{"repo":"leejet/stable-diffusion.cpp","free":true,"listed":false,"github":"https://github.com/leejet/stable-diffusion.cpp","clone":"git clone https://github.com/leejet/stable-diffusion.cpp.git","description":"Diffusion model(SD,Flux,Wan,Qwen Image,Z-Image,...) inference in pure C/C++","language":"C++","stars":6767,"topics":["ai","cplusplus","diffusion","flux","flux-dev","ggml","image-generation","image2image","img2img","latent-diffusion","ltx-video","qwen-image","stable-diffusion","text2image","txt2img","videogeneration","wan","z-image","z-image-turbo"],"license":"MIT","category":"ai_inference_engine","readme_excerpt":"

\n \n

\n\n# stable-diffusion.cpp\n\n
\n\"leejet%2Fstable-diffusion.cpp\n
\n\nDiffusion model(SD,Flux,Wan,...) inference in pure C/C++\n\n***Note that this project is under active development. \\\nAPI and command-line option may change frequently.***\n\n## πŸ”₯Important News\n\n* **2026/08/04** πŸš€ stable-diffusion.cpp adds **Day-1 support for MiniMax-H3**\n* **2026/06/25** πŸš€ stable-diffusion.cpp now supports **Krea2**\n* **2026/06/04** πŸš€ stable-diffusion.cpp now supports **Ideogram4**\n* **2026/05/31** πŸš€ stable-diffusion.cpp now supports **PiD**\n* **2026/05/27** πŸš€ stable-diffusion.cpp now supports **Lens**\n* **2026/05/17** πŸš€ stable-diffusion.cpp now supports **LTX-2.3**\n* **2026/04/11** πŸš€ stable-diffusion.cpp now uses a brand-new embedded web UI. \n* **2026/01/18** πŸš€ stable-diffusion.cpp now supports **FLUX.2-klein** \n* **2025/12/01** πŸš€ stable-diffusion.cpp now supports **Z-Image** \n* **2025/11/30** πŸš€ stable-diffusion.cpp now supports **FLUX.2-dev** \n* **2025/10/13** πŸš€ stable-diffusion.cpp now supports **Qwen-Image-Edit / Qwen-Image-Edit 2509** \n* **2025/10/12** πŸš€ stable-diffusion.cpp now supports **Qwen-Image** \n* **2025/09/14** πŸš€ stable-diffusion.cpp now supports **Wan2.1 Vace** \n* **2025/09/06** πŸš€ stable-diffusion.cpp now supports **Wan2.1 / Wan2.2** \n\n## Features\n\n- Plain C/C++ implementation based on [ggml](https://github.com/ggml-org/ggml), working in the same way as [llama.cpp](https://github.com/ggml-org/llama.cpp)\n- Super lightweight and without external dependencies\n- Supported models\n - Image Models\n - [SD1.x, SD2.x, SD-Turbo](./docs/sd.md)\n - [SDXL, SDXL-Turbo](./docs/sd.md)\n - [Some SD1.x and SDXL distilled models](./docs/distilled_sd.md)\n - [SD3/SD3.5](./docs/sd3.md)\n - [FLUX.1-dev/FLUX.1-schnell](./docs/flux.md)\n - [FLUX.2-dev/FLUX.2-klein](./docs/flux2.md)\n - [Lens](./docs/lens.md)\n - [Chroma](./docs/chroma.md)\n - [Chroma1-Radiance](./docs/chroma_radiance.md)\n - [Qwen Image](./docs/qwen_image.md)\n - [PiD](./docs/pid.md)\n - [LongCat Image](./docs/longcat_image.md)\n - [Z-Image](./docs/z_image.md)\n - [MiniT2I](./docs/minit2i.md)\n - [Ovis-Image](./docs/ovis_image.md)\n - [Anima](./docs/anima.md)\n - [ERNIE-Image](./docs/ernie_image.md)\n - [Boogu Image](./docs/boogu_image.md)\n - [Krea2](./docs/krea2.md)\n - [Mage-Flow](./docs/mage_flow.md)\n - [SeFi-Image](./docs/sefi_image.md)\n - [HiDream-O1-Image](./docs/hidream_o1_image.md)\n - [Ideogram4](./docs/ideogram4.md)\n - [Image Edit Models](./docs/edit.md)\n - [FLUX.1-Kontext-dev](./docs/kontext.md)\n - [Qwen Image Edit series](./docs/qwen_image_edit.md)\n - [LongCat Image Edit](./docs/longcat_image.md)\n - [Boogu Image Edit](./docs/boogu_image.md)\n - [Mage-Flow-Edit](./docs/mage_flow.md#image-editing)\n - Video Models\n - [Wan2.1/Wan2.2](./docs/wan.md)\n - [MiniMax-H3](./docs/minimax_h3.md)\n - [LTX-2.3](./docs/ltx2.md)\n - [HunyuanVideo 1.5](./docs/hunyuan_video.md)\n - [LingBot-Video](./docs/lingbot_video.md)\n - [PhotoMaker](./docs/photo_maker.md) support.\n - [IP-Adapter](./docs/ip_adapter.md) support (SD 1.5 and SDXL, including Plus)\n - Control Net support with SD 1.5\n - [ADetailer](./docs/adetailer.md)\n - LoRA support, same as [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Features#lora)\n - Latent Consistency Models support (LCM/LCM-LoRA)\n - Faster and memory efficient latent decoding with [TAESD](./docs/taesd.md)\n - Upscale images generated with [ESRGAN](./docs/esrgan.md)\n- Supported backends\n - CPU (AVX, AVX2 and AVX512 support for x86 architectures)\n - CUDA\n - Vulkan\n - Metal\n - OpenCL\n - SYCL\n- Supported weight formats\n - Pytorch checkpoint (`.ckpt` or `.pth` or `.pt`)\n - Safetensors (`.safetensors`)\n - GGUF (`.gguf`)\n- Convert mode supports converting model weights to `.gguf` or `.safetensors`\n- Supported platforms\n - Linux\n - Mac OS\n - Windows\n - Android (via Termux, [Local Diffusion](https://github.com/rmatif/Local-Diffusion))\n- Flash Attention for memory usage optimization\n- Negative prompt\n- [stable-diffusion-webui](https://github.com/AUTOMATIC1111/stable-diffusion-webui) style tokenizer (not all the features, only token weighting for now)\n- VAE tiling processing for reduce memory usage\n- Sampling method\n - `Euler A`\n - `Euler`\n - `Heun`\n - `DPM2`\n - `DPM++ 2M`\n - [`DPM++ 2M v2`](https://github.com/AUTOMATIC1111/stable-diffusion-webui/discussions/8457)\n - `DPM++ 2S a`\n - `ER-SDE`\n - [`LCM`](https://github.com/AUTOMATIC1111/stable-diffusion-webui/issues/13952)\n- Cross-platform reproducibility\n - `--rng cuda`, default, consistent with the `stable-diffusion-webui GPU RNG`\n - `--rng cpu`, consistent with the `comfyui RNG`\n- Embedds generation parameters into png output as webui-compatible text string\n\n## Quick Start\n\n### Get the sd executable\n\n- Download pre-built binaries from the [releases page](https://github.com/leejet/stable-diffusion.cpp/releases)\n- Or build from source by following the [build guide](./docs/build.md)\n\n### Download model weights\n\n- download weights(.ckpt or .safetensors or .gguf). For example\n - Stable Diffusion v1.5 from https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5 \n\n ```sh\n curl -L -O https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5/resolve/main/v1-5-pruned-emaonly.safetensors\n ```\n\n### Generate an image with just one command\n\n```sh\n./bin/sd-cli -m ../models/v1-5-pruned-emaonly.safetensors -p \"a lovely cat\"\n```\n\n***For detailed command-line arguments, check out [cli doc](./examples/cli/README.md).***\n\n## Performance\n\nIf you want to improve performance or reduce VRAM/RAM usage, please refer to [performance guide](./docs/performance.md).\nFor runtime and parameter backend placement, see the [backend selection guide](./docs/backend.md).\n\n## More Guides\n\n- [Backend selection](./docs/backend.md)\n- [RPC](./docs/rpc.md)\n- [LoRA](./docs/lora.md)\n- [LCM/LCM-LoRA](./docs/lcm.md)\n- [Docker](./docs/docker.md)\n- [Quantization and GGUF](./docs/quantization_and_gguf.md)\n- [INT8 convrot safetensors](./docs/int8_convrot.md)\n- [Inference acceleration via caching](./docs/caching.md)\n\n## Bindings\n\nThese projects wrap `stable-diffusion.cpp` for easier use in other languages/frameworks.\n\n* Golang (non-cgo): [seasonjs/stable-diffusion](https://github.com/seasonjs/stable-diffusion)\n* Golang (cgo): [Binozo/GoStableDiffusion](https://github.com/Binozo/GoStableDiffusion)\n* Golang (non-cgo): [l8bloom/gosd](https://github.com/l8bloom/gosd)\n* C#: [DarthAffe/StableDiffusion.NET](https://github.com/DarthAffe/StableDiffusion.NET)\n* Python: [william-murray1204/stable-diffusion-cpp-python](https://github.com/william-murray1204/stable-diffusion-cpp-python)\n* Rust: [newfla/diffusion-rs](https://github.com/newfla/diffusion-rs)\n* Flutter/Dart: [rmatif/Local-Diffusion](https://github.com/rmatif/Local-Diffusion)\n\n## UIs\n\nThese projects use `stable-diffusion.cpp` as a backend for their image generation.\n\n- [GIMP Plugins](https://github.com/themanyone/gimp-plugins)\n- [Jellybox](https://jellybox.com)\n- [Stable Diffusion GUI](https://github.com/fszontagh/sd.cpp.gui.wx)\n- [Stable Diffusion CLI-GUI](https://github.com/piallai/stable-diffusion.cpp)\n- [Local Diffusion](https://github.com/rmatif/Local-Diffusion)\n- [sd.cpp-webui](https://github.com/daniandtheweb/sd.cpp-webui)\n- [LocalAI](https://github.com/mudler/LocalAI)\n- [Neural-Pixel](https://github.com/Luiz-Alcantara/Neural-Pixel)\n- [KoboldCpp](https://github.com/LostRuins/koboldcpp)\n\n## Contributors\n\nThank you to all the people who have already contributed to 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