py
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* update

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* missing doc

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* Update docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_3.md
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* Update docs/source/en/api/pipelines/stable_diffusion/stable_diffusion_3.md
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* update'

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* Update src/diffusers/models/autoencoders/autoencoder_kl.py

* Update src/diffusers/models/autoencoders/autoencoder_kl.py

* note on gated access.

* requirements

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* post release v0.28.0

* style

Fixed few docstrings according to the Google Style Guide.