René's URL Explorer Experiment


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

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

X Title: GitHub - pgsrv/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. - pgsrv/DeepSpeed

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

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

Mail addresses
opencode@microsoft.com

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

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:8fe31eaa-7ad1-1570-3e66-0690a74b528f
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idB5AA:3C3BEA:ED8CDA:146E34E:6A4DD6C4
html-safe-nonce183b8028a9ebfa2661d450cb291494989e6a75842f841c178eebcc6a4fca02ca
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCNUFBOjNDM0JFQTpFRDhDREE6MTQ2RTM0RTo2QTRERDZDNCIsInZpc2l0b3JfaWQiOiIzMzY1NTI1NTk0NTYxMTczMTg4IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac04753146a3e26aa5aa498f72e85920d562d06ea8492a5d724a958d19de3c0f5d
hovercard-subject-tagrepository:300885935
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/pgsrv/DeepSpeed
twitter:imagehttps://opengraph.githubassets.com/8c68251372046d93ec2af1c28c5687aa57666f0cb3e105a68a7144610bc4a251/pgsrv/DeepSpeed
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/8c68251372046d93ec2af1c28c5687aa57666f0cb3e105a68a7144610bc4a251/pgsrv/DeepSpeed
og:image:altDeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective. - pgsrv/DeepSpeed
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None06b8a6144231bf3a234f1c2e9993861e07ce98a905912b114aa386c2d7e84b33
turbo-cache-controlno-cache
go-importgithub.com/pgsrv/DeepSpeed git https://github.com/pgsrv/DeepSpeed.git
octolytics-dimension-user_id30636206
octolytics-dimension-user_loginpgsrv
octolytics-dimension-repository_id300885935
octolytics-dimension-repository_nwopgsrv/DeepSpeed
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id235860204
octolytics-dimension-repository_parent_nwodeepspeedai/DeepSpeed
octolytics-dimension-repository_network_root_id235860204
octolytics-dimension-repository_network_root_nwodeepspeedai/DeepSpeed
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release1d344bdb7547fe6bca17a59bb2b8aac3dc9532a0
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/pgsrv/DeepSpeed#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fpgsrv%2FDeepSpeed
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://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%2Fpgsrv%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=pgsrv%2FDeepSpeed
Reloadhttps://github.com/pgsrv/DeepSpeed
Reloadhttps://github.com/pgsrv/DeepSpeed
Reloadhttps://github.com/pgsrv/DeepSpeed
pgsrv https://github.com/pgsrv
DeepSpeedhttps://github.com/pgsrv/DeepSpeed
deepspeedai/DeepSpeedhttps://github.com/deepspeedai/DeepSpeed
Notifications https://github.com/login?return_to=%2Fpgsrv%2FDeepSpeed
Fork 0 https://github.com/login?return_to=%2Fpgsrv%2FDeepSpeed
Star 0 https://github.com/login?return_to=%2Fpgsrv%2FDeepSpeed
Code https://github.com/pgsrv/DeepSpeed
Pull requests 0 https://github.com/pgsrv/DeepSpeed/pulls
Actions https://github.com/pgsrv/DeepSpeed/actions
Projects https://github.com/pgsrv/DeepSpeed/projects
Security and quality 0 https://github.com/pgsrv/DeepSpeed/security
Insights https://github.com/pgsrv/DeepSpeed/pulse
Code https://github.com/pgsrv/DeepSpeed
Pull requests https://github.com/pgsrv/DeepSpeed/pulls
Actions https://github.com/pgsrv/DeepSpeed/actions
Projects https://github.com/pgsrv/DeepSpeed/projects
Security and quality https://github.com/pgsrv/DeepSpeed/security
Insights https://github.com/pgsrv/DeepSpeed/pulse
https://github.com/pgsrv/DeepSpeed
Brancheshttps://github.com/pgsrv/DeepSpeed/branches
Tagshttps://github.com/pgsrv/DeepSpeed/tags
https://github.com/pgsrv/DeepSpeed/branches
https://github.com/pgsrv/DeepSpeed/tags
300 Commitshttps://github.com/pgsrv/DeepSpeed/commits/master/
https://github.com/pgsrv/DeepSpeed/commits/master/
DeepSpeedExamples @ ba63ad0https://github.com/microsoft/DeepSpeedExamples/tree/ba63ad0fa861d28b3b33bc2c20f702647403e258
DeepSpeedExamples @ ba63ad0https://github.com/microsoft/DeepSpeedExamples/tree/ba63ad0fa861d28b3b33bc2c20f702647403e258
azurehttps://github.com/pgsrv/DeepSpeed/tree/master/azure
azurehttps://github.com/pgsrv/DeepSpeed/tree/master/azure
binhttps://github.com/pgsrv/DeepSpeed/tree/master/bin
binhttps://github.com/pgsrv/DeepSpeed/tree/master/bin
csrchttps://github.com/pgsrv/DeepSpeed/tree/master/csrc
csrchttps://github.com/pgsrv/DeepSpeed/tree/master/csrc
deepspeedhttps://github.com/pgsrv/DeepSpeed/tree/master/deepspeed
deepspeedhttps://github.com/pgsrv/DeepSpeed/tree/master/deepspeed
dockerhttps://github.com/pgsrv/DeepSpeed/tree/master/docker
dockerhttps://github.com/pgsrv/DeepSpeed/tree/master/docker
docshttps://github.com/pgsrv/DeepSpeed/tree/master/docs
docshttps://github.com/pgsrv/DeepSpeed/tree/master/docs
requirementshttps://github.com/pgsrv/DeepSpeed/tree/master/requirements
requirementshttps://github.com/pgsrv/DeepSpeed/tree/master/requirements
testshttps://github.com/pgsrv/DeepSpeed/tree/master/tests
testshttps://github.com/pgsrv/DeepSpeed/tree/master/tests
third_partyhttps://github.com/pgsrv/DeepSpeed/tree/master/third_party
third_partyhttps://github.com/pgsrv/DeepSpeed/tree/master/third_party
.clang-formathttps://github.com/pgsrv/DeepSpeed/blob/master/.clang-format
.clang-formathttps://github.com/pgsrv/DeepSpeed/blob/master/.clang-format
.gitignorehttps://github.com/pgsrv/DeepSpeed/blob/master/.gitignore
.gitignorehttps://github.com/pgsrv/DeepSpeed/blob/master/.gitignore
.gitmoduleshttps://github.com/pgsrv/DeepSpeed/blob/master/.gitmodules
.gitmoduleshttps://github.com/pgsrv/DeepSpeed/blob/master/.gitmodules
.pre-commit-config.yamlhttps://github.com/pgsrv/DeepSpeed/blob/master/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://github.com/pgsrv/DeepSpeed/blob/master/.pre-commit-config.yaml
.pylintrchttps://github.com/pgsrv/DeepSpeed/blob/master/.pylintrc
.pylintrchttps://github.com/pgsrv/DeepSpeed/blob/master/.pylintrc
.readthedocs.ymlhttps://github.com/pgsrv/DeepSpeed/blob/master/.readthedocs.yml
.readthedocs.ymlhttps://github.com/pgsrv/DeepSpeed/blob/master/.readthedocs.yml
.style.yapfhttps://github.com/pgsrv/DeepSpeed/blob/master/.style.yapf
.style.yapfhttps://github.com/pgsrv/DeepSpeed/blob/master/.style.yapf
CODEOWNERShttps://github.com/pgsrv/DeepSpeed/blob/master/CODEOWNERS
CODEOWNERShttps://github.com/pgsrv/DeepSpeed/blob/master/CODEOWNERS
CODE_OF_CONDUCT.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/CODE_OF_CONDUCT.md
CONTRIBUTING.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/CONTRIBUTING.md
LICENSEhttps://github.com/pgsrv/DeepSpeed/blob/master/LICENSE
LICENSEhttps://github.com/pgsrv/DeepSpeed/blob/master/LICENSE
README.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/README.md
README.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/README.md
SECURITY.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/SECURITY.md
SECURITY.mdhttps://github.com/pgsrv/DeepSpeed/blob/master/SECURITY.md
azure-pipelines-docker.ymlhttps://github.com/pgsrv/DeepSpeed/blob/master/azure-pipelines-docker.yml
azure-pipelines-docker.ymlhttps://github.com/pgsrv/DeepSpeed/blob/master/azure-pipelines-docker.yml
azure-pipelines.ymlhttps://github.com/pgsrv/DeepSpeed/blob/master/azure-pipelines.yml
azure-pipelines.ymlhttps://github.com/pgsrv/DeepSpeed/blob/master/azure-pipelines.yml
basic_install_test.pyhttps://github.com/pgsrv/DeepSpeed/blob/master/basic_install_test.py
basic_install_test.pyhttps://github.com/pgsrv/DeepSpeed/blob/master/basic_install_test.py
install.shhttps://github.com/pgsrv/DeepSpeed/blob/master/install.sh
install.shhttps://github.com/pgsrv/DeepSpeed/blob/master/install.sh
setup.pyhttps://github.com/pgsrv/DeepSpeed/blob/master/setup.py
setup.pyhttps://github.com/pgsrv/DeepSpeed/blob/master/setup.py
READMEhttps://github.com/pgsrv/DeepSpeed
Code of conducthttps://github.com/pgsrv/DeepSpeed
Contributinghttps://github.com/pgsrv/DeepSpeed
MIT licensehttps://github.com/pgsrv/DeepSpeed
Securityhttps://github.com/pgsrv/DeepSpeed
https://dev.azure.com/DeepSpeedMSFT/DeepSpeed/_build/latest?definitionId=1&branchName=master
https://deepspeed.readthedocs.io/en/latest/?badge=latest
https://github.com/Microsoft/DeepSpeed/blob/master/LICENSE
https://hub.docker.com/r/deepspeed/deepspeed
DeepSpeedhttps://www.deepspeed.ai/
Turing-NLGhttps://www.microsoft.com/en-us/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft
AI at Scalehttps://www.microsoft.com/en-us/research/project/ai-at-scale/
herehttps://innovation.microsoft.com/en-us/exploring-ai-at-scale
deepspeed.aihttps://www.deepspeed.ai/
https://github.com/pgsrv/DeepSpeed#news
DeepSpeed: Extreme-scale model training for everyonehttps://www.microsoft.com/en-us/research/blog/deepspeed-extreme-scale-model-training-for-everyone/
Powering 10x longer sequences and 6x faster execution through DeepSpeed Sparse Attentionhttps://www.deepspeed.ai/news/2020/09/08/sparse-attention-news.html
Training a trillion parameters with pipeline parallelismhttps://www.deepspeed.ai/news/2020/09/08/pipeline-parallelism.html
Up to 5x less communication and 3.4x faster training through 1-bit Adamhttps://www.deepspeed.ai/news/2020/09/08/onebit-adam-news.html
10x bigger model training on a single GPU with ZeRO-Offloadhttps://www.deepspeed.ai/news/2020/09/08/ZeRO-Offload.html
DeepSpeed Microsoft Research Webinarhttps://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-On-Demand.html
DeepSpeed Microsoft Research Webinarhttps://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-On-Demand.html
https://note.microsoft.com/MSR-Webinar-DeepSpeed-Registration-Live.html
ZeRO-2 & DeepSpeed: Shattering Barriers of Deep Learning Speed & Scalehttps://www.microsoft.com/en-us/research/blog/zero-2-deepspeed-shattering-barriers-of-deep-learning-speed-scale/
An Order-of-Magnitude Larger and Faster Training with ZeRO-2https://www.deepspeed.ai/news/2020/05/18/zero-stage2.html
The Fastest and Most Efficient BERT Training through Optimized Transformer Kernelshttps://www.deepspeed.ai/news/2020/05/18/bert-record.html
Turing-NLG: A 17-billion-parameter language model by Microsofthttps://www.microsoft.com/en-us/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft/
ZeRO & DeepSpeed: New system optimizations enable training models with over 100 billion parametershttps://www.microsoft.com/en-us/research/blog/zero-deepspeed-new-system-optimizations-enable-training-models-with-over-100-billion-parameters/
https://github.com/pgsrv/DeepSpeed#table-of-contents
Why DeepSpeed?https://github.com/pgsrv/DeepSpeed#why-deepspeed
Featureshttps://github.com/pgsrv/DeepSpeed#features
Further Readinghttps://github.com/pgsrv/DeepSpeed#further-reading
Contributinghttps://github.com/pgsrv/DeepSpeed#contributing
Publicationshttps://github.com/pgsrv/DeepSpeed#publications
https://github.com/pgsrv/DeepSpeed#why-deepspeed
https://github.com/pgsrv/DeepSpeed#features
feature overviewhttps://www.deepspeed.ai/features/
Distributed Training with Mixed Precisionhttps://www.deepspeed.ai/features/#distributed-training-with-mixed-precision
Model Parallelismhttps://www.deepspeed.ai/features/#model-parallelism
Pipeline Parallelismhttps://www.deepspeed.ai/tutorials/pipeline/
The Zero Redundancy Optimizer (ZeRO)https://www.deepspeed.ai/tutorials/zero/
ZeRO-Offloadhttps://www.deepspeed.ai/tutorials/zero-offload/
Ultra-fast dense transformer kernelshttps://www.deepspeed.ai/news/2020/05/18/bert-record.html
Sparse attentionhttps://www.deepspeed.ai/news/2020/09/08/sparse-attention.html
1-bit Adamhttps://www.deepspeed.ai/news/2020/09/08/onebit-adam-blog-post.html
Additional Memory and Bandwidth Optimizationshttps://www.deepspeed.ai/features/#additional-memory-and-bandwidth-optimizations
Training Featureshttps://www.deepspeed.ai/features/#training-features
Training Optimizershttps://www.deepspeed.ai/features/#training-optimizers
Training Agnostic Checkpointinghttps://www.deepspeed.ai/features/#training-agnostic-checkpointing
Advanced Parameter Searchhttps://www.deepspeed.ai/features/#advanced-parameter-search
Simplified Data Loaderhttps://www.deepspeed.ai/features/#simplified-data-loader
Performance Analysis and Debugginghttps://www.deepspeed.ai/features/#performance-analysis-and-debugging
https://github.com/pgsrv/DeepSpeed#further-reading
deepspeed.aihttps://www.deepspeed.ai/
DeepSpeed Featureshttps://www.deepspeed.ai/features/
Getting Startedhttps://www.deepspeed.ai/getting-started/
DeepSpeed JSON Configurationhttps://www.deepspeed.ai/docs/config-json/
API Documentationhttps://deepspeed.readthedocs.io/en/latest/
CIFAR-10 Tutorialhttps://www.deepspeed.ai/tutorials/cifar-10
Megatron-LM Tutorialhttps://www.deepspeed.ai/tutorials/megatron/
BERT Pre-training Tutorialhttps://www.deepspeed.ai/tutorials/bert-pretraining/
Learning Rate Range Test Tutorialhttps://www.deepspeed.ai/tutorials/lrrt/
1Cycle Tutorialhttps://www.deepspeed.ai/tutorials/1Cycle/
https://github.com/pgsrv/DeepSpeed#contributing
contributinghttps://github.com/pgsrv/DeepSpeed/blob/master/CONTRIBUTING.md
https://github.com/pgsrv/DeepSpeed#contributor-license-agreement
https://cla.opensource.microsoft.comhttps://cla.opensource.microsoft.com
https://github.com/pgsrv/DeepSpeed#code-of-conduct
Microsoft Open Source Code of Conducthttps://opensource.microsoft.com/codeofconduct/
Code of Conduct FAQhttps://opensource.microsoft.com/codeofconduct/faq/
https://github.com/pgsrv/DeepSpeed#publications
ArXiv:1910.02054https://arxiv.org/abs/1910.02054
www.deepspeed.ai/https://www.deepspeed.ai/
Readme https://github.com/pgsrv/DeepSpeed#readme-ov-file
MIT license https://github.com/pgsrv/DeepSpeed#MIT-1-ov-file
Code of conduct https://github.com/pgsrv/DeepSpeed#coc-ov-file
Contributing https://github.com/pgsrv/DeepSpeed#contributing-ov-file
Security policy https://github.com/pgsrv/DeepSpeed#security-ov-file
Please reload this pagehttps://github.com/pgsrv/DeepSpeed
Activityhttps://github.com/pgsrv/DeepSpeed/activity
0 forkshttps://github.com/pgsrv/DeepSpeed/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fpgsrv%2FDeepSpeed&report=pgsrv+%28user%29
Releaseshttps://github.com/pgsrv/DeepSpeed/releases
3 tags https://github.com/pgsrv/DeepSpeed/tags
Packages 0https://github.com/users/pgsrv/packages?repo_name=DeepSpeed
Please reload this pagehttps://github.com/pgsrv/DeepSpeed
Contributorshttps://github.com/pgsrv/DeepSpeed/graphs/contributors
Please reload this pagehttps://github.com/pgsrv/DeepSpeed
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.