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 106 diffusion deployment serving models tracked. 4 score above 50 (established tier). The highest-rated is jina-ai/discoart at 60/100 with 3,829 stars and 742 monthly downloads.

Get all 106 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	jina-ai/discoart 🪩 Create Disco Diffusion artworks in one line	60	Established	3,829	Python
2	siliconflow/onediff OneDiff: An out-of-the-box acceleration library for diffusion models.	59	Established	1,973	Jupyter Notebook
3	wooyeolbaek/attention-map-diffusers 🚀 Cross attention map tools for huggingface/diffusers	56	Established	397	Python
4	chengzeyi/stable-fast https://wavespeed.ai/ Best inference performance optimization framework for...	50	Established	1,305	Python
5	riffusion/riffusion-hobby Stable diffusion for real-time music generation	47	Emerging	3,883	Python
6	hkproj/pytorch-stable-diffusion Stable Diffusion implemented from scratch in PyTorch	44	Emerging	1,037	Jupyter Notebook
7	explainingai-code/StableDiffusion-PyTorch This repo implements a Stable Diffusion model in PyTorch with all the...	41	Emerging	246	Python
8	LowinLi/stable-diffusion-streamlit Quantized stable-diffusion cutting down memory 75%, testing in streamlit,...	39	Emerging	54	Python
9	SupaGruen/StableDiffusion-CheatSheet A list of StableDiffusion styles and some notes for offline use. Pure HTML,...	38	Emerging	2,048	JavaScript
10	ai-action/diffused 🤗 Generate images with diffusion models.	38	Emerging	2	Python
11	finegrain-ai/refiners A microframework on top of PyTorch with first-class citizen APIs for...	36	Emerging	834	Python
12	kjsman/stable-diffusion-pytorch Yet another PyTorch implementation of Stable Diffusion (probably easy to read)	36	Emerging	596	Python
13	stassius/StableHoudini Stable Diffusion Houdini Toolset	35	Emerging	411	Python
14	Faildes/Chattiori-Model-Merger Merges latent diffusion models at a user-defined ratio	35	Emerging	51	Python
15	TensorStack-AI/Diffuse Diffuse is a Windows desktop UI for Huggingface Diffusers. It integrates...	35	Emerging	73	C#
16	ogkalu2/Merge-Stable-Diffusion-models-without-distortion Adaptation of the merging method described in the paper - Git Re-Basin:...	35	Emerging	148	Python
17	Maks-s/sd-akashic A compendium of informations regarding Stable Diffusion (SD)	34	Emerging	1,637	—
18	dlebech/stable-diffusion-2-xl-streamlit Super simple Streamlit app for playing with Stable Diffusion 2 and Stable...	34	Emerging	27	Python
19	Beinsezii/quickdif Quick and easy Diffusers CLI	33	Emerging	15	Python
20	NasirKhalid24/Latent-Paint-Mesh NVDiffrast based implementation of Latent-Paint	33	Emerging	45	Python
21	city96/SD-Latent-Interposer A small neural network to provide interoperability between the latents...	31	Emerging	320	Python
22	Ktiseos-Nyx/HF-Smart-Workflow-Notebooks Huggingface Backup - Jupyter, Colab and Python Script	31	Emerging	10	Jupyter Notebook
23	misobarisic/Diffusion-UI Anything 4.5, Anything 3.0, Waifu Diffusion, Stable Diffusion 2.1, H...	31	Emerging	63	Jupyter Notebook
24	keisuke-okb/S2D2 S2D2: Simple Stable Diffusion based on Diffusers (Hires.fix on jupyter...	31	Emerging	54	Python
25	Pyr-000/YetAnotherStableDiffusion StableDiffusion scripts based on huggingface diffusers.	30	Emerging	15	Python
26	felixsanz/felixsanz_dev Blog Archives	30	Emerging	18	Python
27	Haoming02/All-in-One-Stable-Diffusion-Guide A place to learn about Stable Diffusion	30	Emerging	100	Python
28	irgolic/stable-diffusion-api Serve any stable diffusion model published on Hugging Face.	30	Emerging	15	Python
29	HomeDiffusion/HomeDiffusion Home Diffusion is Disrupting Home Design with Stable Diffusion and ControlNet	29	Experimental	9	Python
30	dkackman/diffusers-workflow helper for the Huggingface Diffuser project	28	Experimental	7	Python
31	JingShing/Ngrok-in-StableDiffusion-tutorial A tutorial for enable ngrok in stable diffusion	28	Experimental	36	Python
32	Sunbread/Ckpt2Diff This user-friendly wizard is used to convert a Stable Diffusion Model from...	28	Experimental	13	Python
33	FareedKhan-dev/create-stable-diffusion-from-scratch Implemented a stable diffusion architecture using PyTorch.	28	Experimental	83	Jupyter Notebook
34	city96/SD-Advanced-Noise Experimenting with generating noise directly in the latent space.	28	Experimental	29	Python
35	0x7o/IF-replicate Replicate interface for IF	28	Experimental	10	Python
36	BelieveDiffusion/tutorials A collection of tutorials about training and generating with Stable Diffusion.	27	Experimental	230	—
37	eyriewow/merge-models Merges two latent diffusion models at a user-defined ratio	26	Experimental	262	Python
38	chavinlo/riffusion-manipulation tools to manipulate audio with riffusion	26	Experimental	97	Python
39	dothanhtrung/sdmm Stable Diffusion Model Manager	26	Experimental	7	Rust
40	natsunoyuki/diffuser_tools Tools for generating images using stable diffusion models with the diffusers package.	26	Experimental	14	Python
41	elct9620/replicate-pastel-mix The pastel-mix model implementation on replicate	26	Experimental	8	Python
42	hoang1007/finetuning-diffusers Finetuning Stable Diffusion from Diffusers	25	Experimental	12	Jupyter Notebook
43	deep-diver/keras-sd-serving showing various ways to serve Keras based stable diffusion	25	Experimental	111	Jupyter Notebook
44	masaishi/VidDiffusion Python OSS library that provides vid2vid pipeline by using Hugging Face's diffusers.	25	Experimental	7	Python
45	BillSchumacher/HardDiffusion Stable diffusion UI. Not easy to install, inspired by EasyDiffusion.	24	Experimental	4	Python
46	guyi2000/stable-diffusion-finetune This project shows how to fine-tune stable diffusion model on your own dataset.	24	Experimental	3	Python
47	PRIV-Creation/UniDiffusion A Diffusion training toolbox based on diffusers and existing SOTA methods,...	24	Experimental	84	Python
48	lacop/sdgrid A collection of Stable Diffusion outputs for various prompts and styles	24	Experimental	4	Python
49	jalbrekt85/ebook-diffuser An end to end, customizable, ebook automation tool	24	Experimental	16	Python
50	jvscursulim/rpg-llm RPG LLM	24	Experimental	3	Python
51	ArulselvanMadhavan/diffusers-ocaml Diffusers API in OCaml	23	Experimental	21	OCaml
52	LunNova/translunar-diffusion Replacement launcher and dataloaders for stable diffusion.	23	Experimental	1	Python
53	datvodinh/latent-diffusion-model Simple Implementation of Stable Diffusion from scratch	23	Experimental	6	Python
54	scenario-labs/model-police model_police validates AI model checkpoints against known model dictionaries...	22	Experimental	—	Python
55	siraben/heptapod-diffusion Generating Heptapod writing with Stable Diffusion	22	Experimental	39	—
56	cloneofsimo/magicmix Unofficial Implementation of MagicMix	22	Experimental	98	Python
57	devilkkw/StableDiffusion Sd repo	21	Experimental	35	Python
58	neonwatty/yolo-diffusion Demo of stable diffusion 2.0 applied to Yolo8 detected / segmented objects	21	Experimental	8	Python
59	notaryanramani/mini-stable-diffusion stable diffusion using pytorch only	20	Experimental	10	Python
60	nuwandda/stable-diffusion-aging-time-lapse Aging Time Lapse using Stable Diffusion	20	Experimental	14	Python
61	CorvaeOboro/diffusion_project_tools diffusion project tools	20	Experimental	1	Python
62	richardadonnell/Stable-Diffusion-Tutorials-Guides-Tips-Tricks-References-and-more Stable Diffusion: Tutorials, Guides, Tips, Tricks, References, and more ...	19	Experimental	10	Batchfile
63	AsiryanOnReplicate/cog-custom-stable-diffusion-text2img-img2img-inpainting Custom Stable Diffusion model (repository for replicate.com)	19	Experimental	6	Python
64	kadirnar/diffusersplus This project is under development.	19	Experimental	23	Jupyter Notebook
65	keturn/sd-progress-demo cheap views of intermediate Stable Diffusion results	18	Experimental	47	Python
66	aicrumb/doohickey Doohickey is a stable diffusion tool for technical artists who want to stay...	18	Experimental	40	Jupyter Notebook
67	aneesh-aparajit/stable-diffusion-with-sam Integrating Stable Diffusion with SAM.	18	Experimental	8	Python
68	AndranikSargsyan/Edufusion DIY Stable Diffusion 1.5 implementation with minimal dependencies.	16	Experimental	1	Python
69	ovshake/replicate-img2img Van Gogh style diffusion model on replicate	15	Experimental	6	Python
70	ai-action/hugging-face-diffusers-demo 🤗 Hugging Face diffusers demo	15	Experimental	—	Python
71	zrthxn/stable_diffusion A text-guided latent diffusion model from scratch.	15	Experimental	2	Python
72	Ktiseos-Nyx/Huggingface-Desktop An inprogress tool to speed up your desktop workflow, with the ability to...	15	Experimental	7	Python
73	scale100xu/min-stable-diffusion A single file of Stable Diffusion. It is simple, easy reader.	14	Experimental	10	Python
74	nuwandda/stable-diffusion-gender-swap Gender Swap using Stable Diffusion	13	Experimental	7	Python
75	jac3km4/latentspace Stable Diffusion in Rust	13	Experimental	8	Rust
76	Gugo-le/TITLE-CODE 3학년 자율과정 최우수상 수상	13	Experimental	5	Python
77	ImRIzo/Unstable-Diffusion It's Stable Diffusion from scratch so it might get unstable and that's why...	13	Experimental	5	Python
78	khimaros/diffusable configuration and CLI driven, reproducible diffusion model inference	13	Experimental	5	Python
79	dalbrechtmartin/SAE-S5.01-LLM Student project aimed at implementing large language models (LLMs) for various tasks.	12	Experimental	3	Python
80	PRITHIVSAKTHIUR/Stable-Hamster Fast as Hamster \| Stable Hamster \| Stable Diffusion	12	Experimental	15	Jupyter Notebook
81	thehappydinoa/stable-diffusion-music-videos This is a Gradio interface for Stable Diffusion generated music videos.	12	Experimental	3	Python
82	jackBonadies/Guided-Attention Diffusion Model that allows for annotations to guide attention.	12	Experimental	4	Python
83	BudEcosystem/Chhavi Democratizing access to generative-ai-models for the open-source community....	12	Experimental	4	Python
84	howsmyanimeprofilepicture/trt-diffusion-tutorial-kr TensorRT를 통한 Stable Diffusion 가속하기	11	Experimental	2	Jupyter Notebook
85	wswld/dream-conveyor Stable Diffusion wrapper for people who aren't afraid to code, but hate to...	11	Experimental	—	Python
86	Osiris-tevin/diff-morph-torch PyTorch-based implementation DiffMorph	11	Experimental	—	Python
87	snekkenull/sd3m stable-diffusion-3-medium with gradio and T5 long token	11	Experimental	2	Python
88	Imesh7/stable_diffusion Stable diffusion model from scratch (Stable diffusion 1)	11	Experimental	—	Jupyter Notebook
89	mjalali/SPARKE The Project page for sparke-diffusers	11	Experimental	—	JavaScript
90	noskill/diffusers-ui gui for diffusers	11	Experimental	—	Python
91	Yus314/vae-toolkit Stable Diffusion VAE toolkit image processing and model loading utilities	11	Experimental	—	Python
92	adamelliotfields/gradio-diffusion Stable Diffusion inference in Gradio	11	Experimental	—	Python
93	jcchikikomori/bay-harbor-butcher Jes Chr* Morgan!	11	Experimental	—	Python
94	berktinaz/stable-concepts Official repository for "Emergence and Evolution of Interpretable Concepts...	11	Experimental	6	Jupyter Notebook
95	TomPham97/diffuser Works and resources related to image generation via diffusers	11	Experimental	2	HTML
96	hdparmar/Tradifusion Tradi-fusion Refined: Evaluating and Fine-tuning the Riffusion Model for...	11	Experimental	2	Jupyter Notebook
97	Ktiseos-Nyx/Gradio-SDXL-Diffusers Gradio Application that's optimized for huggingface to convert SDXL models...	11	Experimental	2	Python
98	dongweiming/stable-diffusion-model-tutorial A stable diffusion tutorial written by a senior python engineer	11	Experimental	2	JavaScript
99	chand1012/simple-stable-diffusion Simple Stable Diffusion API & Web Interface	11	Experimental	2	Python
100	CodeKnight314/Stable-Diffusion-Pytorch Custom Fine-tuning Framework for Stable-Diffusion with Pytorch	10	Experimental	1	Python
101	GuanlinLee/LlamaSD Control SD with Llama2 for concept regularization	10	Experimental	1	Python
102	Bits-Bytes-and-Bots/HFSDClass This is an adaption of the notebook , which is provided as part of a class...	10	Experimental	1	Python
103	hila-chefer/Conceptor Official implementation of the paper The Hidden Language of Diffusion Models	10	Experimental	78	—
104	frolleks/stable-diffusion-api Simple API to work with Stable Diffusion models	10	Experimental	1	Python
105	onebeyond/poc-local-stable-diffusion PoC of local implementation of stable diffusion with slack	10	Experimental	1	Python
106	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。	10	Experimental	1	Python

Comparisons in this category

pytorch-stable-diffusion and stable-diffusion-pytorch (44 vs 36) pytorch-stable-diffusion and StableDiffusion-PyTorch (44 vs 41) StableDiffusion-PyTorch and stable-diffusion-pytorch (41 vs 36)