René's URL Explorer Experiment


Title: GitHub - unslothai/hyperlearn: 2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

Open Graph Title: GitHub - unslothai/hyperlearn: 2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

X Title: GitHub - unslothai/hyperlearn: 2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

Description: 2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old. - unslothai/hyperlearn

Open Graph Description: 2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old. - unslothai/hyperlearn

X Description: 2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old. - unslothai/hyperlearn

Opengraph URL: https://github.com/unslothai/hyperlearn

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:538953ff-5f5d-09d2-d6b8-074b8792c1df
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idA998:80411:575233:7B7F51:698C9B87
html-safe-nonce6cf950d8fa79bc4719edbd4f602d93f52fa63eda8258bb97bd9c387a18d5c8a1
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBOTk4OjgwNDExOjU3NTIzMzo3QjdGNTE6Njk4QzlCODciLCJ2aXNpdG9yX2lkIjoiMzU4OTg3OTY1ODAwMDk4MDg3MSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac88241a6a9e7dad9d547f59c0ef91c5bf3f6cf3d29e8128834f7fd2d9fbd55cae
hovercard-subject-tagrepository:146321178
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/unslothai/hyperlearn
twitter:imagehttps://opengraph.githubassets.com/0ee0f9ca8a1efe25a6e416b5113d9e861fa984c877dc87cd962d4ad337971717/unslothai/hyperlearn
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/0ee0f9ca8a1efe25a6e416b5113d9e861fa984c877dc87cd962d4ad337971717/unslothai/hyperlearn
og:image:alt2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old. - unslothai/hyperlearn
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None640eeb7b6ff4d8d106235d228c0c286e82592d4d2403227b5b2b4fc5832297a4
turbo-cache-controlno-preview
go-importgithub.com/unslothai/hyperlearn git https://github.com/unslothai/hyperlearn.git
octolytics-dimension-user_id150920049
octolytics-dimension-user_loginunslothai
octolytics-dimension-repository_id146321178
octolytics-dimension-repository_nwounslothai/hyperlearn
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id146321178
octolytics-dimension-repository_network_root_nwounslothai/hyperlearn
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/unslothai/hyperlearn#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Funslothai%2Fhyperlearn
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%2Funslothai%2Fhyperlearn
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=unslothai%2Fhyperlearn
Reloadhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
Reloadhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
Reloadhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
unslothai https://patch-diff.githubusercontent.com/unslothai
hyperlearnhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Funslothai%2Fhyperlearn
Fork 153 https://patch-diff.githubusercontent.com/login?return_to=%2Funslothai%2Fhyperlearn
Star 2.4k https://patch-diff.githubusercontent.com/login?return_to=%2Funslothai%2Fhyperlearn
unsloth.aihttps://unsloth.ai
Apache-2.0 license https://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/LICENSE
2.4k stars https://patch-diff.githubusercontent.com/unslothai/hyperlearn/stargazers
153 forks https://patch-diff.githubusercontent.com/unslothai/hyperlearn/forks
Branches https://patch-diff.githubusercontent.com/unslothai/hyperlearn/branches
Tags https://patch-diff.githubusercontent.com/unslothai/hyperlearn/tags
Activity https://patch-diff.githubusercontent.com/unslothai/hyperlearn/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Funslothai%2Fhyperlearn
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Funslothai%2Fhyperlearn
Code https://patch-diff.githubusercontent.com/unslothai/hyperlearn
Issues 1 https://patch-diff.githubusercontent.com/unslothai/hyperlearn/issues
Pull requests 1 https://patch-diff.githubusercontent.com/unslothai/hyperlearn/pulls
Actions https://patch-diff.githubusercontent.com/unslothai/hyperlearn/actions
Projects 0 https://patch-diff.githubusercontent.com/unslothai/hyperlearn/projects
Wiki https://patch-diff.githubusercontent.com/unslothai/hyperlearn/wiki
Security 0 https://patch-diff.githubusercontent.com/unslothai/hyperlearn/security
Insights https://patch-diff.githubusercontent.com/unslothai/hyperlearn/pulse
Code https://patch-diff.githubusercontent.com/unslothai/hyperlearn
Issues https://patch-diff.githubusercontent.com/unslothai/hyperlearn/issues
Pull requests https://patch-diff.githubusercontent.com/unslothai/hyperlearn/pulls
Actions https://patch-diff.githubusercontent.com/unslothai/hyperlearn/actions
Projects https://patch-diff.githubusercontent.com/unslothai/hyperlearn/projects
Wiki https://patch-diff.githubusercontent.com/unslothai/hyperlearn/wiki
Security https://patch-diff.githubusercontent.com/unslothai/hyperlearn/security
Insights https://patch-diff.githubusercontent.com/unslothai/hyperlearn/pulse
Brancheshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/branches
Tagshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tags
https://patch-diff.githubusercontent.com/unslothai/hyperlearn/branches
https://patch-diff.githubusercontent.com/unslothai/hyperlearn/tags
264 Commitshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/commits/master/
https://patch-diff.githubusercontent.com/unslothai/hyperlearn/commits/master/
Imageshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/Images
Imageshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/Images
__hyperlearn_archivehttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/__hyperlearn_archive
__hyperlearn_archivehttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/__hyperlearn_archive
hyperlearnhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/hyperlearn
hyperlearnhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/hyperlearn
linkerhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/linker
linkerhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/tree/master/linker
CODE_OF_CONDUCT.mdhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.mdhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/CODE_OF_CONDUCT.md
LICENSEhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/README.md
setup.pyhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/setup.py
setup.pyhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/setup.py
READMEhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
Code of conducthttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
Apache-2.0 licensehttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
https://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/Images/HyperLearn_Logo.png
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#2-2000x-faster-algos-50-less-memory-usage-works-on-all-hardware---new-and-old
https://discord.gg/unslothhttps://discord.gg/unsloth
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#if-you-want-to-collab-on-fast-algorithms---msg-mejoin-our-discord-server-on-making-ai-faster-or-if-you-just-wanna-chat-about-ai-httpsdiscordggunsloth
http://unsloth.ai/
Documentationhttps://hyperlearn.readthedocs.io/en/latest/index.html
50 Page Modern Big Data Algorithms PDFhttps://drive.google.com/file/d/18fxyBiPE0G4e5yixAj5S--YL_pgTh3Vo/view?usp=sharing
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#-hyperlearns-algorithms-methods-and-repo-has-been-featured-or-mentioned-in-5-research-papers-
http://learningsys.org/nips18/assets/papers/45CameraReadySubmissionfinetune.pdfhttp://learningsys.org/nips18/assets/papers/45CameraReadySubmissionfinetune.pdf
https://arxiv.org/abs/2005.03220https://arxiv.org/abs/2005.03220
https://dl.acm.org/doi/10.1145/3411408.3411465https://dl.acm.org/doi/10.1145/3411408.3411465
https://digitalassets.lib.berkeley.edu/techreports/ucb/incoming/EECS-2020-89.pdfhttps://digitalassets.lib.berkeley.edu/techreports/ucb/incoming/EECS-2020-89.pdf
https://arxiv.org/abs/2002.04803https://arxiv.org/abs/2002.04803
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#-hyperlearns-methods-and-algorithms-have-been-incorporated-into-more-than-6-organizations-and-repositories-
pytorch/pytorch#11174https://github.com/pytorch/pytorch/issues/11174
scipy/scipy#9212https://github.com/scipy/scipy/issues/9212
cupy/cupy#2277https://github.com/cupy/cupy/pull/2277
https://medium.com/rapids-ai/tsne-with-gpus-hours-to-seconds-9d9c17c941dbhttps://medium.com/rapids-ai/tsne-with-gpus-hours-to-seconds-9d9c17c941db
https://www.abstractsonline.com/pp8/#!/9305/presentation/465https://www.abstractsonline.com/pp8/#!/9305/presentation/465
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#-during-hyperlearns-development-bugs-and-issues-were-notified-to-gcc-
https://gcc.gnu.org/bugzilla/show_bug.cgi?id=96535https://gcc.gnu.org/bugzilla/show_bug.cgi?id=96535
https://gcc.gnu.org/bugzilla/show_bug.cgi?id=98317https://gcc.gnu.org/bugzilla/show_bug.cgi?id=98317
https://gcc.gnu.org/bugzilla/show_bug.cgi?id=98387https://gcc.gnu.org/bugzilla/show_bug.cgi?id=98387
https://gcc.gnu.org/bugzilla/show_bug.cgi?id=98348https://gcc.gnu.org/bugzilla/show_bug.cgi?id=98348
https://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master
https://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master
https://patch-diff.githubusercontent.com/unslothai/hyperlearn
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#comparison-of-speed--memory
https://patch-diff.githubusercontent.com/unslothai/hyperlearn/blob/master/Images/Preliminary Results N=5000 P=6000.png
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#help-is-really-needed-message-me
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#key-methodologies-and-aims
Embarrassingly Parallel For Loopshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn#1
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#1-embarrassingly-parallel-for-loops
50%+ Faster, 50%+ Leanerhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn#2
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#2-50-faster-50-leaner
Why is Statsmodels sometimes unbearably slow?https://patch-diff.githubusercontent.com/unslothai/hyperlearn#3
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#3-why-is-statsmodels-sometimes-unbearably-slow
Deep Learning Drop In Modules with PyTorchhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn#4
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#4-deep-learning-drop-in-modules-with-pytorch
20%+ Less Code, Cleaner Clearer Codehttps://patch-diff.githubusercontent.com/unslothai/hyperlearn#5
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#5-20-less-code-cleaner-clearer-code
Accessing Old and Exciting New Algorithmshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn#6
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#6-accessing-old-and-exciting-new-algorithms
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#1-embarrassingly-parallel-for-loops-1
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#2-50-faster-50-leaner-1
https://en.wikipedia.org/wiki/Matrix_chain_multiplicationhttps://en.wikipedia.org/wiki/Matrix_chain_multiplication
https://en.wikipedia.org/wiki/Hadamard_product_(matrices)https://en.wikipedia.org/wiki/Hadamard_product_(matrices)
https://en.wikipedia.org/wiki/Einstein_notationhttps://en.wikipedia.org/wiki/Einstein_notation
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#3-why-is-statsmodels-sometimes-unbearably-slow-1
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#4-deep-learning-drop-in-modules-with-pytorch-1
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#5-20-less-code-cleaner-clearer-code-1
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#6-accessing-old-and-exciting-new-algorithms-1
https://patch-diff.githubusercontent.com/unslothai/hyperlearn#extra-license-terms
unsloth.aihttps://unsloth.ai
python https://patch-diff.githubusercontent.com/topics/python
data-science https://patch-diff.githubusercontent.com/topics/data-science
machine-learning https://patch-diff.githubusercontent.com/topics/machine-learning
statistics https://patch-diff.githubusercontent.com/topics/statistics
research https://patch-diff.githubusercontent.com/topics/research
deep-learning https://patch-diff.githubusercontent.com/topics/deep-learning
neural-network https://patch-diff.githubusercontent.com/topics/neural-network
gpu https://patch-diff.githubusercontent.com/topics/gpu
optimization https://patch-diff.githubusercontent.com/topics/optimization
scikit-learn https://patch-diff.githubusercontent.com/topics/scikit-learn
pytorch https://patch-diff.githubusercontent.com/topics/pytorch
econometrics https://patch-diff.githubusercontent.com/topics/econometrics
data-analysis https://patch-diff.githubusercontent.com/topics/data-analysis
tensor https://patch-diff.githubusercontent.com/topics/tensor
regression-models https://patch-diff.githubusercontent.com/topics/regression-models
statsmodels https://patch-diff.githubusercontent.com/topics/statsmodels
Readme https://patch-diff.githubusercontent.com/unslothai/hyperlearn#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/unslothai/hyperlearn#Apache-2.0-1-ov-file
Code of conduct https://patch-diff.githubusercontent.com/unslothai/hyperlearn#coc-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
Activityhttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/activity
Custom propertieshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/custom-properties
2.4k starshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/stargazers
92 watchinghttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/watchers
153 forkshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Funslothai%2Fhyperlearn&report=unslothai+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/unslothai/hyperlearn/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/unslothai/packages?repo_name=hyperlearn
Please reload this pagehttps://patch-diff.githubusercontent.com/unslothai/hyperlearn
Contributors 4https://patch-diff.githubusercontent.com/unslothai/hyperlearn/graphs/contributors
https://github.com/danielhanchen
danielhanchen Daniel Han https://github.com/danielhanchen
https://github.com/shimmyshimmer
shimmyshimmer Michael Han https://github.com/shimmyshimmer
https://github.com/laykea
laykea Jack Harper https://github.com/laykea
https://github.com/erjanmx
erjanmx Erjan K https://github.com/erjanmx
Jupyter Notebook 49.1% https://patch-diff.githubusercontent.com/unslothai/hyperlearn/search?l=jupyter-notebook
Python 33.0% https://patch-diff.githubusercontent.com/unslothai/hyperlearn/search?l=python
Cython 13.2% https://patch-diff.githubusercontent.com/unslothai/hyperlearn/search?l=cython
C++ 2.4% https://patch-diff.githubusercontent.com/unslothai/hyperlearn/search?l=c%2B%2B
Makefile 1.2% https://patch-diff.githubusercontent.com/unslothai/hyperlearn/search?l=makefile
Batchfile 1.1% https://patch-diff.githubusercontent.com/unslothai/hyperlearn/search?l=batchfile
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.