Imagem
stable-diffusion.cpp
Diffusion model(SD,Flux,Wan,Qwen Image,Z-Image,...) inference in pure C/C++
★ 7,5 mil estrelasMIT
Ver o guia →SimpleTuner é um projeto de imagem de código aberto de bghira (bghira/SimpleTuner no GitHub). Tem 2.931 estrelas no GitHub e 295 forks, é publicado sob a licença AGPL-3.0 e foi atualizado pela última vez no GitHub em 1 de outubro de 2026.
A general fine-tuning kit geared toward image/video/audio diffusion models.
Generation studio, upscaler, background remover, or photo library — match the tool to the task.
Desktop apps, Docker images, and portable builds cover most platforms; pick the simplest for your OS.
Generation tools need checkpoint files; utilities like upscalers usually bundle everything.
Generate, enhance, or import — then export, share, or keep building your library.
Machine learning is baked into the core workflow, not bolted on.
Bring any compatible open checkpoint; you are never locked to one vendor's style.
Your images stay on your machine — important for client work and privacy.
The defining trait of this whole category: professional results without monthly fees.
Edits stay reversible; originals are never touched.
Run whole folders through upscalers and converters unattended.
Download the source and move into the project folder.
git clone https://github.com/bghira/SimpleTuner.git
cd SimpleTunerEvery project documents its own setup; start with install requirements.
cat README.md | head -60Follow the project's launch command — Docker, pip, npm, or a binary release.
# see README for the exact launch commandIt is an open-source project at bghira/SimpleTuner with 295 forks. Check the repo's contributors and recent commits to see how active maintenance is.
AGPL-3.0 — free to use, including over a network, with source-sharing obligations.
Mostly yes under MIT/Apache/GPL — but verify each license, especially for client deliverables.
Generation benefits hugely from one; upscalers and photo managers are far lighter.
For generation: a polished studio interface. For enhancement: a dedicated upscaler. For libraries: a photo manager.
Diffusion model(SD,Flux,Wan,Qwen Image,Z-Image,...) inference in pure C/C++
A lite C++ AI toolkit: 100+ models with MNN, ORT and TRT, including Det, Seg, Stable-Diffusion, Face-Fusion.
Booru style tag autocompletion for AUTOMATIC1111's Stable Diffusion web UI
🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.
FLUX, Stable Diffusion, SDXL, SD3, LoRA, Fine Tuning, DreamBooth, Training, Automatic1111, Forge WebUI, SwarmUI, DeepFake, TTS, Animation, Text To Video, Tut…
C# generative AI SDK — text, image, video and audio via ONNX
Os outros projetos de Imagem com mais estrelas no catálogo do LibreAI — a lista realista de alternativas se SimpleTuner não for o ideal para você.
Stable Diffusion web UI
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PhotoCraft — a clean-room Photoshop reimplementation in pure Rust: layers, masks, adjustment layers, type, vectors, brushes and real PSD files, offline, MIT / Apache-2.0
Focus on prompting and generating
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Booru style tag autocompletion for AUTOMATIC1111's Stable Diffusion web UI
OneTrainer is a one-stop solution for all your Diffusion training needs.
FLUX, Stable Diffusion, SDXL, SD3, LoRA, Fine Tuning, DreamBooth, Training, Automatic1111, Forge WebUI, SwarmUI, DeepFake, TTS, Animation, Text To Video, Tut…
Grátis e aberto: pegue o código-fonte, dê uma estrela no repositório e comece a criar.