Diffusion Deployment Infrastructure Diffusion Models

Tools and configurations for deploying diffusion models in containerized environments (Docker, Kubernetes) and cloud platforms (AWS, RunPod, Jetson). Includes setup guides, infrastructure-as-code, and GPU optimization. Does NOT include model training, fine-tuning, or user-facing applications beyond basic WebUI deployment.

There are 105 diffusion deployment infrastructure models tracked. 9 score above 50 (established tier). The highest-rated is LykosAI/StabilityMatrix at 66/100 with 7,725 stars. 1 of the top 10 are actively maintained.

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# Model Score Tier
1 LykosAI/StabilityMatrix

Multi-Platform Package Manager for Stable Diffusion

66
Established
2 ashleykleynhans/stable-diffusion-docker

Docker image for Stable Diffusion WebUI with ControlNet, After Detailer,...

57
Established
3 runpod-workers/worker-a1111

Automatic1111 serverless worker.

56
Established
4 eleiton/ollama-intel-arc

Make use of Intel Arc Series GPU to Run Ollama, StableDiffusion, Whisper and...

54
Established
5 mrhan1993/Fooocus-API

FastAPI powered API for Fooocus

53
Established
6 jim60105/docker-stable-diffusion-webui

Dockerfile for stable-diffusion-webui with the goal of keeping it small and...

51
Established
7 kiri-art/docker-diffusers-api

Diffusers / Stable Diffusion in docker with a REST API, supporting various...

50
Established
8 fboulnois/stable-diffusion-docker

Run the official Stable Diffusion releases in a Docker container with...

50
Established
9 AbdBarho/stable-diffusion-webui-docker

Easy Docker setup for Stable Diffusion with user-friendly UI

50
Established
10 siutin/stable-diffusion-webui-docker

stable-diffusion-webui in docker

48
Emerging
11 wolverinn/stable-diffusion-multi-user

stable diffusion multi-user django server code with multi-GPU load balancing

48
Emerging
12 rgryta/Stable-Diffusion-WSL2-Docker

One-click install for StabilityAI's Stable-Diffusion with AUTOMATIC1111's webui

48
Emerging
13 ashleykleynhans/a1111-docker

Docker image for Stable Diffusion WebUI with ControlNet, After Detailer,...

46
Emerging
14 amithkk/stable-diffusion-k8s

⚡Instant Stable Diffusion on k8s(Kubernetes) with Helm

46
Emerging
15 fofr/cog-consistent-character

Create images of a given character in different poses

45
Emerging
16 divamgupta/diffusionbee-stable-diffusion-ui

Diffusion Bee is the easiest way to run Stable Diffusion locally on your M1...

44
Emerging
17 virchau13/automatic1111-webui-nix

AUTOMATIC1111/stable-diffusion-webui for CUDA and ROCm on NixOS

44
Emerging
18 soulteary/docker-stable-diffusion-taiyi

带 Web UI 的 Docker taiyi (太乙),中文 Stable Diffusion WebUI 一键运行环境。

44
Emerging
19 camenduru/stable-diffusion-webui-portable

This Project Aims for 100% Offline Stable Diffusion (People without internet...

44
Emerging
20 bentoml/stable-diffusion-server

Deploy Your Own Stable Diffusion Service

43
Emerging
21 ototadana/sd-face-editor

Face Editor for Stable Diffusion

43
Emerging
22 NickLucche/stable-diffusion-nvidia-docker

GPU-ready Dockerfile to run Stability.AI stable-diffusion model v2 with a...

43
Emerging
23 ai-dock/stable-diffusion-webui-forge

Stable Diffusion WebUI Forge docker images for use in GPU cloud and local...

43
Emerging
24 ddPn08/Radiata

Stable diffusion webui based on diffusers.

42
Emerging
25 JingShing/How-to-use-tesla-p40

A manual for helping using tesla p40 gpu

42
Emerging
26 Lightning-Universe/stable-diffusion-deploy

Learn to serve Stable Diffusion models on cloud infrastructure at scale....

42
Emerging
27 TonyLianLong/stable-diffusion-xl-demo

A gradio web UI demo for Stable Diffusion XL 1.0, with refiner and MultiGPU support

41
Emerging
28 runpod-workers/worker-stable_diffusion_v1

🖼️ | RunPod worker for all Stable Diffusion v1 endpoints.

41
Emerging
29 s1dlx/sd-webui-bayesian-merger

opinionated bayesian optimisation for stable diffusion models block merge

41
Emerging
30 huo-ju/dfserver

A distributed backend AI pipeline server

40
Emerging
31 fszontagh/sd.cpp.gui.wx

Stable Diffusion GUI written in C++

40
Emerging
32 licyk/term-sd

多平台 Stable Diffusion 部署,管理脚本

40
Emerging
33 nek9o/forge-flutter

lightweight (80MB RAM) desktop client for SD-WebUI-Forge. Faster and leaner...

39
Emerging
34 dakenf/stable-diffusion-nodejs

GPU-accelerated javascript runtime for StableDiffusion. Uses modified ONNX...

39
Emerging
35 yjg30737/pyqt-stable-diffusion-gui

PyQt(+PySide) Stable Diffusion GUI

38
Emerging
36 gbtb/nix-stable-diffusion

Flake for running SD on NixOS

38
Emerging
37 mediocreatmybest/gaslightingeveryone

Let's gaslight everything; containers, ML, scripts, and everyone! #AUSPOL can wait.

38
Emerging
38 fofr/cog-comfyui-sd3

Cog template for Stable Diffusion 3 (ComfyUI implementation)

37
Emerging
39 questianon/sdupdates

A mega collection of all resources and news related to Stable Diffusion....

37
Emerging
40 ashleykleynhans/stable-diffusion-terraform

Create an AWS EC2 GPU Spot Instance to Run Automatic1111 Stable Diffusion...

37
Emerging
41 l1na-forever/stable-diffusion-rocm-docker

Stable Diffusion Docker image preconfigured for usage with AMD Radeon cards

36
Emerging
42 YanWenKun/sd-webui-docker-base

🐳 Dockerfile for 🖼️ Stable Diffusion WebUI, only runtime environment &...

36
Emerging
43 fly-apps/fooocus-demo

Fooocus is an image generating software, rethinking Stable Diffusion and...

36
Emerging
44 softwiredtech/stable-diffusion-webgpu

A WebGPU port of Stable Diffusion using tinygrad

35
Emerging
45 sky24h/SDXL_Serverless_Runpod

A serverless application that uses Stable Diffusion XL to run a...

35
Emerging
46 Merserk/sd-webui-forge-universal-portable

Install and run SD Classic and Neo Portable.

35
Emerging
47 Binozo/GoStableDiffusion

Go bindings for stable-diffusion.cpp

34
Emerging
48 cocktailpeanut/breadboard

Stable Diffusion Browser for Windows, Mac, and Linux

34
Emerging
49 D4n13l3k00/stable-diffusion-webui-installer

Stable-diffusion-webui installer for Ubuntu 22.04 LTS

34
Emerging
50 6Morpheus6/forge-neo

[NVIDIA ONLY] Stable Diffusion WebUI Forge supporting Flux, Z-Image, Qwen,...

33
Emerging
51 fly-apps/cog-sd3

Run Stable Diffusion 3 Medium as a Replicate Cog on Fly.io

33
Emerging
52 sudorambo/diffstock-tui

Rust-based TUI/GUI application for probabilistic stock price forecasting...

33
Emerging
53 soulteary/docker-stable-video-diffusion

Help Elon Musk Launch a Rocket 🚀

33
Emerging
54 viral-medialab/stable_diffusion_server

Runs your own Stable Diffusion v1.4 API with Flask & Docker

33
Emerging
55 ai-dock/onetrainer

OneTrainer docker images for use in GPU cloud and local environments....

33
Emerging
56 Extraltodeus/multi-subject-render

Generate multiple complex subjects all at once!

32
Emerging
57 congbang-le/stadiff-aws

Self-hosted Stable Diffusion using Python Flask on AWS G4 EC2 instance...

31
Emerging
58 danielorlando97/stable-diffusion-docker-manager

A docker manager to receive a small set of image data, automatically retrain...

31
Emerging
59 CoffeeVampir3/manual1111

Experimental Stable Diffusion XL Webui

31
Emerging
60 monatis/stable-diffusion-tf-docker

Stable Diffusion in Docker with a simple web API and GPU support

31
Emerging
61 GabrielVidal1/stable-wiki

Unofficial Stable Diffusion Wiki

30
Emerging
62 neurogen-dev/stable-diffusion-portable

A portable version of Stable Diffusion based on SD.Next

29
Experimental
63 shyamsn97/stable-diffusion-server

Stable Diffusion colab server built with fastapi

29
Experimental
64 Erisa/sdxl-worker

Stable Diffusion XL Workers AI demo

29
Experimental
65 fofr/sd3-with-chaos

SD3 with more output variety

29
Experimental
66 Firstbober/rocm-pytorch-gfx803-docker

A Docker image based on rocm/pytorch with support for gfx803(Polaris 20-21...

29
Experimental
67 tsondo/a1111-docker

Dockerized Stable Diffusion WebUI (AUTOMATIC1111) with persistent config,...

28
Experimental
68 kalaspuff/stable-diffusion-webui-controlnet-docker

🧑‍🎨 Stable Diffusion WebUI + ControlNet extension running in Docker. Built...

28
Experimental
69 blekmus/aws-stable-diffusion

How to run Stable Diffusion Automatic1111 WebUI on AWS EC2 instance

28
Experimental
70 ibrahimsn98/sdwebui-kotlin

Kotlin API client for AUTOMATIC1111/stable-diffusion-webui

27
Experimental
71 martin-rizzo/FedoraDiffusionLauncher

Bash script to easily install AUTOMATIC1111's Stable Diffusion WebUI while...

27
Experimental
72 shinomakoi/sd-dreamer

Qt based Linux/Windows GUI for Stable Diffusion

26
Experimental
73 wy-luke/StableDiffusion-Installer-For-Mac

Install Stable Diffusion on your Mac with one single command. 一条命令为你的 Mac 装上...

26
Experimental
74 Mario5Gray/Stability-Toys

Stable Diffusion 1.5 Latent Consistency Server/Runner for Rockchip NPU

26
Experimental
75 TillBeemelmanns/stable-diffusion-walk

Stable Diffusion Walk with Docker environment

25
Experimental
76 yuvraj108c/stable-diffusion-3-medium-docker

Docker image for Stable Diffusion 3 Medium Gradio

22
Experimental
77 europanite/sdxl_container

A container for sdxl

22
Experimental
78 waterminer/SD-DatasetProcessor

🛠一站式的图片数据集预处理工具包

22
Experimental
79 Sinyuk7/autodl-instance

AutoDL 云 GPU 实例部署工具,实现了 Infrastructure as Code + User Data Roaming.

22
Experimental
80 ajithvcoder/emlo4-session-12-ajithvcoder

Use torchserve, fastapi and nextjs to deploy a stable diffusion vision model...

21
Experimental
81 foxaos/stable-diffusion-go

A pure Golang binding library for stable-diffusion.cpp based on...

21
Experimental
82 set-soft/sd_webui_rx5500

Docker images for Stable Diffusion WebUI (AUTOMATIC1111) for AMD Radeon...

21
Experimental
83 Dvorson/mac_m1_coreml_stable_diffusion_flask_api

API server for CoreMl Stable Diffusion

21
Experimental
84 zhaobenny/a1111-modal-worker

serverless worker for Automatic1111 using modal.com

21
Experimental
85 stable-diffusion-windows/stable-diffusion-windows

Stable Diffusion Windows GUI

19
Experimental
86 FNGarvin/pickle-to-safetensors

A tiny, containerized conversion appliance that attempts to convert pickles...

19
Experimental
87 nikvoid/nndb

Stable Diffusion output archiver and metadata parser

19
Experimental
88 storj/secure-stable-diffusion

Docker image for secure AI model training and inference with Stable...

19
Experimental
89 iomz/docker-diffusers-jetson

Simple docker image for Diffusers on Jetson devices

19
Experimental
90 prompthero/cog-midjourney-diffusion

A cog container to run Midjourney Diffusion in Replicate

19
Experimental
91 yinyajun/artcraft

Stable diffusion lib&web ui

18
Experimental
92 mohsin-riad/stable-diffusion-for-mac

Shell script (for Mac) to a browser interface based on Gradio library for...

18
Experimental
93 Edwin-Luijten/stable-diffusion-with-nvidia

Stable diffusion, web-ui, docker, nvidia

17
Experimental
94 SmarakNayak/stability-matrix-nix

An auto updating nix flake for the StabilityMatrix AppImage, a...

16
Experimental
95 freeradical16/sd-webui-hub

Unified WebUI hub for Stable Diffusion, ready for cloud GPUs

15
Experimental
96 MartynasJakutis/ChroMS_GUI

Graphical user interface (GUI) for HPLC-MS data analysis. Enables HPLC and...

14
Experimental
97 chirvo/docker_sd_webui_gfx1100

A set of Dockerfiles for images that support Standard Diffusion on AMD...

13
Experimental
98 somerandompiggo/stable-diffusion-ncnn-webui

A web UI for stable-diffusion-ncnn written in Go

12
Experimental
99 gpt2ent/sd-dataset-editor

Stable diffusion dataset editor made with NiceGUI

12
Experimental
100 wpmed92/stable-diffusion-tinygrad-f16

Stable Diffusion with f16 weights powered by tinygrad WebGPU

12
Experimental
101 ayush-thakur02/stable-diffusion-xl-web

Stable Diffusion XL model with WEB UI

11
Experimental
102 neka-nat/stable-diffusion-tauri-ui

WebGPU based stable diffusion GUI

11
Experimental
103 DivergentDepot/LocalsOnly_DiffusionStudio

Local Stable Diffusion studio for macOS Apple Silicon — offline-first, privacy-first

11
Experimental
104 adamelliotfields/sdxl-web-app

Stable Diffusion XL web app

11
Experimental
105 bsilverthorn/diffusion-grid-banana

Serverless inference for diffusion-grid-app

10
Experimental