René's URL Explorer Experiment

Title: GitHub - unography/diffusers: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch

Open Graph Title: GitHub - unography/diffusers: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch

X Title: GitHub - unography/diffusers: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch

Description: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - unography/diffusers

Open Graph Description: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - unography/diffusers

X Description: 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - unography/diffusers

Opengraph URL: https://github.com/unography/diffusers

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:bcac263e-1ce1-7204-6972-ff2da5edac19
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	BF4C:4AEC6:9C71E3:D63F78:698F026E
html-safe-nonce	dbcac53b9c3b37196d5245948a13571d925d8bb901fc75265696c7865bd102d3
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCRjRDOjRBRUM2OjlDNzFFMzpENjNGNzg6Njk4RjAyNkUiLCJ2aXNpdG9yX2lkIjoiMTk0Mjg2MTU3MjMxNDQzMjExMCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	ceb40d3c12f8ff399e8d392f3ecb1f267521188fbbd5ab28e15ef839c18aaf7b
hovercard-subject-tag	repository:533379199
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/unography/diffusers
twitter:image	https://opengraph.githubassets.com/7a9df6f5b03b1f7aeb482133a1d624c29f4659e1de9660aef25ec0c18fc1d92c/unography/diffusers
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/7a9df6f5b03b1f7aeb482133a1d624c29f4659e1de9660aef25ec0c18fc1d92c/unography/diffusers
og:image:alt	🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - unography/diffusers
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	2da1a0d1318592c9965539b12269c4641177dfabfc86c3807992efb13e1d96ff
turbo-cache-control	no-preview
go-import	github.com/unography/diffusers git https://github.com/unography/diffusers.git
octolytics-dimension-user_id	5240449
octolytics-dimension-user_login	unography
octolytics-dimension-repository_id	533379199
octolytics-dimension-repository_nwo	unography/diffusers
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	498011141
octolytics-dimension-repository_parent_nwo	huggingface/diffusers
octolytics-dimension-repository_network_root_id	498011141
octolytics-dimension-repository_network_root_nwo	huggingface/diffusers
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	66d26b1a7f81bd3ffe8d0f16abab43f6e64fd21a
ui-target	canary-2
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://patch-diff.githubusercontent.com/unography/diffusers#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Funography%2Fdiffusers
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Funography%2Fdiffusers
Sign up	https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=unography%2Fdiffusers
Reload	https://patch-diff.githubusercontent.com/unography/diffusers
Reload	https://patch-diff.githubusercontent.com/unography/diffusers
Reload	https://patch-diff.githubusercontent.com/unography/diffusers
unography	https://patch-diff.githubusercontent.com/unography
diffusers	https://patch-diff.githubusercontent.com/unography/diffusers
huggingface/diffusers	https://patch-diff.githubusercontent.com/huggingface/diffusers
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Funography%2Fdiffusers
Fork 0	https://patch-diff.githubusercontent.com/login?return_to=%2Funography%2Fdiffusers
Star 0	https://patch-diff.githubusercontent.com/login?return_to=%2Funography%2Fdiffusers
Apache-2.0 license	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/LICENSE
0 stars	https://patch-diff.githubusercontent.com/unography/diffusers/stargazers
6.8k forks	https://patch-diff.githubusercontent.com/unography/diffusers/forks
Branches	https://patch-diff.githubusercontent.com/unography/diffusers/branches
Tags	https://patch-diff.githubusercontent.com/unography/diffusers/tags
Activity	https://patch-diff.githubusercontent.com/unography/diffusers/activity
Star	https://patch-diff.githubusercontent.com/login?return_to=%2Funography%2Fdiffusers
Notifications	https://patch-diff.githubusercontent.com/login?return_to=%2Funography%2Fdiffusers
Code	https://patch-diff.githubusercontent.com/unography/diffusers
Pull requests 0	https://patch-diff.githubusercontent.com/unography/diffusers/pulls
Actions	https://patch-diff.githubusercontent.com/unography/diffusers/actions
Projects 0	https://patch-diff.githubusercontent.com/unography/diffusers/projects
Security 0	https://patch-diff.githubusercontent.com/unography/diffusers/security
Insights	https://patch-diff.githubusercontent.com/unography/diffusers/pulse
Code	https://patch-diff.githubusercontent.com/unography/diffusers
Pull requests	https://patch-diff.githubusercontent.com/unography/diffusers/pulls
Actions	https://patch-diff.githubusercontent.com/unography/diffusers/actions
Projects	https://patch-diff.githubusercontent.com/unography/diffusers/projects
Security	https://patch-diff.githubusercontent.com/unography/diffusers/security
Insights	https://patch-diff.githubusercontent.com/unography/diffusers/pulse
Branches	https://patch-diff.githubusercontent.com/unography/diffusers/branches
Tags	https://patch-diff.githubusercontent.com/unography/diffusers/tags
	https://patch-diff.githubusercontent.com/unography/diffusers/branches
	https://patch-diff.githubusercontent.com/unography/diffusers/tags
5,893 Commits	https://patch-diff.githubusercontent.com/unography/diffusers/commits/main/
	https://patch-diff.githubusercontent.com/unography/diffusers/commits/main/
.github	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/.github
.github	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/.github
benchmarks	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/benchmarks
benchmarks	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/benchmarks
docker	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/docker
docker	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/docker
docs	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/docs
docs	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/docs
examples	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/examples
examples	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/examples
scripts	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/scripts
scripts	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/scripts
src/diffusers	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/src/diffusers
src/diffusers	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/src/diffusers
tests	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/tests
tests	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/tests
utils	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/utils
utils	https://patch-diff.githubusercontent.com/unography/diffusers/tree/main/utils
.gitignore	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/.gitignore
.gitignore	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/.gitignore
CITATION.cff	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/CITATION.cff
CITATION.cff	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/CITATION.cff
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/CONTRIBUTING.md
LICENSE	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/LICENSE
LICENSE	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/LICENSE
MANIFEST.in	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/MANIFEST.in
MANIFEST.in	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/MANIFEST.in
Makefile	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/Makefile
Makefile	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/Makefile
PHILOSOPHY.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/PHILOSOPHY.md
PHILOSOPHY.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/PHILOSOPHY.md
README.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/README.md
README.md	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/README.md
_typos.toml	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/_typos.toml
_typos.toml	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/_typos.toml
pyproject.toml	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/pyproject.toml
pyproject.toml	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/pyproject.toml
setup.py	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/setup.py
setup.py	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/setup.py
README	https://patch-diff.githubusercontent.com/unography/diffusers
Code of conduct	https://patch-diff.githubusercontent.com/unography/diffusers
Contributing	https://patch-diff.githubusercontent.com/unography/diffusers
License	https://patch-diff.githubusercontent.com/unography/diffusers
	https://raw.githubusercontent.com/huggingface/diffusers/main/docs/source/en/imgs/diffusers_library.jpg
	https://github.com/huggingface/diffusers/blob/main/LICENSE
	https://github.com/huggingface/diffusers/releases
	https://pepy.tech/project/diffusers
	https://patch-diff.githubusercontent.com/unography/diffusers/blob/main/CODE_OF_CONDUCT.md
	https://twitter.com/diffuserslib
usability over performance	https://huggingface.co/docs/diffusers/conceptual/philosophy#usability-over-performance
simple over easy	https://huggingface.co/docs/diffusers/conceptual/philosophy#simple-over-easy
customizability over abstractions	https://huggingface.co/docs/diffusers/conceptual/philosophy#tweakable-contributorfriendly-over-abstraction
diffusion pipelines	https://huggingface.co/docs/diffusers/api/pipelines/overview
schedulers	https://huggingface.co/docs/diffusers/api/schedulers/overview
models	https://huggingface.co/docs/diffusers/api/models/overview
	https://patch-diff.githubusercontent.com/unography/diffusers#installation
PyTorch	https://pytorch.org/get-started/locally/
	https://patch-diff.githubusercontent.com/unography/diffusers#pytorch
	https://patch-diff.githubusercontent.com/unography/diffusers#apple-silicon-m1m2-support
How to use Stable Diffusion in Apple Silicon	https://huggingface.co/docs/diffusers/optimization/mps
	https://patch-diff.githubusercontent.com/unography/diffusers#quickstart
Hub	https://huggingface.co/models?library=diffusers&sort=downloads
Quickstart	https://huggingface.co/docs/diffusers/quicktour
	https://patch-diff.githubusercontent.com/unography/diffusers#how-to-navigate-the-documentation
Tutorial	https://huggingface.co/docs/diffusers/tutorials/tutorial_overview
Loading	https://huggingface.co/docs/diffusers/using-diffusers/loading
Pipelines for inference	https://huggingface.co/docs/diffusers/using-diffusers/overview_techniques
Optimization	https://huggingface.co/docs/diffusers/optimization/fp16
Training	https://huggingface.co/docs/diffusers/training/overview
	https://patch-diff.githubusercontent.com/unography/diffusers#contribution
Contribution guide	https://github.com/huggingface/diffusers/blob/main/CONTRIBUTING.md
issues	https://github.com/huggingface/diffusers/issues
Good first issues	https://github.com/huggingface/diffusers/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22
New model/pipeline	https://github.com/huggingface/diffusers/issues?q=is%3Aopen+is%3Aissue+label%3A%22New+pipeline%2Fmodel%22
New scheduler	https://github.com/huggingface/diffusers/issues?q=is%3Aopen+is%3Aissue+label%3A%22New+scheduler%22
	https://discord.gg/G7tWnz98XR
	https://patch-diff.githubusercontent.com/unography/diffusers#popular-tasks--pipelines
DDPM	https://huggingface.co/docs/diffusers/api/pipelines/ddpm
google/ddpm-ema-church-256	https://huggingface.co/google/ddpm-ema-church-256
Stable Diffusion Text-to-Image	https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion/text2img
stable-diffusion-v1-5/stable-diffusion-v1-5	https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5
unCLIP	https://huggingface.co/docs/diffusers/api/pipelines/unclip
kakaobrain/karlo-v1-alpha	https://huggingface.co/kakaobrain/karlo-v1-alpha
DeepFloyd IF	https://huggingface.co/docs/diffusers/api/pipelines/deepfloyd_if
DeepFloyd/IF-I-XL-v1.0	https://huggingface.co/DeepFloyd/IF-I-XL-v1.0
Kandinsky	https://huggingface.co/docs/diffusers/api/pipelines/kandinsky
kandinsky-community/kandinsky-2-2-decoder	https://huggingface.co/kandinsky-community/kandinsky-2-2-decoder
ControlNet	https://huggingface.co/docs/diffusers/api/pipelines/controlnet
lllyasviel/sd-controlnet-canny	https://huggingface.co/lllyasviel/sd-controlnet-canny
InstructPix2Pix	https://huggingface.co/docs/diffusers/api/pipelines/pix2pix
timbrooks/instruct-pix2pix	https://huggingface.co/timbrooks/instruct-pix2pix
Stable Diffusion Image-to-Image	https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion/img2img
stable-diffusion-v1-5/stable-diffusion-v1-5	https://huggingface.co/stable-diffusion-v1-5/stable-diffusion-v1-5
Stable Diffusion Inpainting	https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion/inpaint
runwayml/stable-diffusion-inpainting	https://huggingface.co/runwayml/stable-diffusion-inpainting
Stable Diffusion Image Variation	https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion/image_variation
lambdalabs/sd-image-variations-diffusers	https://huggingface.co/lambdalabs/sd-image-variations-diffusers
Stable Diffusion Upscale	https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion/upscale
stabilityai/stable-diffusion-x4-upscaler	https://huggingface.co/stabilityai/stable-diffusion-x4-upscaler
Stable Diffusion Latent Upscale	https://huggingface.co/docs/diffusers/api/pipelines/stable_diffusion/latent_upscale
stabilityai/sd-x2-latent-upscaler	https://huggingface.co/stabilityai/sd-x2-latent-upscaler
	https://patch-diff.githubusercontent.com/unography/diffusers#popular-libraries-using--diffusers
https://github.com/microsoft/TaskMatrix	https://github.com/microsoft/TaskMatrix
https://github.com/invoke-ai/InvokeAI	https://github.com/invoke-ai/InvokeAI
https://github.com/InstantID/InstantID	https://github.com/InstantID/InstantID
https://github.com/apple/ml-stable-diffusion	https://github.com/apple/ml-stable-diffusion
https://github.com/Sanster/lama-cleaner	https://github.com/Sanster/lama-cleaner
https://github.com/IDEA-Research/Grounded-Segment-Anything	https://github.com/IDEA-Research/Grounded-Segment-Anything
https://github.com/ashawkey/stable-dreamfusion	https://github.com/ashawkey/stable-dreamfusion
https://github.com/deep-floyd/IF	https://github.com/deep-floyd/IF
https://github.com/bentoml/BentoML	https://github.com/bentoml/BentoML
https://github.com/bmaltais/kohya_ss	https://github.com/bmaltais/kohya_ss
	https://patch-diff.githubusercontent.com/unography/diffusers#credits
here	https://github.com/CompVis/latent-diffusion
here	https://github.com/hojonathanho/diffusion
here	https://github.com/pesser/pytorch_diffusion
here	https://github.com/ermongroup/ddim
here	https://github.com/yang-song/score_sde_pytorch
here	https://github.com/heejkoo/Awesome-Diffusion-Models
	https://patch-diff.githubusercontent.com/unography/diffusers#citation
Readme	https://patch-diff.githubusercontent.com/unography/diffusers#readme-ov-file
Apache-2.0 license	https://patch-diff.githubusercontent.com/unography/diffusers#Apache-2.0-1-ov-file
Code of conduct	https://patch-diff.githubusercontent.com/unography/diffusers#coc-ov-file
Contributing	https://patch-diff.githubusercontent.com/unography/diffusers#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/unography/diffusers
Activity	https://patch-diff.githubusercontent.com/unography/diffusers/activity
0 stars	https://patch-diff.githubusercontent.com/unography/diffusers/stargazers
0 watching	https://patch-diff.githubusercontent.com/unography/diffusers/watchers
0 forks	https://patch-diff.githubusercontent.com/unography/diffusers/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Funography%2Fdiffusers&report=unography+%28user%29
Releases	https://patch-diff.githubusercontent.com/unography/diffusers/releases
Packages 0	https://patch-diff.githubusercontent.com/users/unography/packages?repo_name=diffusers
Please reload this page	https://patch-diff.githubusercontent.com/unography/diffusers
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.