René's URL Explorer Experiment

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

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

X Title: GitHub - fancybit/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 - fancybit/diffusers

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

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

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

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:357c5f0c-f429-65b8-3e0a-94abdff7fcfa
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	9D34:1CCFD6:CFF4F5:1298E61:6A5A0423
html-safe-nonce	6e8cdf8d91aeadf6114c51e568e7de0ad6427d8c8e679d2612eed74929a39b6c
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5RDM0OjFDQ0ZENjpDRkY0RjU6MTI5OEU2MTo2QTVBMDQyMyIsInZpc2l0b3JfaWQiOiI4MzU3NzA5MjQyNTUyNjgxNTA3IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	379e798678464c8543e27bbed39d12097256113d317d3f24a8ac8fee5ccbf3a4
hovercard-subject-tag	repository:569947328
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/fancybit/diffusers
twitter:image	https://opengraph.githubassets.com/1a73cd1f4accdb346d022478fce1d34f84ec7f0741980881e20d6acc5156ba16/fancybit/diffusers
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/1a73cd1f4accdb346d022478fce1d34f84ec7f0741980881e20d6acc5156ba16/fancybit/diffusers
og:image:alt	🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch - fancybit/diffusers
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	4d3f961cfc83a4348ee5be7691cf4ae3515aab3ef5200c13a7e41b048125fb61
turbo-cache-control	no-cache
go-import	github.com/fancybit/diffusers git https://github.com/fancybit/diffusers.git
octolytics-dimension-user_id	640386
octolytics-dimension-user_login	fancybit
octolytics-dimension-repository_id	569947328
octolytics-dimension-repository_nwo	fancybit/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	ac4d28603af300ac851b62521abb878ab5d3319a
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/fancybit/diffusers#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ffancybit%2Fdiffusers
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
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
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
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/enterprise/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://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ffancybit%2Fdiffusers
Sign up	https://github.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=fancybit%2Fdiffusers
Reload	https://github.com/fancybit/diffusers
Reload	https://github.com/fancybit/diffusers
Reload	https://github.com/fancybit/diffusers
fancybit	https://github.com/fancybit
diffusers	https://github.com/fancybit/diffusers
huggingface/diffusers	https://github.com/huggingface/diffusers
Notifications	https://github.com/login?return_to=%2Ffancybit%2Fdiffusers
Fork 0	https://github.com/login?return_to=%2Ffancybit%2Fdiffusers
Star 0	https://github.com/login?return_to=%2Ffancybit%2Fdiffusers
Code	https://github.com/fancybit/diffusers
Pull requests 0	https://github.com/fancybit/diffusers/pulls
Actions	https://github.com/fancybit/diffusers/actions
Projects	https://github.com/fancybit/diffusers/projects
Security and quality 0	https://github.com/fancybit/diffusers/security
Insights	https://github.com/fancybit/diffusers/pulse
Code	https://github.com/fancybit/diffusers
Pull requests	https://github.com/fancybit/diffusers/pulls
Actions	https://github.com/fancybit/diffusers/actions
Projects	https://github.com/fancybit/diffusers/projects
Security and quality	https://github.com/fancybit/diffusers/security
Insights	https://github.com/fancybit/diffusers/pulse
	https://github.com/fancybit/diffusers
Branches	https://github.com/fancybit/diffusers/branches
Tags	https://github.com/fancybit/diffusers/tags
	https://github.com/fancybit/diffusers/branches
	https://github.com/fancybit/diffusers/tags
1,353 Commits	https://github.com/fancybit/diffusers/commits/main/
	https://github.com/fancybit/diffusers/commits/main/
.github	https://github.com/fancybit/diffusers/tree/main/.github
.github	https://github.com/fancybit/diffusers/tree/main/.github
docker	https://github.com/fancybit/diffusers/tree/main/docker
docker	https://github.com/fancybit/diffusers/tree/main/docker
docs/source	https://github.com/fancybit/diffusers/tree/main/docs/source
docs/source	https://github.com/fancybit/diffusers/tree/main/docs/source
examples	https://github.com/fancybit/diffusers/tree/main/examples
examples	https://github.com/fancybit/diffusers/tree/main/examples
scripts	https://github.com/fancybit/diffusers/tree/main/scripts
scripts	https://github.com/fancybit/diffusers/tree/main/scripts
src/diffusers	https://github.com/fancybit/diffusers/tree/main/src/diffusers
src/diffusers	https://github.com/fancybit/diffusers/tree/main/src/diffusers
tests	https://github.com/fancybit/diffusers/tree/main/tests
tests	https://github.com/fancybit/diffusers/tree/main/tests
utils	https://github.com/fancybit/diffusers/tree/main/utils
utils	https://github.com/fancybit/diffusers/tree/main/utils
.gitignore	https://github.com/fancybit/diffusers/blob/main/.gitignore
.gitignore	https://github.com/fancybit/diffusers/blob/main/.gitignore
CODE_OF_CONDUCT.md	https://github.com/fancybit/diffusers/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://github.com/fancybit/diffusers/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://github.com/fancybit/diffusers/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/fancybit/diffusers/blob/main/CONTRIBUTING.md
LICENSE	https://github.com/fancybit/diffusers/blob/main/LICENSE
LICENSE	https://github.com/fancybit/diffusers/blob/main/LICENSE
MANIFEST.in	https://github.com/fancybit/diffusers/blob/main/MANIFEST.in
MANIFEST.in	https://github.com/fancybit/diffusers/blob/main/MANIFEST.in
Makefile	https://github.com/fancybit/diffusers/blob/main/Makefile
Makefile	https://github.com/fancybit/diffusers/blob/main/Makefile
README.md	https://github.com/fancybit/diffusers/blob/main/README.md
README.md	https://github.com/fancybit/diffusers/blob/main/README.md
_typos.toml	https://github.com/fancybit/diffusers/blob/main/_typos.toml
_typos.toml	https://github.com/fancybit/diffusers/blob/main/_typos.toml
pyproject.toml	https://github.com/fancybit/diffusers/blob/main/pyproject.toml
pyproject.toml	https://github.com/fancybit/diffusers/blob/main/pyproject.toml
setup.cfg	https://github.com/fancybit/diffusers/blob/main/setup.cfg
setup.cfg	https://github.com/fancybit/diffusers/blob/main/setup.cfg
setup.py	https://github.com/fancybit/diffusers/blob/main/setup.py
setup.py	https://github.com/fancybit/diffusers/blob/main/setup.py
README	https://github.com/fancybit/diffusers
Code of conduct	https://github.com/fancybit/diffusers
Contributing	https://github.com/fancybit/diffusers
License	https://github.com/fancybit/diffusers
	https://github.com/huggingface/diffusers/raw/main/docs/source/imgs/diffusers_library.jpg
	https://github.com/huggingface/diffusers/blob/main/LICENSE
	https://github.com/huggingface/diffusers/releases
	https://github.com/fancybit/diffusers/blob/main/CODE_OF_CONDUCT.md
src/diffusers/pipelines	https://github.com/huggingface/diffusers/tree/main/src/diffusers/pipelines
this overview	https://github.com/huggingface/diffusers/tree/main/src/diffusers/pipelines/README.md#pipelines-summary
src/diffusers/schedulers	https://github.com/huggingface/diffusers/tree/main/src/diffusers/schedulers
src/diffusers/models	https://github.com/huggingface/diffusers/tree/main/src/diffusers/models
examples	https://github.com/huggingface/diffusers/tree/main/examples
unconditional-image-generation	https://github.com/huggingface/diffusers/tree/main/examples/unconditional_image_generation
	https://github.com/fancybit/diffusers#installation
	https://github.com/fancybit/diffusers#for-pytorch
	https://github.com/fancybit/diffusers#for-flax
the documentation	https://huggingface.co/docs/diffusers/optimization/mps
	https://github.com/fancybit/diffusers#contributing
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://github.com/fancybit/diffusers#quickstart
Getting started with Diffusers	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/diffusers_intro.ipynb
	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/diffusers_intro.ipynb
Training a diffusers model	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/training_example.ipynb
	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/training_example.ipynb
	https://github.com/fancybit/diffusers#stable-diffusion-is-fully-compatible-with-diffusers
CompVis	https://github.com/CompVis
Stability AI	https://stability.ai/
LAION	https://laion.ai/
RunwayML	https://runwayml.com/
LAION-5B	https://laion.ai/blog/laion-5b/
model card	https://huggingface.co/CompVis/stable-diffusion
model card	https://huggingface.co/runwayml/stable-diffusion-v1-5
this section	https://huggingface.co/docs/hub/security-tokens
	https://github.com/fancybit/diffusers#text-to-image-generation-with-stable-diffusion
this	https://github.com/fancybit/diffusers#running-the-model-locally
half-precision (fp16)	https://pytorch.org/blog/accelerating-training-on-nvidia-gpus-with-pytorch-automatic-mixed-precision/
	https://github.com/fancybit/diffusers#running-the-model-locally
accepted the license	https://huggingface.co/runwayml/stable-diffusion-v1-5
	https://github.com/fancybit/diffusers#jaxflax
	https://github.com/fancybit/diffusers#image-to-image-text-guided-generation-with-stable-diffusion
	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/image_2_image_using_diffusers.ipynb
	https://github.com/fancybit/diffusers#in-painting-using-stable-diffusion
model card	https://huggingface.co/runwayml/stable-diffusion-inpainting
this section	https://huggingface.co/docs/hub/security-tokens
	https://github.com/fancybit/diffusers#tweak-prompts-reusing-seeds-and-latents
This notebook	https://github.com/pcuenca/diffusers-examples/blob/main/notebooks/stable-diffusion-seeds.ipynb
	https://colab.research.google.com/github/pcuenca/diffusers-examples/blob/main/notebooks/stable-diffusion-seeds.ipynb
the Stable Diffusion notebook	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/stable_diffusion.ipynb
	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/stable_diffusion.ipynb
release notes	https://github.com/huggingface/diffusers/releases/tag/v0.2.0
	https://github.com/fancybit/diffusers#fine-tuning-stable-diffusion
our training examples	https://github.com/huggingface/diffusers/tree/main/examples/textual_inversion
documentation	https://huggingface.co/docs/diffusers/training/text_inversion
our training example	https://github.com/huggingface/diffusers/tree/main/examples/dreambooth
training report	https://huggingface.co/blog/dreambooth
a Pokémon Stable Diffusion model	https://huggingface.co/justinpinkney/pokemon-stable-diffusion
a Japanese specific version of Stable Diffusion	https://huggingface.co/spaces/rinna/japanese-stable-diffusion
Rinna Co.	https://github.com/rinnakk/japanese-stable-diffusion/
our text-to-image fine-tuning example	https://github.com/huggingface/diffusers/tree/main/examples/text_to_image
	https://github.com/fancybit/diffusers#stable-diffusion-community-pipelines
Community Examples folder	https://github.com/huggingface/diffusers/tree/main/examples/community
Take a look	https://huggingface.co/docs/diffusers/using-diffusers/custom_pipeline_overview
contribute your own	https://huggingface.co/docs/diffusers/using-diffusers/contribute_pipeline
	https://github.com/fancybit/diffusers#other-examples
	https://github.com/fancybit/diffusers#running-code
Text-to-Image Latent Diffusion	https://huggingface.co/CompVis/ldm-text2im-large-256
Unconditional Diffusion with discrete scheduler	https://huggingface.co/google/ddpm-celebahq-256
Unconditional Latent Diffusion	https://huggingface.co/CompVis/ldm-celebahq-256
Unconditional Diffusion with continuous scheduler	https://huggingface.co/google/ncsnpp-ffhq-1024
image-to-image generation with Stable Diffusion	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/image_2_image_using_diffusers.ipynb
	https://camo.githubusercontent.com/eff96fda6b2e0fff8cdf2978f89d61aa434bb98c00453ae23dd0aab8d1451633/68747470733a2f2f636f6c61622e72657365617263682e676f6f676c652e636f6d2f6173736574732f636f6c61622d62616467652e737667
tweak images via repeated Stable Diffusion seeds	https://colab.research.google.com/github/pcuenca/diffusers-examples/blob/main/notebooks/stable-diffusion-seeds.ipynb
	https://camo.githubusercontent.com/eff96fda6b2e0fff8cdf2978f89d61aa434bb98c00453ae23dd0aab8d1451633/68747470733a2f2f636f6c61622e72657365617263682e676f6f676c652e636f6d2f6173736574732f636f6c61622d62616467652e737667
Molecule conformation generation	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/geodiff_molecule_conformation.ipynb
	https://camo.githubusercontent.com/eff96fda6b2e0fff8cdf2978f89d61aa434bb98c00453ae23dd0aab8d1451633/68747470733a2f2f636f6c61622e72657365617263682e676f6f676c652e636f6d2f6173736574732f636f6c61622d62616467652e737667
Model-based reinforcement learning	https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/reinforcement_learning_with_diffusers.ipynb
	https://camo.githubusercontent.com/eff96fda6b2e0fff8cdf2978f89d61aa434bb98c00453ae23dd0aab8d1451633/68747470733a2f2f636f6c61622e72657365617263682e676f6f676c652e636f6d2f6173736574732f636f6c61622d62616467652e737667
	https://github.com/fancybit/diffusers#web-demos
	https://huggingface.co/spaces/CompVis/text2img-latent-diffusion
	https://huggingface.co/spaces/CompVis/celeba-latent-diffusion
	https://huggingface.co/spaces/fusing/celeba-diffusion
	https://huggingface.co/spaces/huggingface/diffuse-the-rest
	https://huggingface.co/spaces/Shuang59/Composable-Diffusion
	https://github.com/fancybit/diffusers#definitions
	https://user-images.githubusercontent.com/10695622/174349667-04e9e485-793b-429a-affe-096e8199ad5b.png
https://arxiv.org/abs/2006.11239	https://arxiv.org/abs/2006.11239
DDPM	https://arxiv.org/abs/2006.11239
DDIM	https://arxiv.org/abs/2010.02502
PNDM	https://arxiv.org/abs/2202.09778
DEIS	https://arxiv.org/abs/2204.13902
	https://user-images.githubusercontent.com/10695622/174349706-53d58acc-a4d1-4cda-b3e8-432d9dc7ad38.png
https://arxiv.org/abs/2006.11239	https://arxiv.org/abs/2006.11239
	https://user-images.githubusercontent.com/10695622/174348898-481bd7c2-5457-4830-89bc-f0907756f64c.jpeg
https://imagen.research.google/	https://imagen.research.google/
	https://github.com/fancybit/diffusers#philosophy
schedulers	https://github.com/huggingface/diffusers/tree/main/src/diffusers/schedulers
models	https://github.com/huggingface/diffusers/tree/main/src/diffusers/models
Glide	https://github.com/openai/glide-text2im
Latent Diffusion	https://github.com/CompVis/latent-diffusion
	https://github.com/fancybit/diffusers#in-the-works
huggingface#105	https://github.com/huggingface/diffusers/pull/105
huggingface#54	https://github.com/huggingface/diffusers/pull/54
GitHub issue	https://github.com/huggingface/diffusers/issues
	https://github.com/fancybit/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://github.com/fancybit/diffusers#citation
huggingface.co/docs/diffusers	https://huggingface.co/docs/diffusers
Readme	https://github.com/fancybit/diffusers#readme-ov-file
Apache-2.0 license	https://github.com/fancybit/diffusers#Apache-2.0-1-ov-file
Code of conduct	https://github.com/fancybit/diffusers#coc-ov-file
Contributing	https://github.com/fancybit/diffusers#contributing-ov-file
Please reload this page	https://github.com/fancybit/diffusers
Activity	https://github.com/fancybit/diffusers/activity
0 forks	https://github.com/fancybit/diffusers/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffancybit%2Fdiffusers&report=fancybit+%28user%29
Releases	https://github.com/fancybit/diffusers/releases
24 tags	https://github.com/fancybit/diffusers/tags
Packages 0	https://github.com/users/fancybit/packages?repo_name=diffusers
Please reload this page	https://github.com/fancybit/diffusers
Contributors	https://github.com/fancybit/diffusers/graphs/contributors
Please reload this page	https://github.com/fancybit/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.