Diffusion Deployment Serving Diffusion Models

Tools for serving, deploying, and operationalizing diffusion models (APIs, containers, frameworks). Does NOT include model training, fine-tuning, or research implementations of novel diffusion architectures.

There are 117 diffusion deployment serving models tracked. 5 score above 50 (established tier). The highest-rated is siliconflow/onediff at 59/100 with 1,973 stars.

Get all 117 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=diffusion&subcategory=diffusion-deployment-serving&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Model	Score	Tier	Stars	Language
1	siliconflow/onediff OneDiff: An out-of-the-box acceleration library for diffusion models.	59	Established	1,973	Jupyter Notebook
2	wooyeolbaek/attention-map-diffusers 🚀 Cross attention map tools for huggingface/diffusers	59	Established	397	Python
3	jina-ai/discoart 🪩 Create Disco Diffusion artworks in one line	53	Established	3,829	Python
4	chengzeyi/stable-fast https://wavespeed.ai/ Best inference performance optimization framework for...	52	Established	1,305	Python
5	hkproj/pytorch-stable-diffusion Stable Diffusion implemented from scratch in PyTorch	51	Established	1,037	Jupyter Notebook
6	explainingai-code/StableDiffusion-PyTorch This repo implements a Stable Diffusion model in PyTorch with all the...	48	Emerging	246	Python
7	riffusion/riffusion-hobby Stable diffusion for real-time music generation	47	Emerging	3,883	Python
8	LowinLi/stable-diffusion-streamlit Quantized stable-diffusion cutting down memory 75%, testing in streamlit,...	46	Emerging	54	Python
9	SupaGruen/StableDiffusion-CheatSheet A list of StableDiffusion styles and some notes for offline use. Pure HTML,...	45	Emerging	2,048	JavaScript
10	kjsman/stable-diffusion-pytorch Yet another PyTorch implementation of Stable Diffusion (probably easy to read)	43	Emerging	596	Python
11	finegrain-ai/refiners A microframework on top of PyTorch with first-class citizen APIs for...	43	Emerging	834	Python
12	stassius/StableHoudini Stable Diffusion Houdini Toolset	42	Emerging	411	Python
13	ogkalu2/Merge-Stable-Diffusion-models-without-distortion Adaptation of the merging method described in the paper - Git Re-Basin:...	42	Emerging	148	Python
14	dlebech/stable-diffusion-2-xl-streamlit Super simple Streamlit app for playing with Stable Diffusion 2 and Stable...	41	Emerging	27	Python
15	Maks-s/sd-akashic A compendium of informations regarding Stable Diffusion (SD)	41	Emerging	1,637	—
16	Beinsezii/quickdif Quick and easy Diffusers CLI	40	Emerging	15	Python
17	NasirKhalid24/Latent-Paint-Mesh NVDiffrast based implementation of Latent-Paint	40	Emerging	45	Python
18	Faildes/Chattiori-Model-Merger Merges latent diffusion models at a user-defined ratio	39	Emerging	51	Python
19	Ktiseos-Nyx/HF-Smart-Workflow-Notebooks Huggingface Backup - Jupyter, Colab and Python Script	38	Emerging	10	Jupyter Notebook
20	misobarisic/Diffusion-UI Anything 4.5, Anything 3.0, Waifu Diffusion, Stable Diffusion 2.1, H...	38	Emerging	63	Jupyter Notebook
21	keisuke-okb/S2D2 S2D2: Simple Stable Diffusion based on Diffusers (Hires.fix on jupyter...	38	Emerging	54	Python
22	city96/SD-Latent-Interposer A small neural network to provide interoperability between the latents...	38	Emerging	320	Python
23	felixsanz/felixsanz_dev Blog Archives	37	Emerging	18	Python
24	irgolic/stable-diffusion-api Serve any stable diffusion model published on Hugging Face.	37	Emerging	15	Python
25	ai-action/diffused 🤗 Generate images with diffusion models.	37	Emerging	2	Python
26	Haoming02/All-in-One-Stable-Diffusion-Guide A place to learn about Stable Diffusion	37	Emerging	100	Python
27	Pyr-000/YetAnotherStableDiffusion StableDiffusion scripts based on huggingface diffusers.	37	Emerging	15	Python
28	HomeDiffusion/HomeDiffusion Home Diffusion is Disrupting Home Design with Stable Diffusion and ControlNet	36	Emerging	9	Python
29	TensorStack-AI/Diffuse Diffuse is a Windows desktop UI for Huggingface Diffusers. It integrates...	36	Emerging	73	C#
30	JingShing/Ngrok-in-StableDiffusion-tutorial A tutorial for enable ngrok in stable diffusion	35	Emerging	36	Python
31	0x7o/IF-replicate Replicate interface for IF	35	Emerging	10	Python
32	FareedKhan-dev/create-stable-diffusion-from-scratch Implemented a stable diffusion architecture using PyTorch.	35	Emerging	83	Jupyter Notebook
33	city96/SD-Advanced-Noise Experimenting with generating noise directly in the latent space.	35	Emerging	29	Python
34	Sunbread/Ckpt2Diff This user-friendly wizard is used to convert a Stable Diffusion Model from...	35	Emerging	13	Python
35	dkackman/diffusers-workflow helper for the Huggingface Diffuser project	35	Emerging	7	Python
36	BelieveDiffusion/tutorials A collection of tutorials about training and generating with Stable Diffusion.	34	Emerging	230	—
37	elct9620/replicate-pastel-mix The pastel-mix model implementation on replicate	33	Emerging	8	Python
38	natsunoyuki/diffuser_tools Tools for generating images using stable diffusion models with the diffusers package.	33	Emerging	14	Python
39	chavinlo/riffusion-manipulation tools to manipulate audio with riffusion	33	Emerging	97	Python
40	eyriewow/merge-models Merges two latent diffusion models at a user-defined ratio	33	Emerging	262	Python
41	hoang1007/finetuning-diffusers Finetuning Stable Diffusion from Diffusers	32	Emerging	12	Jupyter Notebook
42	dothanhtrung/sdmm Stable Diffusion Model Manager	32	Emerging	7	Rust
43	deep-diver/keras-sd-serving showing various ways to serve Keras based stable diffusion	32	Emerging	111	Jupyter Notebook
44	jvscursulim/rpg-llm RPG LLM	31	Emerging	3	Python
45	PRIV-Creation/UniDiffusion A Diffusion training toolbox based on diffusers and existing SOTA methods,...	31	Emerging	84	Python
46	lacop/sdgrid A collection of Stable Diffusion outputs for various prompts and styles	31	Emerging	4	Python
47	jalbrekt85/ebook-diffuser An end to end, customizable, ebook automation tool	31	Emerging	16	Python
48	guyi2000/stable-diffusion-finetune This project shows how to fine-tune stable diffusion model on your own dataset.	31	Emerging	3	Python
49	BillSchumacher/HardDiffusion Stable diffusion UI. Not easy to install, inspired by EasyDiffusion.	31	Emerging	4	Python
50	datvodinh/latent-diffusion-model Simple Implementation of Stable Diffusion from scratch	30	Emerging	6	Python
51	LunNova/translunar-diffusion Replacement launcher and dataloaders for stable diffusion.	30	Emerging	1	Python
52	ArulselvanMadhavan/diffusers-ocaml Diffusers API in OCaml	30	Emerging	21	OCaml
53	cloneofsimo/magicmix Unofficial Implementation of MagicMix	29	Experimental	98	Python
54	siraben/heptapod-diffusion Generating Heptapod writing with Stable Diffusion	29	Experimental	39	—
55	masaishi/VidDiffusion Python OSS library that provides vid2vid pipeline by using Hugging Face's diffusers.	29	Experimental	7	Python
56	neonwatty/yolo-diffusion Demo of stable diffusion 2.0 applied to Yolo8 detected / segmented objects	28	Experimental	8	Python
57	devilkkw/StableDiffusion Sd repo	28	Experimental	35	Python
58	nuwandda/stable-diffusion-aging-time-lapse Aging Time Lapse using Stable Diffusion	27	Experimental	14	Python
59	notaryanramani/mini-stable-diffusion stable diffusion using pytorch only	27	Experimental	10	Python
60	CorvaeOboro/diffusion_project_tools diffusion project tools	27	Experimental	1	Python
61	AsiryanOnReplicate/cog-custom-stable-diffusion-text2img-img2img-inpainting Custom Stable Diffusion model (repository for replicate.com)	26	Experimental	6	Python
62	kadirnar/diffusersplus This project is under development.	26	Experimental	23	Jupyter Notebook
63	richardadonnell/Stable-Diffusion-Tutorials-Guides-Tips-Tricks-References-and-more Stable Diffusion: Tutorials, Guides, Tips, Tricks, References, and more ...	26	Experimental	10	Batchfile
64	aneesh-aparajit/stable-diffusion-with-sam Integrating Stable Diffusion with SAM.	25	Experimental	8	Python
65	keturn/sd-progress-demo cheap views of intermediate Stable Diffusion results	25	Experimental	47	Python
66	aicrumb/doohickey Doohickey is a stable diffusion tool for technical artists who want to stay...	25	Experimental	40	Jupyter Notebook
67	AndranikSargsyan/Edufusion DIY Stable Diffusion 1.5 implementation with minimal dependencies.	23	Experimental	1	Python
68	zrthxn/stable_diffusion A text-guided latent diffusion model from scratch.	22	Experimental	2	Python
69	ovshake/replicate-img2img Van Gogh style diffusion model on replicate	22	Experimental	6	Python
70	scenario-labs/model-police model_police validates AI model checkpoints against known model dictionaries...	22	Experimental	—	Python
71	scale100xu/min-stable-diffusion A single file of Stable Diffusion. It is simple, easy reader.	21	Experimental	10	Python
72	Ktiseos-Nyx/Huggingface-Desktop An inprogress tool to speed up your desktop workflow, with the ability to...	21	Experimental	7	Python
73	nuwandda/stable-diffusion-gender-swap Gender Swap using Stable Diffusion	20	Experimental	7	Python
74	khimaros/diffusable configuration and CLI driven, reproducible diffusion model inference	20	Experimental	5	Python
75	ImRIzo/Unstable-Diffusion It's Stable Diffusion from scratch so it might get unstable and that's why...	20	Experimental	5	Python
76	Gugo-le/TITLE-CODE 3학년 자율과정 최우수상 수상	20	Experimental	5	Python
77	jac3km4/latentspace Stable Diffusion in Rust	20	Experimental	8	Rust
78	jackBonadies/Guided-Attention Diffusion Model that allows for annotations to guide attention.	19	Experimental	4	Python
79	thehappydinoa/stable-diffusion-music-videos This is a Gradio interface for Stable Diffusion generated music videos.	19	Experimental	3	Python
80	PRITHIVSAKTHIUR/Stable-Hamster Fast as Hamster \| Stable Hamster \| Stable Diffusion	19	Experimental	15	Jupyter Notebook
81	BudEcosystem/Chhavi Democratizing access to generative-ai-models for the open-source community....	19	Experimental	4	Python
82	snekkenull/sd3m stable-diffusion-3-medium with gradio and T5 long token	18	Experimental	2	Python
83	howsmyanimeprofilepicture/trt-diffusion-tutorial-kr TensorRT를 통한 Stable Diffusion 가속하기	18	Experimental	2	Jupyter Notebook
84	Ktiseos-Nyx/Gradio-SDXL-Diffusers Gradio Application that's optimized for huggingface to convert SDXL models...	18	Experimental	2	Python
85	TomPham97/diffuser Works and resources related to image generation via diffusers	18	Experimental	2	HTML
86	hdparmar/Tradifusion Tradi-fusion Refined: Evaluating and Fine-tuning the Riffusion Model for...	18	Experimental	2	Jupyter Notebook
87	dongweiming/stable-diffusion-model-tutorial A stable diffusion tutorial written by a senior python engineer	18	Experimental	2	JavaScript
88	chand1012/simple-stable-diffusion Simple Stable Diffusion API & Web Interface	18	Experimental	2	Python
89	X-Zero-L/StableFilter 用于对稳定扩散绘画模型标签进行智能分类的工具。自动将标签分类为不同安全级别，并提供详细的中文解释和翻译。	17	Experimental	1	Python
90	frolleks/stable-diffusion-api Simple API to work with Stable Diffusion models	17	Experimental	1	Python
91	berktinaz/stable-concepts Official repository for "Emergence and Evolution of Interpretable Concepts...	17	Experimental	6	Jupyter Notebook
92	Bits-Bytes-and-Bots/HFSDClass This is an adaption of the notebook , which is provided as part of a class...	17	Experimental	1	Python
93	GuanlinLee/LlamaSD Control SD with Llama2 for concept regularization	17	Experimental	1	Python
94	onebeyond/poc-local-stable-diffusion PoC of local implementation of stable diffusion with slack	17	Experimental	1	Python
95	hila-chefer/Conceptor Official implementation of the paper The Hidden Language of Diffusion Models	17	Experimental	78	—
96	CodeKnight314/Stable-Diffusion-Pytorch Custom Fine-tuning Framework for Stable-Diffusion with Pytorch	17	Experimental	1	Python
97	ai-action/hugging-face-diffusers-demo 🤗 Hugging Face diffusers demo	15	Experimental	—	Python
98	zehr0s/mobile-stable-diffusion Running Stable diffusion from a mobile phone using Termux	14	Experimental	18	Python
99	SpencerSzabados/Fine-tune-Stable-Diffusion-VAE A quick reference for fine-tuning Stable Diffusions VAE on custom datasets.	13	Experimental	4	Python
100	melMass/MLOPs-stage 🧪 Experimental nodes for MLOPs	13	Experimental	12	Python
101	ovshake/finetune-sd Sample code and results for finetuning Stable Diffusion 1.5 using Huggingface	12	Experimental	7	Python
102	hung20gg/stable-diffusion Detailed explanation for Stable Diffusion	11	Experimental	4	Jupyter Notebook
103	jcchikikomori/bay-harbor-butcher Jes Chr* Morgan!	11	Experimental	—	Python
104	Yus314/vae-toolkit Stable Diffusion VAE toolkit image processing and model loading utilities	11	Experimental	—	Python
105	noskill/diffusers-ui gui for diffusers	11	Experimental	—	Python
106	mjalali/SPARKE The Project page for sparke-diffusers	11	Experimental	—	JavaScript
107	Imesh7/stable_diffusion Stable diffusion model from scratch (Stable diffusion 1)	11	Experimental	—	Jupyter Notebook
108	Pwntus/360-diffusion 360 diffusion Cog model.	11	Experimental	3	Python
109	Muhammad-Rebaal/Stable_Diffusion_Gradio A stable diffusion app using Gradio and Diffusers 2.0 by Hugging Face. This...	11	Experimental	3	Jupyter Notebook
110	Osiris-tevin/diff-morph-torch PyTorch-based implementation DiffMorph	11	Experimental	—	Python
111	wswld/dream-conveyor Stable Diffusion wrapper for people who aren't afraid to code, but hate to...	11	Experimental	—	Python
112	StealthyPanda/stablediffusion A simple implementation of diffusion model from scratch in tensorflow.	10	Experimental	2	Python
113	AkiRusProd/stable-diffusion-gradio Hugging Face Stable Diffsuion interface implemented on gradio library	10	Experimental	2	Jupyter Notebook
114	100ZZ/stable-diffusion-mlx Gradio+MLX框架执行Stable Diffusion大模型	10	Experimental	2	Python
115	caroaguilar/ai-learning Compilation of my learnings and notes in my AI journey	10	Experimental	2	Python
116	alireza13742010/Fine-tuning-Stable-diffusion_for_mechanical_drawings This repository belongs to the process of augmenting, collecting data, and...	10	Experimental	1	Jupyter Notebook
117	PhamTrinhDuc/Stable_Diffusion This repo is what I learned about Stable Diffusion and GANs icluding code and slides	10	Experimental	2	Jupyter Notebook

Comparisons in this category

pytorch-stable-diffusion and stable-diffusion-pytorch (51 vs 43) pytorch-stable-diffusion and StableDiffusion-PyTorch (51 vs 48) StableDiffusion-PyTorch and stable-diffusion-pytorch (48 vs 43)