René's URL Explorer Experiment

Title: GitHub - hephaex/DeepSpeed: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. · GitHub

Open Graph Title: GitHub - hephaex/DeepSpeed: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

X Title: GitHub - hephaex/DeepSpeed: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

Description: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - hephaex/DeepSpeed

Open Graph Description: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - hephaex/DeepSpeed

X Description: DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - hephaex/DeepSpeed

Mail addresses
opencode@microsoft.com

Opengraph URL: https://github.com/hephaex/DeepSpeed

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:c27be141-344a-b3ec-eb74-32fb302fa8ab
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	A48A:216A08:7FAC9C:AC32BB:6A4DD6FB
html-safe-nonce	e353293025fd6ca7e05a1704ae02e43819d78be230ab9e72fe13f93b9ec4b4df
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBNDhBOjIxNkEwODo3RkFDOUM6QUMzMkJCOjZBNERENkZCIiwidmlzaXRvcl9pZCI6IjM1NjA0NzMxODUxNjkwMzcwNTEiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	a68c1d511579d0b6abf8c9863c03617c245bae8e9c8291e6a7367fe61f8da66e
hovercard-subject-tag	repository:245733992
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/hephaex/DeepSpeed
twitter:image	https://opengraph.githubassets.com/bd2498651e10650ac581669be8045c1944d465ee5d965a3591070fd0620b3659/hephaex/DeepSpeed
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/bd2498651e10650ac581669be8045c1944d465ee5d965a3591070fd0620b3659/hephaex/DeepSpeed
og:image:alt	DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - hephaex/DeepSpeed
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	06b8a6144231bf3a234f1c2e9993861e07ce98a905912b114aa386c2d7e84b33
turbo-cache-control	no-cache
go-import	github.com/hephaex/DeepSpeed git https://github.com/hephaex/DeepSpeed.git
octolytics-dimension-user_id	3781966
octolytics-dimension-user_login	hephaex
octolytics-dimension-repository_id	245733992
octolytics-dimension-repository_nwo	hephaex/DeepSpeed
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	235860204
octolytics-dimension-repository_parent_nwo	deepspeedai/DeepSpeed
octolytics-dimension-repository_network_root_id	235860204
octolytics-dimension-repository_network_root_nwo	deepspeedai/DeepSpeed
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	1d344bdb7547fe6bca17a59bb2b8aac3dc9532a0
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/hephaex/DeepSpeed#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fhephaex%2FDeepSpeed
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/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/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/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%2Fhephaex%2FDeepSpeed
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=hephaex%2FDeepSpeed
Reload	https://github.com/hephaex/DeepSpeed
Reload	https://github.com/hephaex/DeepSpeed
Reload	https://github.com/hephaex/DeepSpeed
hephaex	https://github.com/hephaex
DeepSpeed	https://github.com/hephaex/DeepSpeed
deepspeedai/DeepSpeed	https://github.com/deepspeedai/DeepSpeed
Notifications	https://github.com/login?return_to=%2Fhephaex%2FDeepSpeed
Fork 0	https://github.com/login?return_to=%2Fhephaex%2FDeepSpeed
Star 0	https://github.com/login?return_to=%2Fhephaex%2FDeepSpeed
Code	https://github.com/hephaex/DeepSpeed
Pull requests 0	https://github.com/hephaex/DeepSpeed/pulls
Actions	https://github.com/hephaex/DeepSpeed/actions
Projects	https://github.com/hephaex/DeepSpeed/projects
Security and quality 0	https://github.com/hephaex/DeepSpeed/security
Insights	https://github.com/hephaex/DeepSpeed/pulse
Code	https://github.com/hephaex/DeepSpeed
Pull requests	https://github.com/hephaex/DeepSpeed/pulls
Actions	https://github.com/hephaex/DeepSpeed/actions
Projects	https://github.com/hephaex/DeepSpeed/projects
Security and quality	https://github.com/hephaex/DeepSpeed/security
Insights	https://github.com/hephaex/DeepSpeed/pulse
	https://github.com/hephaex/DeepSpeed
Branches	https://github.com/hephaex/DeepSpeed/branches
Tags	https://github.com/hephaex/DeepSpeed/tags
	https://github.com/hephaex/DeepSpeed/branches
	https://github.com/hephaex/DeepSpeed/tags
100 Commits	https://github.com/hephaex/DeepSpeed/commits/master/
	https://github.com/hephaex/DeepSpeed/commits/master/
DeepSpeedExamples @ e0d2d7f	https://github.com/microsoft/DeepSpeedExamples/tree/e0d2d7f4a86f03612bc0a210a5e4dbcc798b48a6
DeepSpeedExamples @ e0d2d7f	https://github.com/microsoft/DeepSpeedExamples/tree/e0d2d7f4a86f03612bc0a210a5e4dbcc798b48a6
azure	https://github.com/hephaex/DeepSpeed/tree/master/azure
azure	https://github.com/hephaex/DeepSpeed/tree/master/azure
bin	https://github.com/hephaex/DeepSpeed/tree/master/bin
bin	https://github.com/hephaex/DeepSpeed/tree/master/bin
csrc	https://github.com/hephaex/DeepSpeed/tree/master/csrc
csrc	https://github.com/hephaex/DeepSpeed/tree/master/csrc
deepspeed	https://github.com/hephaex/DeepSpeed/tree/master/deepspeed
deepspeed	https://github.com/hephaex/DeepSpeed/tree/master/deepspeed
docs	https://github.com/hephaex/DeepSpeed/tree/master/docs
docs	https://github.com/hephaex/DeepSpeed/tree/master/docs
tests	https://github.com/hephaex/DeepSpeed/tree/master/tests
tests	https://github.com/hephaex/DeepSpeed/tree/master/tests
third_party	https://github.com/hephaex/DeepSpeed/tree/master/third_party
third_party	https://github.com/hephaex/DeepSpeed/tree/master/third_party
.gitignore	https://github.com/hephaex/DeepSpeed/blob/master/.gitignore
.gitignore	https://github.com/hephaex/DeepSpeed/blob/master/.gitignore
.gitmodules	https://github.com/hephaex/DeepSpeed/blob/master/.gitmodules
.gitmodules	https://github.com/hephaex/DeepSpeed/blob/master/.gitmodules
.pre-commit-config.yaml	https://github.com/hephaex/DeepSpeed/blob/master/.pre-commit-config.yaml
.pre-commit-config.yaml	https://github.com/hephaex/DeepSpeed/blob/master/.pre-commit-config.yaml
.pylintrc	https://github.com/hephaex/DeepSpeed/blob/master/.pylintrc
.pylintrc	https://github.com/hephaex/DeepSpeed/blob/master/.pylintrc
.style.yapf	https://github.com/hephaex/DeepSpeed/blob/master/.style.yapf
.style.yapf	https://github.com/hephaex/DeepSpeed/blob/master/.style.yapf
CODE_OF_CONDUCT.md	https://github.com/hephaex/DeepSpeed/blob/master/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://github.com/hephaex/DeepSpeed/blob/master/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://github.com/hephaex/DeepSpeed/blob/master/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/hephaex/DeepSpeed/blob/master/CONTRIBUTING.md
Dockerfile	https://github.com/hephaex/DeepSpeed/blob/master/Dockerfile
Dockerfile	https://github.com/hephaex/DeepSpeed/blob/master/Dockerfile
LICENSE	https://github.com/hephaex/DeepSpeed/blob/master/LICENSE
LICENSE	https://github.com/hephaex/DeepSpeed/blob/master/LICENSE
README.md	https://github.com/hephaex/DeepSpeed/blob/master/README.md
README.md	https://github.com/hephaex/DeepSpeed/blob/master/README.md
SECURITY.md	https://github.com/hephaex/DeepSpeed/blob/master/SECURITY.md
SECURITY.md	https://github.com/hephaex/DeepSpeed/blob/master/SECURITY.md
azure-pipelines-docker.yml	https://github.com/hephaex/DeepSpeed/blob/master/azure-pipelines-docker.yml
azure-pipelines-docker.yml	https://github.com/hephaex/DeepSpeed/blob/master/azure-pipelines-docker.yml
azure-pipelines.yml	https://github.com/hephaex/DeepSpeed/blob/master/azure-pipelines.yml
azure-pipelines.yml	https://github.com/hephaex/DeepSpeed/blob/master/azure-pipelines.yml
install.sh	https://github.com/hephaex/DeepSpeed/blob/master/install.sh
install.sh	https://github.com/hephaex/DeepSpeed/blob/master/install.sh
requirements.txt	https://github.com/hephaex/DeepSpeed/blob/master/requirements.txt
requirements.txt	https://github.com/hephaex/DeepSpeed/blob/master/requirements.txt
setup.py	https://github.com/hephaex/DeepSpeed/blob/master/setup.py
setup.py	https://github.com/hephaex/DeepSpeed/blob/master/setup.py
README	https://github.com/hephaex/DeepSpeed
Code of conduct	https://github.com/hephaex/DeepSpeed
Contributing	https://github.com/hephaex/DeepSpeed
License	https://github.com/hephaex/DeepSpeed
Security	https://github.com/hephaex/DeepSpeed
	https://dev.azure.com/DeepSpeedMSFT/DeepSpeed/_build/latest?definitionId=1&branchName=master
	https://github.com/Microsoft/DeepSpeed/blob/master/LICENSE
Turing-NLG	https://www.microsoft.com/en-us/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft
	https://github.com/hephaex/DeepSpeed#table-of-contents
Why DeepSpeed?	https://github.com/hephaex/DeepSpeed#why-deepspeed
Getting Started	https://github.com/hephaex/DeepSpeed#getting-started
Further Reading	https://github.com/hephaex/DeepSpeed#further-reading
Contributing	https://github.com/hephaex/DeepSpeed#contributing
Publications	https://github.com/hephaex/DeepSpeed#publications
	https://github.com/hephaex/DeepSpeed#why-deepspeed
	https://github.com/hephaex/DeepSpeed#distributed-effective-and-efficient-training-with-ease
PyTorch	https://pytorch.org/
	https://github.com/hephaex/DeepSpeed#speed
GPT tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/tutorials/MegatronGPT2Tutorial.md
	https://github.com/hephaex/DeepSpeed#memory-efficiency
paper	https://arxiv.org/abs/1910.02054
Turing-NLG	https://www.microsoft.com/en-us/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft
	https://github.com/hephaex/DeepSpeed#scalability
technical report	https://arxiv.org/abs/1910.02054
GPT tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/tutorials/MegatronGPT2Tutorial.md
	https://github.com/hephaex/DeepSpeed/blob/master/docs/figures/DeepSpeed-vs-Megatron.png
	https://github.com/hephaex/DeepSpeed#fast-convergence-for-effectiveness
LAMB	https://arxiv.org/abs/1904.00962
Tuning tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/tutorials/1Cycle.md
	https://github.com/hephaex/DeepSpeed#good-usability
	https://github.com/hephaex/DeepSpeed#features
feature overview	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md
Distributed Training with Mixed Precision	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#distributed-training-with-mixed-precision
Model Parallelism	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#model-parallelism
Memory and Bandwidth Optimizations	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#memory-and-bandwidth-optimizations
Training Features	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#training-features
Training Optimizers	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#training-optimizers
Training Agnostic Checkpointing	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#training-agnostic-checkpointing
Advanced Parameter Search	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#advanced-parameter-search
Simplified Data Loader	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#simplified-data-loader
Performance Analysis and Debugging	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md#performance-analysis-and-debugging
	https://github.com/hephaex/DeepSpeed#getting-started
	https://github.com/hephaex/DeepSpeed#installation
Azure tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/azure.md
install.sh	https://github.com/hephaex/DeepSpeed/blob/master/install.sh
	https://github.com/hephaex/DeepSpeed#writing-deepspeed-models
configuration file	https://github.com/hephaex/DeepSpeed#deepspeed-configuration
	https://github.com/hephaex/DeepSpeed#training
	https://github.com/hephaex/DeepSpeed#model-checkpointing
	https://github.com/hephaex/DeepSpeed#deepspeed-configuration
core API doc	https://microsoft.github.io/DeepSpeed/docs/htmlfiles/api/full/index.html
	https://github.com/hephaex/DeepSpeed#multi-node-environment-variables
	https://github.com/hephaex/DeepSpeed#launching-deepspeed-training
	https://github.com/hephaex/DeepSpeed#resource-configuration-multi-node
OpenMPI	https://www.open-mpi.org/
Horovod	https://github.com/horovod/horovod
	https://github.com/hephaex/DeepSpeed#mpi-compatibility
mpi4py	https://pypi.org/project/mpi4py/
	https://github.com/hephaex/DeepSpeed#resource-configuration-single-node
	https://github.com/hephaex/DeepSpeed#further-reading
DeepSpeed Features	https://github.com/hephaex/DeepSpeed/blob/master/docs/features.md
DeepSpeed JSON Configuration	https://github.com/hephaex/DeepSpeed/blob/master/docs/config_json.md
API Documentation	https://microsoft.github.io/DeepSpeed/docs/htmlfiles/api/full/index.html
CIFAR-10 Tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/tutorials/CIFAR-10.md
Megatron-LM Tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/tutorials/MegatronGPT2Tutorial.md
Learning Rate Range Test Tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/tutorials/lrrt.md
1Cycle Tutorial	https://github.com/hephaex/DeepSpeed/blob/master/docs/tutorials/1Cycle.md
	https://github.com/hephaex/DeepSpeed#contributing
contributing	https://github.com/hephaex/DeepSpeed/blob/master/CONTRIBUTING.md
	https://github.com/hephaex/DeepSpeed#contributor-license-agreement
https://cla.opensource.microsoft.com	https://cla.opensource.microsoft.com
	https://github.com/hephaex/DeepSpeed#code-of-conduct
Microsoft Open Source Code of Conduct	https://opensource.microsoft.com/codeofconduct/
Code of Conduct FAQ	https://opensource.microsoft.com/codeofconduct/faq/
	https://github.com/hephaex/DeepSpeed#publications
ArXiv:1910.02054	https://arxiv.org/abs/1910.02054
Readme	https://github.com/hephaex/DeepSpeed#readme-ov-file
MIT license	https://github.com/hephaex/DeepSpeed#MIT-1-ov-file
Code of conduct	https://github.com/hephaex/DeepSpeed#coc-ov-file
Contributing	https://github.com/hephaex/DeepSpeed#contributing-ov-file
Security policy	https://github.com/hephaex/DeepSpeed#security-ov-file
Please reload this page	https://github.com/hephaex/DeepSpeed
Activity	https://github.com/hephaex/DeepSpeed/activity
0 forks	https://github.com/hephaex/DeepSpeed/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fhephaex%2FDeepSpeed&report=hephaex+%28user%29
Releases	https://github.com/hephaex/DeepSpeed/releases
Packages 0	https://github.com/users/hephaex/packages?repo_name=DeepSpeed
Please reload this page	https://github.com/hephaex/DeepSpeed
Contributors	https://github.com/hephaex/DeepSpeed/graphs/contributors
Please reload this page	https://github.com/hephaex/DeepSpeed
	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.