René's URL Explorer Experiment


Title: GitHub - Modalities/modalities: Modalities, a PyTorch-native framework for distributed and reproducible foundation model training.

Open Graph Title: GitHub - Modalities/modalities: Modalities, a PyTorch-native framework for distributed and reproducible foundation model training.

X Title: GitHub - Modalities/modalities: Modalities, a PyTorch-native framework for distributed and reproducible foundation model training.

Description: Modalities, a PyTorch-native framework for distributed and reproducible foundation model training. - Modalities/modalities

Open Graph Description: Modalities, a PyTorch-native framework for distributed and reproducible foundation model training. - Modalities/modalities

X Description: Modalities, a PyTorch-native framework for distributed and reproducible foundation model training. - Modalities/modalities

Opengraph URL: https://github.com/Modalities/modalities

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:d951e2f1-70a7-6f9c-48b9-377ab67ee677
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idED5A:1D2DA5:92DA1:C875A:698E181D
html-safe-nonce2e9eb9b1e4b373760f16e8f57d7646be22b616004a593bc3e713012c5d3d230d
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFRDVBOjFEMkRBNTo5MkRBMTpDODc1QTo2OThFMTgxRCIsInZpc2l0b3JfaWQiOiI1OTU0MDE5ODY0NjQxMTQ4OTU3IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmacca6cc2c08a4fa613383f5f3bd405ecb349ec97f3f486c6ef94e1338cf04f7274
hovercard-subject-tagrepository:742078854
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/Modalities/modalities
twitter:imagehttps://opengraph.githubassets.com/c3b2a1d5abe631345d1c0e034a8fc9b15585317ca56c6c8388cfa8739af72990/Modalities/modalities
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/c3b2a1d5abe631345d1c0e034a8fc9b15585317ca56c6c8388cfa8739af72990/Modalities/modalities
og:image:altModalities, a PyTorch-native framework for distributed and reproducible foundation model training. - Modalities/modalities
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None52130a026bd9a3f98228b6aa6af91acdab5d18de411e2c1e67e6253493561296
turbo-cache-controlno-preview
go-importgithub.com/Modalities/modalities git https://github.com/Modalities/modalities.git
octolytics-dimension-user_id153828696
octolytics-dimension-user_loginModalities
octolytics-dimension-repository_id742078854
octolytics-dimension-repository_nwoModalities/modalities
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id742078854
octolytics-dimension-repository_network_root_nwoModalities/modalities
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/Modalities/modalities#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FModalities%2Fmodalities
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%2FModalities%2Fmodalities
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=Modalities%2Fmodalities
Reloadhttps://patch-diff.githubusercontent.com/Modalities/modalities
Reloadhttps://patch-diff.githubusercontent.com/Modalities/modalities
Reloadhttps://patch-diff.githubusercontent.com/Modalities/modalities
Modalities https://patch-diff.githubusercontent.com/Modalities
modalitieshttps://patch-diff.githubusercontent.com/Modalities/modalities
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FModalities%2Fmodalities
Fork 14 https://patch-diff.githubusercontent.com/login?return_to=%2FModalities%2Fmodalities
Star 100 https://patch-diff.githubusercontent.com/login?return_to=%2FModalities%2Fmodalities
MIT license https://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/LICENSE
100 stars https://patch-diff.githubusercontent.com/Modalities/modalities/stargazers
14 forks https://patch-diff.githubusercontent.com/Modalities/modalities/forks
Branches https://patch-diff.githubusercontent.com/Modalities/modalities/branches
Tags https://patch-diff.githubusercontent.com/Modalities/modalities/tags
Activity https://patch-diff.githubusercontent.com/Modalities/modalities/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FModalities%2Fmodalities
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FModalities%2Fmodalities
Code https://patch-diff.githubusercontent.com/Modalities/modalities
Issues 70 https://patch-diff.githubusercontent.com/Modalities/modalities/issues
Pull requests 10 https://patch-diff.githubusercontent.com/Modalities/modalities/pulls
Actions https://patch-diff.githubusercontent.com/Modalities/modalities/actions
Projects 0 https://patch-diff.githubusercontent.com/Modalities/modalities/projects
Security 0 https://patch-diff.githubusercontent.com/Modalities/modalities/security
Insights https://patch-diff.githubusercontent.com/Modalities/modalities/pulse
Code https://patch-diff.githubusercontent.com/Modalities/modalities
Issues https://patch-diff.githubusercontent.com/Modalities/modalities/issues
Pull requests https://patch-diff.githubusercontent.com/Modalities/modalities/pulls
Actions https://patch-diff.githubusercontent.com/Modalities/modalities/actions
Projects https://patch-diff.githubusercontent.com/Modalities/modalities/projects
Security https://patch-diff.githubusercontent.com/Modalities/modalities/security
Insights https://patch-diff.githubusercontent.com/Modalities/modalities/pulse
Brancheshttps://patch-diff.githubusercontent.com/Modalities/modalities/branches
Tagshttps://patch-diff.githubusercontent.com/Modalities/modalities/tags
https://patch-diff.githubusercontent.com/Modalities/modalities/branches
https://patch-diff.githubusercontent.com/Modalities/modalities/tags
2,969 Commitshttps://patch-diff.githubusercontent.com/Modalities/modalities/commits/main/
https://patch-diff.githubusercontent.com/Modalities/modalities/commits/main/
.githubhttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/.github
.githubhttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/.github
config_fileshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/config_files
config_fileshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/config_files
containerhttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/container
containerhttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/container
datahttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/data
datahttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/data
docshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/docs
docshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/docs
notebookshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/notebooks
notebookshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/notebooks
scriptshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/scripts
scriptshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/scripts
src/modalitieshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/src/modalities
src/modalitieshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/src/modalities
testshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/tests
testshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/tests
tutorialshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/tutorials
tutorialshttps://patch-diff.githubusercontent.com/Modalities/modalities/tree/main/tutorials
.coveragerchttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.coveragerc
.coveragerchttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.coveragerc
.gitignorehttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.gitignore
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.pre-commit-config.yaml
.readthedocs.yamlhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.readthedocs.yaml
.readthedocs.yamlhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/.readthedocs.yaml
CHANGELOG_DEV.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/CHANGELOG_DEV.md
CHANGELOG_DEV.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/CHANGELOG_DEV.md
CITATION.cffhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/CITATION.cff
CITATION.cffhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/CITATION.cff
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/CONTRIBUTING.md
Dataset.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/Dataset.md
Dataset.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/Dataset.md
LICENSEhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/LICENSE
MMAP_DATASET_README.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/MMAP_DATASET_README.md
MMAP_DATASET_README.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/MMAP_DATASET_README.md
README.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/README.md
pyproject.tomlhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/pyproject.toml
READMEhttps://patch-diff.githubusercontent.com/Modalities/modalities
Contributinghttps://patch-diff.githubusercontent.com/Modalities/modalities
MIT licensehttps://patch-diff.githubusercontent.com/Modalities/modalities
https://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/docs/source/banner.jpg
https://camo.githubusercontent.com/e4f8e198efb5dde74c10dff07226ec6756d33d26186ca713e8de79e79a81e1e7/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507974686f6e2d332e3130253230253743253230332e31312d626c7565
https://pytorch.org/
https://coveralls.io/github/Modalities/modalities
https://camo.githubusercontent.com/dfcc13d70345d519d53ce37f17c808654a9d9204936c883c185d70f258213a86/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f6d6f64616c6974696573
https://opensource.org/licenses/MIT
Modalities pre-printhttps://arxiv.org/abs/2602.08387
Leonardo Boosterhttps://leonardo-supercomputer.cineca.eu/hpc-system/
MareNostrum 5https://www.bsc.es/ca/marenostrum/marenostrum-5
herehttps://patch-diff.githubusercontent.com/Modalities/modalities#scaling-experiments
https://patch-diff.githubusercontent.com/Modalities/modalities#getting-started
thishttps://github.com/Modalities/modalities/blob/main/tutorials/getting_started/README.md
https://patch-diff.githubusercontent.com/Modalities/modalities#installation
https://patch-diff.githubusercontent.com/Modalities/modalities#option-1-installation-from-source
https://patch-diff.githubusercontent.com/Modalities/modalities#option-2-installation-via-pip
https://patch-diff.githubusercontent.com/Modalities/modalities#option-3-feature-complete-via-uv
https://patch-diff.githubusercontent.com/Modalities/modalities#option-4-containerized-setup-via-singularity--apptainer
https://patch-diff.githubusercontent.com/Modalities/modalities#1-build-the-image
https://patch-diff.githubusercontent.com/Modalities/modalities#2-run-the-built-in-smoke-test
https://patch-diff.githubusercontent.com/Modalities/modalities#3-launch-training-inside-the-container
https://patch-diff.githubusercontent.com/Modalities/modalities#usage
https://patch-diff.githubusercontent.com/Modalities/modalities#model-training
herehttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/getting_started/example_config.yaml
herehttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/docs/components/components.md
https://patch-diff.githubusercontent.com/Modalities/modalities#raw-training-dataset-indexation
https://patch-diff.githubusercontent.com/Modalities/modalities#raw-training-dataset-tokenization
herehttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/getting_started/example_dataset_config_train.yaml
https://patch-diff.githubusercontent.com/Modalities/modalities#inference
herehttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/getting_started/example_text_generation_config.yaml
https://patch-diff.githubusercontent.com/Modalities/modalities#tutorials
Modalities in 15minshttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/modalities_in_15_mins/README.md
Getting Startedhttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/getting_started/README.md
Warmstarthttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/warmstart/README.md
Library Usagehttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/library_usage/README.md
Instruction Tuninghttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/instruction_tuning/README.md
Scaling Uphttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/tutorials/scaling_up/README.md
https://patch-diff.githubusercontent.com/Modalities/modalities#supported-features
https://patch-diff.githubusercontent.com/Modalities/modalities#throughput-features
https://patch-diff.githubusercontent.com/Modalities/modalities#downstream-performance-features
https://patch-diff.githubusercontent.com/Modalities/modalities#reproducibility--extensibility-features
https://patch-diff.githubusercontent.com/Modalities/modalities#scaling-experiments
Leonardo Boosterhttps://leonardo-supercomputer.cineca.eu/hpc-system/
MareNostrum 5https://www.bsc.es/ca/marenostrum/marenostrum-5
https://patch-diff.githubusercontent.com/Modalities/modalities#leonardo-booster----nvidia-a100-64gb
Leonardo Booster Scaling Experimentshttps://github.com/Modalities/modalities/blob/scaling_experiments/docs/scaling_experiments/scaling_leonardo.md
https://patch-diff.githubusercontent.com/Modalities/modalities#marenostrum-5---nvidia-h100-64gb
MareNostrum5 Scaling Experimentshttps://github.com/Modalities/modalities/blob/scaling_experiments/docs/scaling_experiments/scaling_mn5.md
https://github.com/Modalities/modalities/blob/scaling_experiments/docs/scaling_experiments/scaling_28B_mbs_1_ac_True.png
https://patch-diff.githubusercontent.com/Modalities/modalities#contributing
contributinghttps://patch-diff.githubusercontent.com/Modalities/modalities/blob/main/CONTRIBUTING.md
https://github.com/modalities/modalities/graphs/contributors
https://patch-diff.githubusercontent.com/Modalities/modalities#citation
Readme https://patch-diff.githubusercontent.com/Modalities/modalities#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/Modalities/modalities#MIT-1-ov-file
Contributing https://patch-diff.githubusercontent.com/Modalities/modalities#contributing-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/Modalities/modalities
Activityhttps://patch-diff.githubusercontent.com/Modalities/modalities/activity
Custom propertieshttps://patch-diff.githubusercontent.com/Modalities/modalities/custom-properties
100 starshttps://patch-diff.githubusercontent.com/Modalities/modalities/stargazers
9 watchinghttps://patch-diff.githubusercontent.com/Modalities/modalities/watchers
14 forkshttps://patch-diff.githubusercontent.com/Modalities/modalities/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FModalities%2Fmodalities&report=Modalities+%28user%29
Releases 5https://patch-diff.githubusercontent.com/Modalities/modalities/releases
v0.5.0 Latest Feb 12, 2026 https://patch-diff.githubusercontent.com/Modalities/modalities/releases/tag/v0.5.0
+ 4 releaseshttps://patch-diff.githubusercontent.com/Modalities/modalities/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/Modalities/packages?repo_name=modalities
Please reload this pagehttps://patch-diff.githubusercontent.com/Modalities/modalities
Contributors 21https://patch-diff.githubusercontent.com/Modalities/modalities/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/Modalities/modalities
+ 7 contributorshttps://patch-diff.githubusercontent.com/Modalities/modalities/graphs/contributors
Python 53.1% https://patch-diff.githubusercontent.com/Modalities/modalities/search?l=python
Jupyter Notebook 46.0% https://patch-diff.githubusercontent.com/Modalities/modalities/search?l=jupyter-notebook
Shell 0.9% https://patch-diff.githubusercontent.com/Modalities/modalities/search?l=shell
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.