René's URL Explorer Experiment


Title: GitHub - ARM-software/mango: Parallel Hyperparameter Tuning in Python

Open Graph Title: GitHub - ARM-software/mango: Parallel Hyperparameter Tuning in Python

X Title: GitHub - ARM-software/mango: Parallel Hyperparameter Tuning in Python

Description: Parallel Hyperparameter Tuning in Python. Contribute to ARM-software/mango development by creating an account on GitHub.

Open Graph Description: Parallel Hyperparameter Tuning in Python. Contribute to ARM-software/mango development by creating an account on GitHub.

X Description: Parallel Hyperparameter Tuning in Python. Contribute to ARM-software/mango development by creating an account on GitHub.

Opengraph URL: https://github.com/ARM-software/mango

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:7ca3c7d1-19d2-94d9-fd11-5dd710cdadae
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idE334:25CE9:268887:32529D:698E6C10
html-safe-nonce55220717f22210ce72c9acf55617b2f072d720ac0271a5991ab652848f26c20e
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFMzM0OjI1Q0U5OjI2ODg4NzozMjUyOUQ6Njk4RTZDMTAiLCJ2aXNpdG9yX2lkIjoiNzAzNTY3MDAzNzY5MzA5OTAyNCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac4ffd867619ccb6126c292b4dcfa65ae106d59cae43be6ae1a76f569d82c01716
hovercard-subject-tagrepository:216106727
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/ARM-software/mango
twitter:imagehttps://opengraph.githubassets.com/f6f50256209f291b5f9e40a6a70ca6e5d99b46c998092b91fde72da4e38343f3/ARM-software/mango
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/f6f50256209f291b5f9e40a6a70ca6e5d99b46c998092b91fde72da4e38343f3/ARM-software/mango
og:image:altParallel Hyperparameter Tuning in Python. Contribute to ARM-software/mango development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Nonef86603f0b4e9df9a462725324a8c84c98fc50866bdb6ae8ff026fabe56a60c57
turbo-cache-controlno-preview
go-importgithub.com/ARM-software/mango git https://github.com/ARM-software/mango.git
octolytics-dimension-user_id5690313
octolytics-dimension-user_loginARM-software
octolytics-dimension-repository_id216106727
octolytics-dimension-repository_nwoARM-software/mango
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id216106727
octolytics-dimension-repository_network_root_nwoARM-software/mango
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
release7eb8835f5978c5aa7a64336b39e0774a93a9a196
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/ARM-software/mango#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FARM-software%2Fmango
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%2FARM-software%2Fmango
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=ARM-software%2Fmango
Reloadhttps://patch-diff.githubusercontent.com/ARM-software/mango
Reloadhttps://patch-diff.githubusercontent.com/ARM-software/mango
Reloadhttps://patch-diff.githubusercontent.com/ARM-software/mango
ARM-software https://patch-diff.githubusercontent.com/ARM-software
mangohttps://patch-diff.githubusercontent.com/ARM-software/mango
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FARM-software%2Fmango
Fork 47 https://patch-diff.githubusercontent.com/login?return_to=%2FARM-software%2Fmango
Star 417 https://patch-diff.githubusercontent.com/login?return_to=%2FARM-software%2Fmango
Apache-2.0 LICENSE https://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/LICENSE
Apache-2.0 License.txt https://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/License.txt
417 stars https://patch-diff.githubusercontent.com/ARM-software/mango/stargazers
47 forks https://patch-diff.githubusercontent.com/ARM-software/mango/forks
Branches https://patch-diff.githubusercontent.com/ARM-software/mango/branches
Tags https://patch-diff.githubusercontent.com/ARM-software/mango/tags
Activity https://patch-diff.githubusercontent.com/ARM-software/mango/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FARM-software%2Fmango
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FARM-software%2Fmango
Code https://patch-diff.githubusercontent.com/ARM-software/mango
Issues 7 https://patch-diff.githubusercontent.com/ARM-software/mango/issues
Pull requests 7 https://patch-diff.githubusercontent.com/ARM-software/mango/pulls
Actions https://patch-diff.githubusercontent.com/ARM-software/mango/actions
Projects 0 https://patch-diff.githubusercontent.com/ARM-software/mango/projects
Security 0 https://patch-diff.githubusercontent.com/ARM-software/mango/security
Insights https://patch-diff.githubusercontent.com/ARM-software/mango/pulse
Code https://patch-diff.githubusercontent.com/ARM-software/mango
Issues https://patch-diff.githubusercontent.com/ARM-software/mango/issues
Pull requests https://patch-diff.githubusercontent.com/ARM-software/mango/pulls
Actions https://patch-diff.githubusercontent.com/ARM-software/mango/actions
Projects https://patch-diff.githubusercontent.com/ARM-software/mango/projects
Security https://patch-diff.githubusercontent.com/ARM-software/mango/security
Insights https://patch-diff.githubusercontent.com/ARM-software/mango/pulse
Brancheshttps://patch-diff.githubusercontent.com/ARM-software/mango/branches
Tagshttps://patch-diff.githubusercontent.com/ARM-software/mango/tags
https://patch-diff.githubusercontent.com/ARM-software/mango/branches
https://patch-diff.githubusercontent.com/ARM-software/mango/tags
282 Commitshttps://patch-diff.githubusercontent.com/ARM-software/mango/commits/main/
https://patch-diff.githubusercontent.com/ARM-software/mango/commits/main/
.github/workflowshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/.github/workflows
.github/workflowshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/.github/workflows
benchmarkinghttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/benchmarking
benchmarkinghttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/benchmarking
documentshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/documents
documentshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/documents
exampleshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/examples
exampleshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/examples
mangohttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/mango
mangohttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/mango
testshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/tests
testshttps://patch-diff.githubusercontent.com/ARM-software/mango/tree/main/tests
.gitignorehttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/.gitignore
LICENSEhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/LICENSE
License.txthttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/License.txt
License.txthttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/License.txt
README.mdhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/README.md
dev_notes.mdhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/dev_notes.md
dev_notes.mdhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/dev_notes.md
development.mdhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/development.md
development.mdhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/development.md
poetry.lockhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/poetry.lock
poetry.lockhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/poetry.lock
pyproject.tomlhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/pyproject.toml
READMEhttps://patch-diff.githubusercontent.com/ARM-software/mango
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/ARM-software/mango
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/ARM-software/mango
Securityhttps://patch-diff.githubusercontent.com/ARM-software/mango
https://patch-diff.githubusercontent.com/ARM-software/mango#mango-a-parallel-hyperparameter-tuning-library
https://youtu.be/hFmSdDLLUfY
https://patch-diff.githubusercontent.com/ARM-software/mango#index
Installationhttps://patch-diff.githubusercontent.com/ARM-software/mango#setup
Getting started https://patch-diff.githubusercontent.com/ARM-software/mango#getting-started
Hyperparameter tuning example https://patch-diff.githubusercontent.com/ARM-software/mango#knnexample
Search space definitionshttps://patch-diff.githubusercontent.com/ARM-software/mango#DomainSpace
Schedulerhttps://patch-diff.githubusercontent.com/ARM-software/mango#scheduler
Optional configurationshttps://patch-diff.githubusercontent.com/ARM-software/mango#MangoConfigurations
Additional featureshttps://patch-diff.githubusercontent.com/ARM-software/mango#AdditionalFeatures
CASH featurehttps://patch-diff.githubusercontent.com/ARM-software/mango#CASHFeature
Platform-aware neural architecture searchhttps://github.com/ARM-software/mango/tree/master/examples/THIN-Bayes
Mango introduction slideshttps://github.com/ARM-software/mango/blob/master/documents/Mango_github_slides.pdf
Mango production usage slideshttps://github.com/ARM-software/mango/blob/master/documents/Mango_cogml_slides.pdf
Core Mango research papers to citehttps://patch-diff.githubusercontent.com/ARM-software/mango#CorePapers
novel applications built over Mangohttps://patch-diff.githubusercontent.com/ARM-software/mango#ApplicationPapers
https://patch-diff.githubusercontent.com/ARM-software/mango#1-installation
https://patch-diff.githubusercontent.com/ARM-software/mango#2-getting-started
https://patch-diff.githubusercontent.com/ARM-software/mango#3-hyperparameter-tuning-example
Facebook's Prophethttps://github.com/ARM-software/mango/blob/master/examples/Prophet_Classifier.ipynb
XGBoosthttps://github.com/ARM-software/mango/blob/master/examples/Xgboost_XGBClassifier.ipynb
SVMhttps://github.com/ARM-software/mango/blob/master/examples/SVM_Example.ipynb
https://patch-diff.githubusercontent.com/ARM-software/mango#4-search-space
RandomizedSearchCVhttps://scikit-learn.org/stable/modules/generated/sklearn.model_selection.RandomizedSearchCV.html
GridSearchCVhttps://scikit-learn.org/stable/modules/generated/sklearn.model_selection.GridSearchCV.html
https://patch-diff.githubusercontent.com/ARM-software/mango#integer
https://patch-diff.githubusercontent.com/ARM-software/mango#categorical
https://patch-diff.githubusercontent.com/ARM-software/mango#distributions
scipy.statshttps://docs.scipy.org/doc/scipy/reference/stats.html
https://patch-diff.githubusercontent.com/ARM-software/mango#uniform-distribution
https://patch-diff.githubusercontent.com/ARM-software/mango#log-uniform-distribution
loguniformhttps://github.com/ARM-software/mango/blob/master/mango/domain/distribution.py
https://patch-diff.githubusercontent.com/ARM-software/mango#hyperparameter-search-space-examples
Random Forest Classifierhttps://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestClassifier.html
XGBoost Classifierhttps://xgboost.readthedocs.io/en/latest/python/python_api.html#xgboost.XGBClassifier
SVMhttps://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html
https://patch-diff.githubusercontent.com/ARM-software/mango#5-scheduler
https://patch-diff.githubusercontent.com/ARM-software/mango#serial-scheduler
https://patch-diff.githubusercontent.com/ARM-software/mango#parallel-scheduler
simple_parallelhttps://github.com/ARM-software/mango/tree/master/examples/simple_parallel.py
https://patch-diff.githubusercontent.com/ARM-software/mango#custom-distributed-scheduler
Celeryhttp://www.celeryproject.org/
herehttps://github.com/ARM-software/mango/tree/master/examples/knn_celery.py
https://patch-diff.githubusercontent.com/ARM-software/mango#6-optional-configurations
notebookhttps://github.com/ARM-software/mango/blob/master/examples/EarlyStopping.ipynb
thishttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/examples/Test%20functions%20for%20constrained%20optimization.ipynb
thishttps://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/examples/warmup.ipynb
https://patch-diff.githubusercontent.com/ARM-software/mango#7-additional-features
https://patch-diff.githubusercontent.com/ARM-software/mango#handling-runtime-failed-evaluation
serial executionhttps://github.com/ARM-software/mango/blob/master/examples/Failure_Handling.ipynb
parallel executionhttps://github.com/ARM-software/mango/blob/master/examples/Failure_Handling_Parallel.ipynb
https://patch-diff.githubusercontent.com/ARM-software/mango#neural-architecture-search
availablehttps://github.com/ARM-software/mango/blob/master/examples/NAS_Mnist.ipynb
THIN-Bayeshttps://github.com/ARM-software/mango/tree/master/examples/THIN-Bayes
https://patch-diff.githubusercontent.com/ARM-software/mango#8-combiner-classifier-selection-and-optimization-cash
herehttps://github.com/ARM-software/mango/tree/master/benchmarking/MetaTuner_Examples
https://patch-diff.githubusercontent.com/ARM-software/mango#participate
https://patch-diff.githubusercontent.com/ARM-software/mango#core-papers-to-cite-mango
Mango paper-1 (ICASSP 2020)https://arxiv.org/pdf/2005.11394.pdf
Mango paper-2 (CogMI 2021)https://drive.google.com/file/d/1uzcTUfLM3JSc47RLQJin-YzybwNl6BZO/view
https://patch-diff.githubusercontent.com/ARM-software/mango#novel-applications-built-over-mango
https://patch-diff.githubusercontent.com/ARM-software/mango#slides
Mango Slides-1https://github.com/ARM-software/mango/blob/master/documents/Mango_github_slides.pdf
Mango Slides-2https://drive.google.com/file/d/1_sUOnbW-LkHMMcjq_WgzabN7IQ-wBRgn/view
https://patch-diff.githubusercontent.com/ARM-software/mango#contribute
open issueshttps://github.com/ARM-software/mango/issues
https://patch-diff.githubusercontent.com/ARM-software/mango#questions
herehttps://github.com/ARM-software/mango/issues/new
machine-learning https://patch-diff.githubusercontent.com/topics/machine-learning
neural-network https://patch-diff.githubusercontent.com/topics/neural-network
parallel-computing https://patch-diff.githubusercontent.com/topics/parallel-computing
neural-networks https://patch-diff.githubusercontent.com/topics/neural-networks
hyperparameter-optimization https://patch-diff.githubusercontent.com/topics/hyperparameter-optimization
tuning-parameters https://patch-diff.githubusercontent.com/topics/tuning-parameters
gaussian-processes https://patch-diff.githubusercontent.com/topics/gaussian-processes
bayesian-optimization https://patch-diff.githubusercontent.com/topics/bayesian-optimization
hyperparameter-tuning https://patch-diff.githubusercontent.com/topics/hyperparameter-tuning
cluster-deployment https://patch-diff.githubusercontent.com/topics/cluster-deployment
sklearn-compatible https://patch-diff.githubusercontent.com/topics/sklearn-compatible
kubernetes-deployment https://patch-diff.githubusercontent.com/topics/kubernetes-deployment
tensorflow-examples https://patch-diff.githubusercontent.com/topics/tensorflow-examples
blackbox-optimization https://patch-diff.githubusercontent.com/topics/blackbox-optimization
production-system https://patch-diff.githubusercontent.com/topics/production-system
keras-examples https://patch-diff.githubusercontent.com/topics/keras-examples
scipy-compatible https://patch-diff.githubusercontent.com/topics/scipy-compatible
pytorch-compatible https://patch-diff.githubusercontent.com/topics/pytorch-compatible
Readme https://patch-diff.githubusercontent.com/ARM-software/mango#readme-ov-file
Apache-2.0 LICENSE https://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/LICENSE
Apache-2.0 License.txt https://patch-diff.githubusercontent.com/ARM-software/mango/blob/main/License.txt
Security policy https://patch-diff.githubusercontent.com/ARM-software/mango#security-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/ARM-software/mango
Activityhttps://patch-diff.githubusercontent.com/ARM-software/mango/activity
Custom propertieshttps://patch-diff.githubusercontent.com/ARM-software/mango/custom-properties
417 starshttps://patch-diff.githubusercontent.com/ARM-software/mango/stargazers
8 watchinghttps://patch-diff.githubusercontent.com/ARM-software/mango/watchers
47 forkshttps://patch-diff.githubusercontent.com/ARM-software/mango/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FARM-software%2Fmango&report=ARM-software+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/ARM-software/mango/releases
6 tags https://patch-diff.githubusercontent.com/ARM-software/mango/tags
Packages 0https://patch-diff.githubusercontent.com/orgs/ARM-software/packages?repo_name=mango
Please reload this pagehttps://patch-diff.githubusercontent.com/ARM-software/mango
Contributors 7https://patch-diff.githubusercontent.com/ARM-software/mango/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/ARM-software/mango
Jupyter Notebook 97.9% https://patch-diff.githubusercontent.com/ARM-software/mango/search?l=jupyter-notebook
Python 2.1% https://patch-diff.githubusercontent.com/ARM-software/mango/search?l=python
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.