René's URL Explorer Experiment


Title: GitHub - microsoft/MLOS: MLOS is a project to enable autotuning for systems. · GitHub

Open Graph Title: GitHub - microsoft/MLOS: MLOS is a project to enable autotuning for systems.

X Title: GitHub - microsoft/MLOS: MLOS is a project to enable autotuning for systems.

Description: MLOS is a project to enable autotuning for systems. - microsoft/MLOS

Open Graph Description: MLOS is a project to enable autotuning for systems. - microsoft/MLOS

X Description: MLOS is a project to enable autotuning for systems. - microsoft/MLOS

Opengraph URL: https://github.com/microsoft/MLOS

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:665fc97e-6d69-d248-261f-f87bab961f21
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idA9BE:3073D:EE9209:152578E:6A4CB042
html-safe-nonce928f2f0acc7005b7a43caf9e7a58959e93f1baffd7b271591030de2cd379fd22
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBOUJFOjMwNzNEOkVFOTIwOToxNTI1NzhFOjZBNENCMDQyIiwidmlzaXRvcl9pZCI6IjIyMzQwMDQxOTQwMDMzMDA0MTgiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac4801118c71e3bd4dbe2428f152780f6a8e4f3092f282a03a7c67d462e60a7432
hovercard-subject-tagrepository:253620591
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/microsoft/MLOS
twitter:imagehttps://opengraph.githubassets.com/b6439654b80207ef068a6b6ee5ab4f25e451eece04f4a24772f8f90e126a5ca0/microsoft/MLOS
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/b6439654b80207ef068a6b6ee5ab4f25e451eece04f4a24772f8f90e126a5ca0/microsoft/MLOS
og:image:altMLOS is a project to enable autotuning for systems. - microsoft/MLOS
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None3d11bb817438277de2a940854450e83a7d32b6aeb5014e9e6b00a6423900251c
turbo-cache-controlno-cache
go-importgithub.com/microsoft/MLOS git https://github.com/microsoft/MLOS.git
octolytics-dimension-user_id6154722
octolytics-dimension-user_loginmicrosoft
octolytics-dimension-repository_id253620591
octolytics-dimension-repository_nwomicrosoft/MLOS
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id253620591
octolytics-dimension-repository_network_root_nwomicrosoft/MLOS
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
releaseae90d426644ca15e89bacceb72e51f4e9dbf85f7
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/microsoft/MLOS#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmicrosoft%2FMLOS
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%2Fmicrosoft%2FMLOS
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=microsoft%2FMLOS
Reloadhttps://github.com/microsoft/MLOS
Reloadhttps://github.com/microsoft/MLOS
Reloadhttps://github.com/microsoft/MLOS
Please reload this pagehttps://github.com/microsoft/MLOS
microsoft https://github.com/microsoft
MLOShttps://github.com/microsoft/MLOS
Notifications https://github.com/login?return_to=%2Fmicrosoft%2FMLOS
Fork 72 https://github.com/login?return_to=%2Fmicrosoft%2FMLOS
Star 175 https://github.com/login?return_to=%2Fmicrosoft%2FMLOS
Code https://github.com/microsoft/MLOS
Issues 97 https://github.com/microsoft/MLOS/issues
Pull requests 37 https://github.com/microsoft/MLOS/pulls
Actions https://github.com/microsoft/MLOS/actions
Projects https://github.com/microsoft/MLOS/projects
Models https://github.com/microsoft/MLOS/models
Security and quality 0 https://github.com/microsoft/MLOS/security
Insights https://github.com/microsoft/MLOS/pulse
Code https://github.com/microsoft/MLOS
Issues https://github.com/microsoft/MLOS/issues
Pull requests https://github.com/microsoft/MLOS/pulls
Actions https://github.com/microsoft/MLOS/actions
Projects https://github.com/microsoft/MLOS/projects
Models https://github.com/microsoft/MLOS/models
Security and quality https://github.com/microsoft/MLOS/security
Insights https://github.com/microsoft/MLOS/pulse
https://github.com/microsoft/MLOS
Brancheshttps://github.com/microsoft/MLOS/branches
Tagshttps://github.com/microsoft/MLOS/tags
https://github.com/microsoft/MLOS/branches
https://github.com/microsoft/MLOS/tags
565 Commitshttps://github.com/microsoft/MLOS/commits/main/
https://github.com/microsoft/MLOS/commits/main/
.devcontainerhttps://github.com/microsoft/MLOS/tree/main/.devcontainer
.devcontainerhttps://github.com/microsoft/MLOS/tree/main/.devcontainer
.githubhttps://github.com/microsoft/MLOS/tree/main/.github
.githubhttps://github.com/microsoft/MLOS/tree/main/.github
.vscodehttps://github.com/microsoft/MLOS/tree/main/.vscode
.vscodehttps://github.com/microsoft/MLOS/tree/main/.vscode
conda-envshttps://github.com/microsoft/MLOS/tree/main/conda-envs
conda-envshttps://github.com/microsoft/MLOS/tree/main/conda-envs
dochttps://github.com/microsoft/MLOS/tree/main/doc
dochttps://github.com/microsoft/MLOS/tree/main/doc
mlos_benchhttps://github.com/microsoft/MLOS/tree/main/mlos_bench
mlos_benchhttps://github.com/microsoft/MLOS/tree/main/mlos_bench
mlos_corehttps://github.com/microsoft/MLOS/tree/main/mlos_core
mlos_corehttps://github.com/microsoft/MLOS/tree/main/mlos_core
mlos_vizhttps://github.com/microsoft/MLOS/tree/main/mlos_viz
mlos_vizhttps://github.com/microsoft/MLOS/tree/main/mlos_viz
scriptshttps://github.com/microsoft/MLOS/tree/main/scripts
scriptshttps://github.com/microsoft/MLOS/tree/main/scripts
.bumpversion.cfghttps://github.com/microsoft/MLOS/blob/main/.bumpversion.cfg
.bumpversion.cfghttps://github.com/microsoft/MLOS/blob/main/.bumpversion.cfg
.cspell.jsonhttps://github.com/microsoft/MLOS/blob/main/.cspell.json
.cspell.jsonhttps://github.com/microsoft/MLOS/blob/main/.cspell.json
.editorconfighttps://github.com/microsoft/MLOS/blob/main/.editorconfig
.editorconfighttps://github.com/microsoft/MLOS/blob/main/.editorconfig
.git-blame-ignore-revshttps://github.com/microsoft/MLOS/blob/main/.git-blame-ignore-revs
.git-blame-ignore-revshttps://github.com/microsoft/MLOS/blob/main/.git-blame-ignore-revs
.gitattributeshttps://github.com/microsoft/MLOS/blob/main/.gitattributes
.gitattributeshttps://github.com/microsoft/MLOS/blob/main/.gitattributes
.gitignorehttps://github.com/microsoft/MLOS/blob/main/.gitignore
.gitignorehttps://github.com/microsoft/MLOS/blob/main/.gitignore
.pre-commit-config.yamlhttps://github.com/microsoft/MLOS/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://github.com/microsoft/MLOS/blob/main/.pre-commit-config.yaml
CODEOWNERShttps://github.com/microsoft/MLOS/blob/main/CODEOWNERS
CODEOWNERShttps://github.com/microsoft/MLOS/blob/main/CODEOWNERS
CODE_OF_CONDUCT.mdhttps://github.com/microsoft/MLOS/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.mdhttps://github.com/microsoft/MLOS/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.mdhttps://github.com/microsoft/MLOS/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/microsoft/MLOS/blob/main/CONTRIBUTING.md
LICENSE.txthttps://github.com/microsoft/MLOS/blob/main/LICENSE.txt
LICENSE.txthttps://github.com/microsoft/MLOS/blob/main/LICENSE.txt
MAINTAINING.mdhttps://github.com/microsoft/MLOS/blob/main/MAINTAINING.md
MAINTAINING.mdhttps://github.com/microsoft/MLOS/blob/main/MAINTAINING.md
Makefilehttps://github.com/microsoft/MLOS/blob/main/Makefile
Makefilehttps://github.com/microsoft/MLOS/blob/main/Makefile
NOTICEhttps://github.com/microsoft/MLOS/blob/main/NOTICE
NOTICEhttps://github.com/microsoft/MLOS/blob/main/NOTICE
README.mdhttps://github.com/microsoft/MLOS/blob/main/README.md
README.mdhttps://github.com/microsoft/MLOS/blob/main/README.md
SECURITY.mdhttps://github.com/microsoft/MLOS/blob/main/SECURITY.md
SECURITY.mdhttps://github.com/microsoft/MLOS/blob/main/SECURITY.md
conftest.pyhttps://github.com/microsoft/MLOS/blob/main/conftest.py
conftest.pyhttps://github.com/microsoft/MLOS/blob/main/conftest.py
mlos.code-workspacehttps://github.com/microsoft/MLOS/blob/main/mlos.code-workspace
mlos.code-workspacehttps://github.com/microsoft/MLOS/blob/main/mlos.code-workspace
pyproject.tomlhttps://github.com/microsoft/MLOS/blob/main/pyproject.toml
pyproject.tomlhttps://github.com/microsoft/MLOS/blob/main/pyproject.toml
setup.cfghttps://github.com/microsoft/MLOS/blob/main/setup.cfg
setup.cfghttps://github.com/microsoft/MLOS/blob/main/setup.cfg
READMEhttps://github.com/microsoft/MLOS
Code of conducthttps://github.com/microsoft/MLOS
Contributinghttps://github.com/microsoft/MLOS
MIT licensehttps://github.com/microsoft/MLOS
Securityhttps://github.com/microsoft/MLOS
https://github.com/microsoft/MLOS#mlos
https://github.com/microsoft/MLOS/actions/workflows/devcontainer.yml
https://github.com/microsoft/MLOS/actions/workflows/linux.yml
https://github.com/microsoft/MLOS/actions/workflows/macos.yml
https://github.com/microsoft/MLOS/actions/workflows/windows.yml
https://microsoft.github.io/MLOS/htmlcov/index.html
https://results.pre-commit.ci/latest/github/microsoft/MLOS/main
https://github.com/microsoft/MLOS#contents
Contentshttps://github.com/microsoft/MLOS#contents
Overviewhttps://github.com/microsoft/MLOS#overview
Organizationhttps://github.com/microsoft/MLOS#organization
Contributinghttps://github.com/microsoft/MLOS#contributing
Getting Startedhttps://github.com/microsoft/MLOS#getting-started
conda activationhttps://github.com/microsoft/MLOS#conda-activation
Usage Exampleshttps://github.com/microsoft/MLOS#usage-examples
mlos-corehttps://github.com/microsoft/MLOS#mlos-core
mlos-benchhttps://github.com/microsoft/MLOS#mlos-bench
mlos-vizhttps://github.com/microsoft/MLOS#mlos-viz
Installationhttps://github.com/microsoft/MLOS#installation
See Alsohttps://github.com/microsoft/MLOS#see-also
Exampleshttps://github.com/microsoft/MLOS#examples
Publicationshttps://github.com/microsoft/MLOS#publications
https://github.com/microsoft/MLOS#overview
Bayesian Optimizationhttps://en.wikipedia.org/wiki/Bayesian_optimization
https://github.com/microsoft/MLOS/blob/main/doc/source/_static/llamatune-loop.png
LlamaTune: VLDB 2022https://arxiv.org/abs/2203.05128
https://aka.ms/MLOS/demo-video
https://github.com/microsoft/MLOS#organization
mlos-benchhttps://github.com/microsoft/MLOS/blob/main/mlos_bench
mlos-vizhttps://github.com/microsoft/MLOS/blob/main/mlos_viz
mlos-corehttps://github.com/microsoft/MLOS/blob/main/mlos_core
FLAMLhttps://github.com/microsoft/FLAML
SMAChttps://github.com/automl/SMAC3
abstractionhttps://microsoft.github.io/MLOS/source_tree_docs/index.html
register()https://microsoft.github.io/MLOS/autoapi/mlos_bench/optimizers/base_optimizer/index.html#mlos_bench.optimizers.base_optimizer.Optimizer.register
suggest()https://microsoft.github.io/MLOS/autoapi/mlos_bench/optimizers/base_optimizer/index.html#mlos_bench.optimizers.base_optimizer.Optimizer.suggest
automating optimization experimenthttps://microsoft.github.io/MLOS/source_tree_docs/mlos_bench/index.html
https://github.com/microsoft/MLOS#contributing
CONTRIBUTING.mdhttps://github.com/microsoft/MLOS/blob/main/CONTRIBUTING.md
https://github.com/microsoft/MLOS#getting-started
condahttps://docs.conda.io/projects/conda/en/latest/user-guide/install/index.html
devcontainershttps://code.visualstudio.com/docs/remote/containers
CONTRIBUTING.mdhttps://github.com/microsoft/MLOS/blob/main/CONTRIBUTING.md
codespacehttps://github.com/features/codespaces
sqlite-autotuninghttps://github.com/Microsoft-CISL/sqlite-autotuning
codespacehttps://github.com/features/codespaces
https://github.com/microsoft/MLOS#conda-activation
conda-envs/https://github.com/microsoft/MLOS/blob/main/conda-envs
mlos-windows.ymlhttps://github.com/microsoft/MLOS/blob/main/conda-envs/mlos-windows.yml
https://github.com/microsoft/MLOS#usage-examples
https://github.com/microsoft/MLOS#mlos-core
BayesianOptimization.ipynbhttps://github.com/microsoft/MLOS/blob/main/mlos_core/notebooks/BayesianOptimization.ipynb
https://github.com/microsoft/MLOS#mlos-bench
mlos_bench Quickstart READMEhttps://github.com/microsoft/MLOS/blob/main/mlos_bench/README.md#quickstart
mlos_bench/README.mdhttps://github.com/microsoft/MLOS/blob/main/mlos_bench/README.md
mlos_bench/confighttps://github.com/microsoft/MLOS/blob/main/mlos_bench/mlos_bench/config
sqlite-autotuninghttps://github.com/Microsoft-CISL/sqlite-autotuning
https://github.com/microsoft/MLOS#mlos-viz
sqlite-autotuninghttps://github.com/Microsoft-CISL/sqlite-autotuning
mlos_demo_sqlite_teachers.ipynbhttps://github.com/Microsoft-CISL/sqlite-autotuning/blob/main/mlos_demo_sqlite_teachers.ipynb
https://github.com/microsoft/MLOS#installation
pypihttps://pypi.org
mlos-corehttps://pypi.org/project/mlos-core/
mlos-benchhttps://pypi.org/project/mlos-bench/
mlos-vizhttps://pypi.org/project/mlos-viz/
CONTRIBUTING.mdhttps://github.com/microsoft/MLOS/blob/main/CONTRIBUTING.md
https://github.com/microsoft/MLOS#see-also
https://microsoft.github.io/MLOShttps://microsoft.github.io/MLOS
https://github.com/microsoft/MLOShttps://github.com/microsoft/MLOS
https://github.com/microsoft/MLOS#examples
mlos-autotuning-template repositoryhttps://github.com/microsoft/mlos-autotuning-template
sqlite-autotuninghttps://github.com/Microsoft-CISL/sqlite-autotuning
mlos_bench/confighttps://github.com/microsoft/MLOS/blob/main/mlos_bench/mlos_bench/config
CONTRIBUTING.mdhttps://github.com/microsoft/MLOS/blob/main/CONTRIBUTING.md
https://github.com/microsoft/MLOS#publications
TUNA: Tuning Unstable and Noisy Cloud Applicationshttp://aka.ms/mlos/tuna-eurosys-paper
EuroSys 2025https://2025.eurosys.org/accepted-papers.html
MLOS in Action: Bridging the Gap Between Experimentation and Auto-Tuning in the Cloudhttps://www.vldb.org/pvldb/vol17/p4269-kroth.pdf
VLDB 2024https://www.vldb.org/2024/?papers-demo
Towards Building Autonomous Data Services on Azurehttps://dl.acm.org/doi/abs/10.1145/3555041.3589674
SIGMOD Companion 2023https://dl.acm.org/doi/proceedings/10.1145/3555041
LlamaTune: Sample-efficient DBMS configuration tuninghttps://www.microsoft.com/en-us/research/publication/llamatune-sample-efficient-dbms-configuration-tuning
VLDB 2022https://vldb.org/pvldb/volumes/15/
MLOS: An infrastructure for automated software performance engineeringhttps://arxiv.org/abs/2006.02155
DEEM 2020https://deem-workshop.github.io/2020/index.html
microsoft.github.io/MLOShttps://microsoft.github.io/MLOS
infrastructure https://github.com/topics/infrastructure
performance-engineering https://github.com/topics/performance-engineering
benchmarking https://github.com/topics/benchmarking
data-science https://github.com/topics/data-science
autotuning https://github.com/topics/autotuning
benchmarking-framework https://github.com/topics/benchmarking-framework
optimize-systems https://github.com/topics/optimize-systems
Readme https://github.com/microsoft/MLOS#readme-ov-file
MIT license https://github.com/microsoft/MLOS#MIT-1-ov-file
Code of conduct https://github.com/microsoft/MLOS#coc-ov-file
Contributing https://github.com/microsoft/MLOS#contributing-ov-file
Security policy https://github.com/microsoft/MLOS#security-ov-file
Please reload this pagehttps://github.com/microsoft/MLOS
Activityhttps://github.com/microsoft/MLOS/activity
Custom propertieshttps://github.com/microsoft/MLOS/custom-properties
72 forkshttps://github.com/microsoft/MLOS/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmicrosoft%2FMLOS&report=microsoft+%28user%29
Releases 7https://github.com/microsoft/MLOS/releases
v0.6.2 Latest Jan 6, 2025 https://github.com/microsoft/MLOS/releases/tag/v0.6.2
+ 6 releaseshttps://github.com/microsoft/MLOS/releases
Packages 0https://github.com/orgs/microsoft/packages?repo_name=MLOS
Please reload this pagehttps://github.com/microsoft/MLOS
Please reload this pagehttps://github.com/microsoft/MLOS
Contributorshttps://github.com/microsoft/MLOS/graphs/contributors
Please reload this pagehttps://github.com/microsoft/MLOS
Python 87.1% https://github.com/microsoft/MLOS/search?l=python
Jupyter Notebook 7.9% https://github.com/microsoft/MLOS/search?l=jupyter-notebook
Shell 1.9% https://github.com/microsoft/MLOS/search?l=shell
Makefile 1.8% https://github.com/microsoft/MLOS/search?l=makefile
PowerShell 0.7% https://github.com/microsoft/MLOS/search?l=powershell
Dockerfile 0.5% https://github.com/microsoft/MLOS/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.