* Basic implementation of request scheduling
* Basic editing in SD and Flux Pipelines
* Small Fix
* Fix
* Update for more pipelines
* Add examples/server-async
* Add examples/server-async
* Updated RequestScopedPipeline to handle a single tokenizer lock to avoid race conditions
* Fix
* Fix _TokenizerLockWrapper
* Fix _TokenizerLockWrapper
* Delete _TokenizerLockWrapper
* Fix tokenizer
* Update examples/server-async
* Fix server-async
* Optimizations in examples/server-async
* We keep the implementation simple in examples/server-async
* Update examples/server-async/README.md
* Update examples/server-async/README.md for changes to tokenizer locks and backward-compatible retrieve_timesteps
* The changes to the diffusers core have been undone and all logic is being moved to exmaples/server-async
* Update examples/server-async/utils/*
* Fix BaseAsyncScheduler
* Rollback in the core of the diffusers
* Update examples/server-async/README.md
* Complete rollback of diffusers core files
* Simple implementation of an asynchronous server compatible with SD3-3.5 and Flux Pipelines
* Update examples/server-async/README.md
* Fixed import errors in 'examples/server-async/serverasync.py'
* Flux Pipeline Discard
* Update examples/server-async/README.md
* Apply style fixes
---------
Co-authored-by: Sayak Paul <spsayakpaul@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
* fix hidream type hint
* fix hunyuan-video type hint
* fix many type hint
* fix many type hint errors
* fix many type hint errors
* fix many type hint errors
* make stype & make quality
* Update autoencoder_kl_wan.py
When using the Wan2.2 VAE, the spatial compression ratio calculated here is incorrect. It should be 16 instead of 8. Pass it in directly via the config to ensure it’s correct here.
* Update autoencoder_kl_wan.py
* support Wan2.2-VACE-Fun-A14B
* support Wan2.2-VACE-Fun-A14B
* support Wan2.2-VACE-Fun-A14B
* Apply style fixes
* test
---------
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
* Use SDP on BF16 in GPU/HPU migration
Signed-off-by: Daniel Socek <daniel.socek@intel.com>
* Formatting fix for enabling SDP with BF16 precision on HPU
Signed-off-by: Daniel Socek <daniel.socek@intel.com>
---------
Signed-off-by: Daniel Socek <daniel.socek@intel.com>
* Add AttentionMixin to WanVACETransformer3DModel
to enable methods like `set_attn_processor()`.
* Import AttentionMixin in transformer_wan_vace.py
Special thanks to @tolgacangoz 🙇♂️
* make modular pipeline work with model_index.json
* up
* style
* up
* up
* style
* up more
* Fix MultiControlNet import (#12118)
fix
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Co-authored-by: Álvaro Somoza <asomoza@users.noreply.github.com>
Co-authored-by: Dhruv Nair <dhruv.nair@gmail.com>
* fix: update SkyReels-V2 documentation and moving into attn dispatcher
* Refactors SkyReelsV2's attention implementation
* style
* up
* Fixes formatting in SkyReels-V2 documentation
Wraps the visual demonstration section in a Markdown code block.
This change corrects the rendering of ASCII diagrams and examples, improving the overall readability of the document.
* Docs: Condense example arrays in skyreels_v2 guide
Improves the readability of the `step_matrix` examples by replacing long sequences of repeated numbers with a more compact `value×count` notation.
This change makes the underlying data patterns in the examples easier to understand at a glance.
* Add _repeated_blocks attribute to SkyReelsV2Transformer3DModel
* Refactor rotary embedding calculations in SkyReelsV2 to separate cosine and sine frequencies
* Enhance SkyReels-V2 documentation: update model loading for GPU support and remove outdated notes
* up
* up
* Update model_id in SkyReels-V2 documentation
* up
* refactor: remove device_map parameter for model loading and add pipeline.to("cuda") for GPU allocation
* fix: update copyright year to 2025 in skyreels_v2.md
* docs: enhance parameter examples and formatting in skyreels_v2.md
* docs: update example formatting and add notes on LoRA support in skyreels_v2.md
* refactor: remove copied comments from transformer_wan in SkyReelsV2 classes
* Clean up comments in skyreels_v2.md
Removed comments about acceleration helpers and Flash Attention installation.
* Add deprecation warning for `SkyReelsV2AttnProcessor2_0` class
