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FLUX kohya LoRA conversion crashes on final_layer (KeyError on missing adaLN_modulation_1; "Incompatible keys" on final_layer alphas)

bugSomething isn't workingSomething isn't working

lora

pipelines

Status: Open.

#13998 In huggingface/diffusers;

· christopher5106 opened on Jun 19, 2026

FLUX LoRA with CLIP text-encoder weights fails (empty rank -> IndexError) under transformers>=5

bugSomething isn't workingSomething isn't working

lora

pipelines

Status: Open.

#13984 In huggingface/diffusers;

· christopher5106 opened on Jun 18, 2026

Please reconsider transformers>=5.0.0

bugSomething isn't workingSomething isn't working

Status: Open.

#13935 In huggingface/diffusers;

· dxqb opened on Jun 13, 2026

1 bit, ternary image generation support

feature-request

pipelines

quantization

Status: Open.

#13925 In huggingface/diffusers;

· rupeshs opened on Jun 12, 2026

Ideogram4: Ideogram4MRoPE breaks under torch.autocast: all image positions collapse, producing flat single-color images

bugSomething isn't workingSomething isn't working

models

Status: Open.

#13920 In huggingface/diffusers;

· dxqb opened on Jun 11, 2026

[New Pipeline/Model] Add JoyAI-Echo multi-shot audio-video generation pipeline

feature-request

models

pipelines

Status: Open.

#13909 In huggingface/diffusers;

· sjq66 opened on Jun 10, 2026

[Anima] Add img2img capability

contributions-welcome

feature-request

good first issueGood for newcomersGood for newcomers

modular-pipelines

Status: Open.

#13903 In huggingface/diffusers;

· asomoza opened on Jun 9, 2026

When use UniPCMultistepScheduler as the ODE solver, and input different num_inference_steps in StableDiffusionXLPipeline, the first inference step is wrong

bugSomething isn't workingSomething isn't working

needs-code-exampleWaiting for relevant code example to be providedWaiting for relevant code example to be provided

pipelines

schedulers

Status: Open.

#13887 In huggingface/diffusers;

· TheLovesOfLadyPurple opened on Jun 8, 2026

docs: fix typos in scheduling_euler_discrete.py

bugSomething isn't workingSomething isn't working

needs-code-exampleWaiting for relevant code example to be providedWaiting for relevant code example to be provided

schedulers

Status: Open.

#13877 In huggingface/diffusers;

· ramkumar27072006 opened on Jun 7, 2026

fix underlying issue with test_from_save_pretrained_dtype_inference is that the model.to(dtype) cast at

Status: Open.

#13869 In huggingface/diffusers;

· sayakpaul opened on Jun 5, 2026

[Community Support] Integrating visual generative foundation models in diffusers

Status: Open.

#13844 In huggingface/diffusers;

· Bili-Sakura opened on May 30, 2026

Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py

bugSomething isn't workingSomething isn't working

Status: Open.

#13811 In huggingface/diffusers;

· Zhu1116 opened on May 26, 2026