Diffusers

* Change checkpoint key used to identify CLIP models in single file checkpoints by DN6 in 8319

Significant community contributions

The following contributors have made significant changes to the library over the last release:

* gnobitab
* Tencent Hunyuan Team: add HunyuanDiT related updates (8240)
* Tencent Hunyuan Team - Updated Doc for HunyuanDiT (8383)

Significant community contributions

The following contributors have made significant changes to the library over the last release:

* standardAI
* Fix typos (7411)
* [`IP-Adapter`] Fix IP-Adapter Support and Refactor Callback for `StableDiffusionPanoramaPipeline` (7262)
* [`Docs`] Fix typos (7451)
* Fix Tiling in `ConsistencyDecoderVAE` (7290)
* Fix CPU offload in docstring (7827)
* Fix image upcasting (7858)
* Remove dead code and fix f-string issue (7720)
* Fix several imports (7712)
* Expansion proposal of `diffusers-cli env` (7403)
* Fix a grammatical error in the `raise` messages (8272)
* Fix CPU Offloading Usage & Typos (8230)
* a-r-r-o-w
* [refactor] Fix FreeInit behaviour (7410)
* [Pipeline] AnimateDiff SDXL (6721)
* UmerHA
* Fixed minor error in `test_lora_layers_peft.py` (7394)
* Skip `test_lora_fuse_nan` on mps (7481)
* Implements Blockwise lora (7352)
* Quick-Fix for 7352 block-lora (7523)
* Skip `test_freeu_enabled ` on MPS (7570)
* Fixing implementation of ControlNet-XS (6772)
* bghira
* diffusers7426 fix stable diffusion xl inference on MPS when dtypes shift unexpectedly due to pytorch bugs (7446)
* apple mps: training support for SDXL (ControlNet, LoRA, Dreambooth, T2I) (7447)
* 7529 do not disable autocast for cuda devices (7530)
* 7879 - adjust documentation to use naruto dataset, since pokemon is now gated (7880)
* HyoungwonCho
* Perturbed-Attention Guidance (7512)
* Modification on the PAG community pipeline (re) (7876)
* haikmanukyan
* add HD-Painter pipeline (7520)
* fabiorigano
* Multi-image masking for single IP Adapter (7499)
* Move IP Adapter Face ID to core (7186)
* Restore AttnProcessor2_0 in unload_ip_adapter (7727)
* [Docs] Update image masking and face id example (7780)
* fix AnimateDiff creation with a unet loaded with IP Adapter (7791)
* kabachuha
* Add (Scheduled) Pseudo-Huber Loss training scripts to research projects (7527)
* lawrence-cj
* PixArt-Sigma Implementation (7654)
* [docs] add doc for PixArtSigmaPipeline (7857)
* vanakema
* 7535 Update FloatTensor type hints to Tensor (7883)
* zjysteven
* [Pipeline] Adding BoxDiff to community examples (7947)
* isamu-isozaki
* Adding VQGAN Training script (5483)
* SingleZombie
* [Community Pipeline] FRESCO: Spatial-Temporal Correspondence for Zero-Shot Video Translation (8239)
* toshas
* [Pipeline] Marigold depth and normals estimation (7847)

All commits

* [scheduler] fix a bug in add_noise by yiyixuxu in https://github.com/huggingface/diffusers/pull/7386
* [LoRA] fix cross_attention_kwargs problems and tighten tests by sayakpaul in https://github.com/huggingface/diffusers/pull/7388
* Fix issue with prompt embeds and latents in SD Cascade Decoder with multiple image embeddings for a single prompt. by DN6 in https://github.com/huggingface/diffusers/pull/7381

All commits

Significant community contributions

The following contributors have made significant changes to the library over the last release:

* ihkap11
* Fix diffusers import prompt2prompt (6927)
* Refactor Prompt2Prompt: Inherit from DiffusionPipeline (7211)
* ustcuna
* [Community Pipelines]Accelerate inference of stable diffusion xl (SDXL) by IPEX on CPU (6683)
* rootonchair
* IP-Adapter support for StableDiffusionXLControlNetInpaintPipeline (6941)
* Modularize Dreambooth LoRA SD inferencing during and after training (6654)
* Modularize Dreambooth LoRA SDXL inferencing during and after training (6655)
* adding `callback_on_step_end` for `StableDiffusionLDM3DPipeline` (7149)
* [Docs] Update callback.md code example (7150)
* standardAI
* Fix typos in text_to_image examples (7050)
* [`Refactor`] `save_model_card` function in `text_to_image` examples (7051)
* Fix typos (7068)
* [`Refactor`] `StableDiffusionReferencePipeline` inheriting from `DiffusionPipeline` (7071)
* Fix EMA in train_text_to_image_sdxl.py (7048)
* [`Docs`] Fix typos (7118)
* [`Docs`] Fix typos (7131)
* Fix typos (7181)
* a-r-r-o-w
* IPAdapterTesterMixin (6862)
* Fix truthy-ness condition in pipelines that use denoising_start (6912)
* [Community] Bug fix + Latest IP-Adapter impl. for AnimateDiff img2vid/controlnet (7086)
* [docs] unet type hints (7134)
* [docs] Improve SVD pipeline docs (7087)
* [docs/nits] Fix return values based on `return_dict` and minor doc updates (7105)
* ultranity
* refactor: move model helper function in pipeline to a mixin class (6571)
* iczaw
* [Community] PromptDiffusion Pipeline (6752)
* mhh0318
* add TCD Scheduler (7174)
* Add Intro page of TCD (7259)
* manuelbrack
* [Pipeline] Add LEDITS++ pipelines (6074)