René's URL Explorer Experiment


Title: GitHub - Niushaaa/distributedML

Open Graph Title: GitHub - Niushaaa/distributedML

X Title: GitHub - Niushaaa/distributedML

Description: Contribute to Niushaaa/distributedML development by creating an account on GitHub.

Open Graph Description: Contribute to Niushaaa/distributedML development by creating an account on GitHub.

X Description: Contribute to Niushaaa/distributedML development by creating an account on GitHub.

Opengraph URL: https://github.com/Niushaaa/distributedML

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:94448176-ace5-3731-87c7-86fc8e7fb1aa
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id85BA:A24A4:76338:9E9B5:698E1598
html-safe-nonce5fa727d2a7cda3911ac8253cfa2800cfc0df46b25f47e130ae460e208b8d9da0
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4NUJBOkEyNEE0Ojc2MzM4OjlFOUI1OjY5OEUxNTk4IiwidmlzaXRvcl9pZCI6IjkwNjI2NjIwNDE4MTA5MDAzNzYiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmacbe5a6d343f5de1fa976f7cdb4d5a3407ba0ae0a7b504f41be23c49aa15cededc
hovercard-subject-tagrepository:760888998
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/Niushaaa/distributedML
twitter:imagehttps://opengraph.githubassets.com/e704ebf2ace2dcc6e7ffc88e74cfc0fc95ec63fe886210d3834d3f46de4d7825/Niushaaa/distributedML
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/e704ebf2ace2dcc6e7ffc88e74cfc0fc95ec63fe886210d3834d3f46de4d7825/Niushaaa/distributedML
og:image:altContribute to Niushaaa/distributedML development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None52130a026bd9a3f98228b6aa6af91acdab5d18de411e2c1e67e6253493561296
turbo-cache-controlno-preview
go-importgithub.com/Niushaaa/distributedML git https://github.com/Niushaaa/distributedML.git
octolytics-dimension-user_id24826276
octolytics-dimension-user_loginNiushaaa
octolytics-dimension-repository_id760888998
octolytics-dimension-repository_nwoNiushaaa/distributedML
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id745129655
octolytics-dimension-repository_parent_nworuipeterpan/cos598d_sp24
octolytics-dimension-repository_network_root_id745129655
octolytics-dimension-repository_network_root_nworuipeterpan/cos598d_sp24
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
release301a1d7743177dcb7528b1322117cdafeda8ff08
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/Niushaaa/distributedML#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FNiushaaa%2FdistributedML
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
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
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
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://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FNiushaaa%2FdistributedML
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=Niushaaa%2FdistributedML
Reloadhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML
Reloadhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML
Reloadhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML
Niushaaa https://patch-diff.githubusercontent.com/Niushaaa
distributedMLhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML
ruipeterpan/cos598d_sp24https://patch-diff.githubusercontent.com/ruipeterpan/cos598d_sp24
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FNiushaaa%2FdistributedML
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2FNiushaaa%2FdistributedML
Star 0 https://patch-diff.githubusercontent.com/login?return_to=%2FNiushaaa%2FdistributedML
0 stars https://patch-diff.githubusercontent.com/Niushaaa/distributedML/stargazers
12 forks https://patch-diff.githubusercontent.com/Niushaaa/distributedML/forks
Branches https://patch-diff.githubusercontent.com/Niushaaa/distributedML/branches
Tags https://patch-diff.githubusercontent.com/Niushaaa/distributedML/tags
Activity https://patch-diff.githubusercontent.com/Niushaaa/distributedML/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FNiushaaa%2FdistributedML
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FNiushaaa%2FdistributedML
Code https://patch-diff.githubusercontent.com/Niushaaa/distributedML
Pull requests 0 https://patch-diff.githubusercontent.com/Niushaaa/distributedML/pulls
Actions https://patch-diff.githubusercontent.com/Niushaaa/distributedML/actions
Projects 0 https://patch-diff.githubusercontent.com/Niushaaa/distributedML/projects
Security 0 https://patch-diff.githubusercontent.com/Niushaaa/distributedML/security
Insights https://patch-diff.githubusercontent.com/Niushaaa/distributedML/pulse
Code https://patch-diff.githubusercontent.com/Niushaaa/distributedML
Pull requests https://patch-diff.githubusercontent.com/Niushaaa/distributedML/pulls
Actions https://patch-diff.githubusercontent.com/Niushaaa/distributedML/actions
Projects https://patch-diff.githubusercontent.com/Niushaaa/distributedML/projects
Security https://patch-diff.githubusercontent.com/Niushaaa/distributedML/security
Insights https://patch-diff.githubusercontent.com/Niushaaa/distributedML/pulse
Brancheshttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/branches
Tagshttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/tags
https://patch-diff.githubusercontent.com/Niushaaa/distributedML/branches
https://patch-diff.githubusercontent.com/Niushaaa/distributedML/tags
132 Commitshttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/commits/main/
https://patch-diff.githubusercontent.com/Niushaaa/distributedML/commits/main/
class_demohttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/tree/main/class_demo
class_demohttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/tree/main/class_demo
.gitignorehttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/.gitignore
README.mdhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/README.md
cloudlab.mdhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/cloudlab.md
cloudlab.mdhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/cloudlab.md
download_glue_data.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/download_glue_data.py
download_glue_data.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/download_glue_data.py
plot.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/plot.py
plot.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/plot.py
run_glue.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue.py
run_glue.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue.py
run_glue_sep.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_sep.py
run_glue_sep.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_sep.py
run_glue_skeleton_task2a.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_skeleton_task2a.py
run_glue_skeleton_task2a.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_skeleton_task2a.py
run_glue_skeleton_task2b.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_skeleton_task2b.py
run_glue_skeleton_task2b.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_skeleton_task2b.py
run_glue_skeleton_task3.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_skeleton_task3.py
run_glue_skeleton_task3.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_skeleton_task3.py
utils_glue.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/utils_glue.py
utils_glue.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/utils_glue.py
utils_quant.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/utils_quant.py
utils_quant.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/utils_quant.py
READMEhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#cos-598d-project-distributed-training-of-language-models
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#overview
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#learning-outcomes
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#environment-setup
cloudlab.mdhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/cloudlab.md
herehttps://pytorch.org/get-started/locally/
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#part-1-fine-tuning-bert-on-glue-datasets-on-a-single-node
run_glue_skeleton.pyhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/blob/main/run_glue_skeleton.py
PyTorch examples repositoryhttps://github.com/pytorch/examples
Pytorch tutorialshttps://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#part-2-distributed-data-parallel-training
PyTorch documentationhttps://pytorch.org/tutorials/intermediate/dist_tuto.html#collective-communication
NCCL documentationhttps://docs.nvidia.com/deeplearning/nccl/user-guide/docs/usage/collectives.html
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#part-2a-gradient-synchronization-with-gather-and-scatter
PyTorch Distributedhttps://pytorch.org/docs/stable/distributed.html
init_process_group()https://pytorch.org/docs/stable/distributed.html#torch.distributed.init_process_group
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#part-2b-gradient-synchronization-with-all_reduce
herehttps://tech.preferred.jp/en/blog/technologies-behind-distributed-deep-learning-allreduce/
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#part-3-distributed-data-parallel-training-with-pytorch-distributeddataparallel
distributed data parallelhttps://pytorch.org/docs/master/generated/torch.nn.parallel.DistributedDataParallel.html#torch.nn.parallel.DistributedDataParallel
herehttps://pytorch.org/tutorials/intermediate/ddp_tutorial.html
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#optional-part-4-benchmarking-data-parallel-training
dstathttps://linux.die.net/man/1/dstat
tsharkhttps://www.wireshark.org/docs/man-pages/tshark.html
tcpdumphttps://www.tcpdump.org/manpages/tcpdump.1.html
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#deliverables
thishttps://realpython.com/python-timer/
PyTorch Distributed [VLDB '18]https://arxiv.org/pdf/2006.15704.pdf
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#common-faqs-and-resources
A Visual Guide to Using BERT for the First Time https://jalammar.github.io/a-visual-guide-to-using-bert-for-the-first-time/
PyTorch Profilerhttps://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html
DeepSpeed Profilerhttps://www.deepspeed.ai/tutorials/flops-profiler/
GLUE Explained: Understanding BERT Through Benchmarkshttps://mccormickml.com/2019/11/05/GLUE/
torch.utils.data.distributed_samplerhttps://pytorch.org/docs/stable/data.html#torch.utils.data.distributed.DistributedSampler
writeuphttps://huggingface.co/docs/transformers/v4.15.0/parallelism
https://patch-diff.githubusercontent.com/Niushaaa/distributedML#acknowledgements
run_glue.pyhttps://github.com/huggingface/transformers/blob/7e7fc53da5f230db379ece739457c81b2f50f13e/examples/run_glue.py
transformers/exampleshttps://github.com/huggingface/transformers/tree/main/examples
this assignmenthttps://pages.cs.wisc.edu/~shivaram/cs744-fa22/assignment2.html
Prof. Shivaram Venkataramanhttps://shivaram.org/
Readme https://patch-diff.githubusercontent.com/Niushaaa/distributedML#readme-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/Niushaaa/distributedML
Activityhttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/activity
0 starshttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/watchers
0 forkshttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FNiushaaa%2FdistributedML&report=Niushaaa+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/Niushaaa/distributedML/releases
Packages 0https://patch-diff.githubusercontent.com/users/Niushaaa/packages?repo_name=distributedML
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.