#1010th of 24 in Image and video

diffsynth-studio

Python engine for running and training diffusion image, video and audio models

Stars
13.3k
License
Apache-2.0
Last commit
Oct 2026
Last release
Nov 2025
Language
Python
Stars, last 29 weeks+1,271
31 Mar 2026: 12,011 stars7 Apr 2026: 12,061 stars14 Apr 2026: 12,112 stars21 Apr 2026: 12,162 stars28 Apr 2026: 12,215 stars5 May 2026: 12,255 stars12 May 2026: 12,292 stars19 May 2026: 12,337 stars26 May 2026: 12,388 stars2 Jun 2026: 12,435 stars9 Jun 2026: 12,473 stars16 Jun 2026: 12,509 stars23 Jun 2026: 12,547 stars30 Jun 2026: 12,579 stars7 Jul 2026: 12,611 stars14 Jul 2026: 12,647 stars21 Jul 2026: 12,687 stars28 Jul 2026: 12,731 stars4 Aug 2026: 12,782 stars11 Aug 2026: 12,880 stars18 Aug 2026: 12,931 stars25 Aug 2026: 12,967 stars1 Sept 2026: 13,013 stars8 Sept 2026: 13,054 stars15 Sept 2026: 13,101 stars22 Sept 2026: 13,153 stars29 Sept 2026: 13,184 stars6 Oct 2026: 13,198 stars13 Oct 2026: 13,233 stars20 Oct 2026: 13,282 stars

12,011 on 31 Mar 202613,282 on 20 Oct 2026

From GitHub's daily star counts.

Checked on GitHub.

Overview

DiffSynth-Studio is a Python framework from the ModelScope community for inference and training of diffusion models covering image, video and audio generation, plus image quality metrics. It schedules weights across disk, RAM and VRAM and supports NF4 and INT8 quantization so large models run on small GPUs. Most models that support inference also support LoRA or full training.

Who it is for: Developers running or fine-tuning diffusion models on limited-VRAM GPUs

Ranked among open-source alternatives to Midjourney (#10 of 10).

Strengths

  • Inference and training for most supported models, including LoRA and adapter models
  • VRAM offloading and quantization (bitsandbytes, torchao, EntroPack) for low-VRAM GPUs
  • Broad model coverage: Wan, LTX-2, Qwen-Image, FLUX, ACE-Step, Stable Diffusion
  • Separate ComfyUI node package and LoRA training WebUI built on it

Weaknesses

  • Code-first library; the README describes no built-in web UI
  • Only two main maintainers; README warns of slow issue responses
  • Major version update dropped some older features
  • Last release was 2025-11-18, while new models land on the main branch

What it needs

  • GPU optional
  • Needs PyTorch
  • Models: Wan, LTX-2, Qwen-Image, FLUX.2, Z-Image

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