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<code>StateManager</code>, <code>Hook</code>, <code>State</code>: missing context setting (cond or uncond) in pipelines

contributions-welcome

Status: Open.

#12760 In huggingface/diffusers;

· toilaluan opened on Dec 1, 2025

Magcache Support.

advanced

contributions-welcome

Status: Open.

#12697 In huggingface/diffusers;

· Meatfucker opened on Nov 22, 2025

dispatch_attention_fn silently ignores attn_mask for certain backends

bugSomething isn't workingSomething isn't working

contributions-welcome

Status: Open.

#12605 In huggingface/diffusers;

· zzlol63 opened on Nov 7, 2025

Add KV Cache for Autoregressive Inference

advanced

consider-for-modular-diffusersThings to consider adding support for in Modular Diffusers (with the help of community)Things to consider adding support for in Modular Diffusers (with the help of community)

contributions-welcome

modular-diffusers

Status: Open.

#12600 In huggingface/diffusers;

· DN6 opened on Nov 6, 2025

[feature] implement TeaCache

contributions-welcome

performanceAnything related to performance improvements, profiling and benchmarkingAnything related to performance improvements, profiling and benchmarking

Status: Open.

#12589 In huggingface/diffusers;

· sayakpaul opened on Nov 4, 2025

[feature] help us implement unified attention

contributions-welcome

Status: Open.

#12570 In huggingface/diffusers;

· sayakpaul opened on Nov 1, 2025

Context parallel bug when using QwenImage

contributions-welcome

Good second issue

Status: Open.

#12568 In huggingface/diffusers;

· sayakpaul opened on Nov 1, 2025

[Proposals Welcome] Fal Flashpack integration for faster model loading

contributions-welcome

help wantedExtra attention is neededExtra attention is needed

Status: Open.

#12564 In huggingface/diffusers;

· yiyixuxu opened on Oct 31, 2025

Wan 2.1 CineScale - up to 4K

consider-for-modular-diffusersThings to consider adding support for in Modular Diffusers (with the help of community)Things to consider adding support for in Modular Diffusers (with the help of community)

contributions-welcome

Status: Open.

#12369 In huggingface/diffusers;

· bhack opened on Sep 22, 2025

Add WanImage2ImagePipeline

contributions-welcome

Status: Open.

Feature

#12368 In huggingface/diffusers;

· vladmandic opened on Sep 22, 2025

[Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model

contributions-welcome

Good second issue

help wantedExtra attention is neededExtra attention is needed

Status: Open.

#12257 In huggingface/diffusers;

· yiyixuxu opened on Aug 29, 2025

Support for InfiniteTalk

contributions-welcome

help wantedExtra attention is neededExtra attention is needed

New pipeline/model

Status: Open.

#12239 In huggingface/diffusers;

· supermeng opened on Aug 26, 2025