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

huggingface.co/docs/diffusers

@ishandutta2007

Problem

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Audience

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Market

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Pricing

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

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Updates

June 2026

Fix Kohya UNet LoRA key conversion for conv_in/conv_out/time_embeddin… Jun 28
Fix DreamLite legacy block type aliases (#14066) Jun 26
feat: bump safetensors to 0.8.0 (#13971) Jun 26
docs: fix repeated word typo in set_timesteps docstring (#13876) Jun 26
multi-GPU VAE Fix for Cosmos 3 (#13924) Jun 25
Add from_single_file support for SkyReelsV2 and ChronoEdit transforme… Jun 25
[discrete diffusion] Add DiffusionGemma pipeline and schedulers (#13986) Jun 25
[tests] implement base model output caching in model-level tests (#14… Jun 25
fix(bria_fibo): fix guidance_embeds, prompt_embeds, tensor-image and … Jun 25
fix claude code review fix in PRs. (#14058) Jun 24
[.ai] document single-file model layout and "don't reimplement Diffus… Jun 24
Fix model cuda tests (#13975) Jun 23
Krea 2 LoRA DreamBooth trainer (#14046) Jun 23
fix(flux): tighten check_inputs validation (#13955) Jun 23
Enable BitsAndBytes quantization in MPS (#13915) Jun 23
[.ai doc] Refine .ai attention-mask and component-mutation guidance (… Jun 23
Add Krea 2 (K2) text-to-image pipeline and transformer (#14045) Jun 22
[Fix] Fix three final_layer LoRA conversion bugs in _convert_sd_scrip… Jun 20
Fix `Ideogram4MRoPE` collapsing under `torch.autocast` (compute rotar… Jun 19
Fix LTX2 connector token/register layout (regression from #13564) (#1… Jun 19