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🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.

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# What does this PR do? Fixes #9003 ```python """ About safety_Level. `int` or `float` or one of the following 'WEAK', 'MEDIUM', 'NOMAL', 'STRONG', 'MAX'. """ #To see the filter...

# What does this PR do? Model: https://huggingface.co/rhymes-ai/Allegro Github: https://github.com/rhymes-ai/Allegro

![image](https://github.com/user-attachments/assets/96c017cb-96dc-412f-9852-46674880d9ba) ![image](https://github.com/user-attachments/assets/7bb9d7fc-4658-46ad-a6bb-dc9d04ee0720) ![image](https://github.com/user-attachments/assets/d432e779-81fc-4981-9deb-1e4ee616d240) ![image](https://github.com/user-attachments/assets/2ca99042-919c-4e53-9c7e-2223f78e5457) ![image](https://github.com/user-attachments/assets/f047927b-9015-47d7-b359-c793c8e8eca4)

# What does this PR do? Similar to `load_attn_procs()`, we want to have something similar for loading LoRAs into models, as the LoRA loading logic is generic. This way, we...

# What does this PR do? Fixes #9567 ## Before submitting - [x] This PR fixes a typo or improves the docs (you can dismiss the other checks if that's...

# What does this PR do? Ran a round of fast GPU tests (from `push_tests.yml`). They are all passing except for the deprecated attention block. I think the change is...

Add new community pipeline for 'Adaptive Mask Inpainting' introduced in **[ECCV2024] Beyond the Contact: Discovering Comprehensive Affordance for 3D Objects from Pre-trained 2D Diffusion Models**. # What does this PR...

# What does this PR do? This PR refactors the FLUX-related pipelines to improve clarity and consistency, particularly in regards to height and width determination. The changes align the implementation...

### Describe the bug This commit on main https://github.com/huggingface/diffusers/commit/14a1b86fc7de53ff1dbf803f616cbb16ad530e45 seems to have broke FluxMultiControlNetModel. Reverting this commit fixes the issue on line `pipeline_flux_controlnet.py:844` Referencing this issue: https://huggingface.co/Shakker-Labs/FLUX.1-dev-ControlNet-Union-Pro/discussions/20 ### Reproduction ```python...

bug

**Is your feature request related to a problem? Please describe.** Currently, diffusers library lacks advanced tiled upscaling capabilities that are available in other Stable Diffusion implementations. While the library supports...