René's URL Explorer Experiment


Title: GitHub - DerwenAI/ray_tutorial: An introductory tutorial about leveraging Ray core features for distributed patterns.

Open Graph Title: GitHub - DerwenAI/ray_tutorial: An introductory tutorial about leveraging Ray core features for distributed patterns.

X Title: GitHub - DerwenAI/ray_tutorial: An introductory tutorial about leveraging Ray core features for distributed patterns.

Description: An introductory tutorial about leveraging Ray core features for distributed patterns. - DerwenAI/ray_tutorial

Open Graph Description: An introductory tutorial about leveraging Ray core features for distributed patterns. - DerwenAI/ray_tutorial

X Description: An introductory tutorial about leveraging Ray core features for distributed patterns. - DerwenAI/ray_tutorial

Opengraph URL: https://github.com/DerwenAI/ray_tutorial

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:e18d37ad-0cea-2c80-87f1-53e5e4170195
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idA1DE:37CF59:50A7EB4:6B370EC:698C7DD0
html-safe-nonce422171999f8109bb6e0f5aba13770af7cd2af9bc8875050242fdb95b34d6bc84
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBMURFOjM3Q0Y1OTo1MEE3RUI0OjZCMzcwRUM6Njk4QzdERDAiLCJ2aXNpdG9yX2lkIjoiNTM3NjE0OTg4NjMyMzE2MjU3NiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmacd10ad5396165f97d4be757d294650abe5dde0fe17d370154fbf38182b205228f
hovercard-subject-tagrepository:341670772
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/DerwenAI/ray_tutorial
twitter:imagehttps://opengraph.githubassets.com/a6e2e691c3e1bf0b69f8134299504c1ef85c48c9d593e6007cdbe59125a5fc7f/DerwenAI/ray_tutorial
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/a6e2e691c3e1bf0b69f8134299504c1ef85c48c9d593e6007cdbe59125a5fc7f/DerwenAI/ray_tutorial
og:image:altAn introductory tutorial about leveraging Ray core features for distributed patterns. - DerwenAI/ray_tutorial
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None640eeb7b6ff4d8d106235d228c0c286e82592d4d2403227b5b2b4fc5832297a4
turbo-cache-controlno-preview
go-importgithub.com/DerwenAI/ray_tutorial git https://github.com/DerwenAI/ray_tutorial.git
octolytics-dimension-user_id38992803
octolytics-dimension-user_loginDerwenAI
octolytics-dimension-repository_id341670772
octolytics-dimension-repository_nwoDerwenAI/ray_tutorial
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id341670772
octolytics-dimension-repository_network_root_nwoDerwenAI/ray_tutorial
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
release3d444f0a47beeeac94cddbb51c91ab408befe8d4
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FDerwenAI%2Fray_tutorial
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%2FDerwenAI%2Fray_tutorial
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=DerwenAI%2Fray_tutorial
Reloadhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Reloadhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Reloadhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
DerwenAI https://patch-diff.githubusercontent.com/DerwenAI
ray_tutorialhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FDerwenAI%2Fray_tutorial
Fork 25 https://patch-diff.githubusercontent.com/login?return_to=%2FDerwenAI%2Fray_tutorial
Star 79 https://patch-diff.githubusercontent.com/login?return_to=%2FDerwenAI%2Fray_tutorial
MIT license https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/LICENSE
79 stars https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/stargazers
25 forks https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/forks
Branches https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/branches
Tags https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tags
Activity https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FDerwenAI%2Fray_tutorial
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FDerwenAI%2Fray_tutorial
Code https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Issues 1 https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/issues
Pull requests 11 https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/pulls
Actions https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/actions
Projects 0 https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/projects
Security 0 https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/security
Insights https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/pulse
Code https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Issues https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/issues
Pull requests https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/pulls
Actions https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/actions
Projects https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/projects
Security https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/security
Insights https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/pulse
Brancheshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/branches
Tagshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tags
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/branches
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tags
79 Commitshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/commits/main/
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/commits/main/
dathttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tree/main/dat
dathttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tree/main/dat
imageshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tree/main/images
imageshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tree/main/images
slideshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tree/main/slides
slideshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/tree/main/slides
.gitignorehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/.gitignore
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/.pre-commit-config.yaml
Dockerfilehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/Dockerfile
Dockerfilehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/Dockerfile
LICENSEhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/README.md
docker-compose.ymlhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/docker-compose.yml
docker-compose.ymlhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/docker-compose.yml
ex_01_remo_func.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_01_remo_func.ipynb
ex_01_remo_func.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_01_remo_func.ipynb
ex_02_remo_func.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_02_remo_func.ipynb
ex_02_remo_func.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_02_remo_func.ipynb
ex_02_remo_objs.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_02_remo_objs.ipynb
ex_02_remo_objs.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_02_remo_objs.ipynb
ex_03_remo_meth.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_03_remo_meth.ipynb
ex_03_remo_meth.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_03_remo_meth.ipynb
ex_04_mult_pool.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_04_mult_pool.ipynb
ex_04_mult_pool.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_04_mult_pool.ipynb
ex_05_job_lib.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_05_job_lib.ipynb
ex_05_job_lib.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/ex_05_job_lib.ipynb
pi.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/pi.ipynb
pi.ipynbhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/pi.ipynb
requirements-dev.txthttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/requirements-dev.txt
requirements-dev.txthttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/requirements-dev.txt
requirements.txthttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/requirements.txt
snekviz.pnghttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/snekviz.png
snekviz.pnghttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/blob/main/snekviz.png
READMEhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
MIT licensehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#a-guided-tour-of-ray-core
Rayhttps://docs.ray.io/
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#getting-started
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#getting-started-with-a-virtual-environment
virtual environmenthttps://docs.python.org/3/library/venv.html
install graphvizhttps://graphviz.org/download/#executable-packages
JupyterLabhttps://jupyterlab.readthedocs.io/
http://localhost:8888/labhttp://localhost:8888/lab
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#getting-started-with-docker-compose
dockerhttps://docs.docker.com/engine/install/
docker-composehttps://docs.docker.com/compose/install/
http://localhost:8888/labhttp://localhost:8888/lab
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#syllabus
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#overview
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#intended-audience
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#prerequisites
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#key-takeaways
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#course-outline
ex_01_remo_func.ipynbhttps://github.com/DerwenAI/ray_tutorial/blob/main/ex_01_remo_func.ipynb
ex_02_remo_func.ipynbhttps://github.com/DerwenAI/ray_tutorial/blob/main/ex_02_remo_func.ipynb
ex_02_remo_objs.ipynbhttps://github.com/DerwenAI/ray_tutorial/blob/main/ex_02_remo_objs.ipynb
ex_03_remo_meth.ipynbhttps://github.com/DerwenAI/ray_tutorial/blob/main/ex_03_remo_meth.ipynb
ex_04_mult_pool.ipynbhttps://github.com/DerwenAI/ray_tutorial/blob/main/ex_04_mult_pool.ipynb
ex_05_job_lib.ipynbhttps://github.com/DerwenAI/ray_tutorial/blob/main/ex_05_job_lib.ipynb
pi.ipynbhttps://github.com/DerwenAI/ray_tutorial/blob/main/pi.ipynb
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#other-recommended-reading
Ray Design Patternshttps://docs.google.com/document/d/167rnnDFIVRhHhK4mznEIemOtj63IOhtIPvSYaPgI4Fg/edit#heading=h.crt5flperkq3
"Our Pattern Language"https://patterns.eecs.berkeley.edu/
"Futures and Promises"http://dist-prog-book.com/chapter/2/futures.html
"Ray Distributed Library Patterns"https://www.anyscale.com/blog/ray-distributed-library-patterns
python-patternshttps://github.com/faif/python-patterns
Python Data Sciencehttps://jakevdp.github.io/PythonDataScienceHandbook/01.07-timing-and-profiling.html
"Profiling and Optimizing Jupyter Notebooks"https://towardsdatascience.com/speed-up-jupyter-notebooks-20716cbe2025
Anyscale Academyhttps://github.com/anyscale/academy
Ray Tutorialhttps://github.com/ray-project/tutorial
https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#kudos
@dmatrixhttps://github.com/dmatrix
@penolovehttps://github.com/penolove
@deanwamplerhttps://github.com/deanwampler
@ceterihttps://github.com/ceteri
python https://patch-diff.githubusercontent.com/topics/python
distributed-systems https://patch-diff.githubusercontent.com/topics/distributed-systems
scikit-learn https://patch-diff.githubusercontent.com/topics/scikit-learn
sharding https://patch-diff.githubusercontent.com/topics/sharding
profiling https://patch-diff.githubusercontent.com/topics/profiling
ray https://patch-diff.githubusercontent.com/topics/ray
futures https://patch-diff.githubusercontent.com/topics/futures
pattern-language https://patch-diff.githubusercontent.com/topics/pattern-language
task-parallelism https://patch-diff.githubusercontent.com/topics/task-parallelism
actor-pattern https://patch-diff.githubusercontent.com/topics/actor-pattern
rllib https://patch-diff.githubusercontent.com/topics/rllib
ray-tutorial https://patch-diff.githubusercontent.com/topics/ray-tutorial
introductory-tutorial https://patch-diff.githubusercontent.com/topics/introductory-tutorial
Readme https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Activityhttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/activity
Custom propertieshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/custom-properties
79 starshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/stargazers
6 watchinghttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/watchers
25 forkshttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FDerwenAI%2Fray_tutorial&report=DerwenAI+%28user%29
Please reload this pagehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Contributors 3https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial
Jupyter Notebook 99.5% https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/search?l=jupyter-notebook
Dockerfile 0.5% https://patch-diff.githubusercontent.com/DerwenAI/ray_tutorial/search?l=dockerfile
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.