René's URL Explorer Experiment


Title: GitHub - firstbatchxyz/dnet: Distributed LLM Inference for Apple Silicon Clusters · GitHub

Open Graph Title: GitHub - firstbatchxyz/dnet: Distributed LLM Inference for Apple Silicon Clusters

X Title: GitHub - firstbatchxyz/dnet: Distributed LLM Inference for Apple Silicon Clusters

Description: Distributed LLM Inference for Apple Silicon Clusters - firstbatchxyz/dnet

Open Graph Description: Distributed LLM Inference for Apple Silicon Clusters - firstbatchxyz/dnet

X Description: Distributed LLM Inference for Apple Silicon Clusters - firstbatchxyz/dnet

Opengraph URL: https://github.com/firstbatchxyz/dnet

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:0b881a6c-15db-f851-bb72-812571753977
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id8C1E:B5247:94F5F6:C6DC3F:6A4C4AB5
html-safe-noncecd6e4f83b236fdf6b9825aa1808ae520103b142d1ca45ce76a794c3fcde057ec
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4QzFFOkI1MjQ3Ojk0RjVGNjpDNkRDM0Y6NkE0QzRBQjUiLCJ2aXNpdG9yX2lkIjoiNzM5NzM4NjIxNjUzNTY4MTgxIiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac8f939edc194f523a485973a78d5884ee219c2927d6434e80ac3d847ae90a7d9c
hovercard-subject-tagrepository:1069132600
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/firstbatchxyz/dnet
twitter:imagehttps://opengraph.githubassets.com/4bf414bb926efa2d1cac9b842c331ededd6baad4367dc59bb3de29eb1078a39e/firstbatchxyz/dnet
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/4bf414bb926efa2d1cac9b842c331ededd6baad4367dc59bb3de29eb1078a39e/firstbatchxyz/dnet
og:image:altDistributed LLM Inference for Apple Silicon Clusters - firstbatchxyz/dnet
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None3d11bb817438277de2a940854450e83a7d32b6aeb5014e9e6b00a6423900251c
turbo-cache-controlno-cache
go-importgithub.com/firstbatchxyz/dnet git https://github.com/firstbatchxyz/dnet.git
octolytics-dimension-user_id107621806
octolytics-dimension-user_loginfirstbatchxyz
octolytics-dimension-repository_id1069132600
octolytics-dimension-repository_nwofirstbatchxyz/dnet
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1069132600
octolytics-dimension-repository_network_root_nwofirstbatchxyz/dnet
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
release65d78903193f110d7a9d1f8587c6dc3cb911aae0
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/firstbatchxyz/dnet#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Ffirstbatchxyz%2Fdnet
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%2Ffirstbatchxyz%2Fdnet
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=firstbatchxyz%2Fdnet
Reloadhttps://github.com/firstbatchxyz/dnet
Reloadhttps://github.com/firstbatchxyz/dnet
Reloadhttps://github.com/firstbatchxyz/dnet
Please reload this pagehttps://github.com/firstbatchxyz/dnet
firstbatchxyz https://github.com/firstbatchxyz
dnethttps://github.com/firstbatchxyz/dnet
Notifications https://github.com/login?return_to=%2Ffirstbatchxyz%2Fdnet
Fork 9 https://github.com/login?return_to=%2Ffirstbatchxyz%2Fdnet
Star 71 https://github.com/login?return_to=%2Ffirstbatchxyz%2Fdnet
Code https://github.com/firstbatchxyz/dnet
Issues 16 https://github.com/firstbatchxyz/dnet/issues
Pull requests 8 https://github.com/firstbatchxyz/dnet/pulls
Actions https://github.com/firstbatchxyz/dnet/actions
Projects https://github.com/firstbatchxyz/dnet/projects
Security and quality 0 https://github.com/firstbatchxyz/dnet/security
Insights https://github.com/firstbatchxyz/dnet/pulse
Code https://github.com/firstbatchxyz/dnet
Issues https://github.com/firstbatchxyz/dnet/issues
Pull requests https://github.com/firstbatchxyz/dnet/pulls
Actions https://github.com/firstbatchxyz/dnet/actions
Projects https://github.com/firstbatchxyz/dnet/projects
Security and quality https://github.com/firstbatchxyz/dnet/security
Insights https://github.com/firstbatchxyz/dnet/pulse
https://github.com/firstbatchxyz/dnet
Brancheshttps://github.com/firstbatchxyz/dnet/branches
Tagshttps://github.com/firstbatchxyz/dnet/tags
https://github.com/firstbatchxyz/dnet/branches
https://github.com/firstbatchxyz/dnet/tags
341 Commitshttps://github.com/firstbatchxyz/dnet/commits/master/
https://github.com/firstbatchxyz/dnet/commits/master/
.githubhttps://github.com/firstbatchxyz/dnet/tree/master/.github
.githubhttps://github.com/firstbatchxyz/dnet/tree/master/.github
.vscodehttps://github.com/firstbatchxyz/dnet/tree/master/.vscode
.vscodehttps://github.com/firstbatchxyz/dnet/tree/master/.vscode
libhttps://github.com/firstbatchxyz/dnet/tree/master/lib
libhttps://github.com/firstbatchxyz/dnet/tree/master/lib
logshttps://github.com/firstbatchxyz/dnet/tree/master/logs
logshttps://github.com/firstbatchxyz/dnet/tree/master/logs
mischttps://github.com/firstbatchxyz/dnet/tree/master/misc
mischttps://github.com/firstbatchxyz/dnet/tree/master/misc
scriptshttps://github.com/firstbatchxyz/dnet/tree/master/scripts
scriptshttps://github.com/firstbatchxyz/dnet/tree/master/scripts
srchttps://github.com/firstbatchxyz/dnet/tree/master/src
srchttps://github.com/firstbatchxyz/dnet/tree/master/src
testshttps://github.com/firstbatchxyz/dnet/tree/master/tests
testshttps://github.com/firstbatchxyz/dnet/tree/master/tests
.env.examplehttps://github.com/firstbatchxyz/dnet/blob/master/.env.example
.env.examplehttps://github.com/firstbatchxyz/dnet/blob/master/.env.example
.gitignorehttps://github.com/firstbatchxyz/dnet/blob/master/.gitignore
.gitignorehttps://github.com/firstbatchxyz/dnet/blob/master/.gitignore
.gitmoduleshttps://github.com/firstbatchxyz/dnet/blob/master/.gitmodules
.gitmoduleshttps://github.com/firstbatchxyz/dnet/blob/master/.gitmodules
.hostfile.examplehttps://github.com/firstbatchxyz/dnet/blob/master/.hostfile.example
.hostfile.examplehttps://github.com/firstbatchxyz/dnet/blob/master/.hostfile.example
.pre-commit-config.yamlhttps://github.com/firstbatchxyz/dnet/blob/master/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://github.com/firstbatchxyz/dnet/blob/master/.pre-commit-config.yaml
.python-versionhttps://github.com/firstbatchxyz/dnet/blob/master/.python-version
.python-versionhttps://github.com/firstbatchxyz/dnet/blob/master/.python-version
CITATION.cffhttps://github.com/firstbatchxyz/dnet/blob/master/CITATION.cff
CITATION.cffhttps://github.com/firstbatchxyz/dnet/blob/master/CITATION.cff
LICENSEhttps://github.com/firstbatchxyz/dnet/blob/master/LICENSE
LICENSEhttps://github.com/firstbatchxyz/dnet/blob/master/LICENSE
Makefilehttps://github.com/firstbatchxyz/dnet/blob/master/Makefile
Makefilehttps://github.com/firstbatchxyz/dnet/blob/master/Makefile
README.mdhttps://github.com/firstbatchxyz/dnet/blob/master/README.md
README.mdhttps://github.com/firstbatchxyz/dnet/blob/master/README.md
pyproject.tomlhttps://github.com/firstbatchxyz/dnet/blob/master/pyproject.toml
pyproject.tomlhttps://github.com/firstbatchxyz/dnet/blob/master/pyproject.toml
READMEhttps://github.com/firstbatchxyz/dnet
Apache-2.0 licensehttps://github.com/firstbatchxyz/dnet
https://raw.githubusercontent.com/firstbatchxyz/.github/refs/heads/master/branding/dria-logo-square.svg
https://github.com/firstbatchxyz/dnet#----dnet--
https://opensource.org/license/apache-2-0
https://github.com/firstbatchxyz/dnet/blob/master/.github/workflows/ci.yml
https://discord.com/invite/XwxZFkpFuQ
https://github.com/firstbatchxyz/dnet#features
Pipelined-ringhttps://arxiv.org/pdf/2504.08791
https://github.com/firstbatchxyz/dnet#installation
installation guidehttps://docs.astral.sh/uv/getting-started/installation/
https://github.com/firstbatchxyz/dnet#development
https://github.com/firstbatchxyz/dnet#git-hooks
pre-commithttps://pre-commit.com/
https://github.com/firstbatchxyz/dnet#usage
distilphttps://github.com/firstbatchxyz/distilp
Start Shardshttps://github.com/firstbatchxyz/dnet#running-a-shard
Start APIhttps://github.com/firstbatchxyz/dnet#running-an-api
Prepare Topologyhttps://github.com/firstbatchxyz/dnet#prepare-topology
Load Modelhttps://github.com/firstbatchxyz/dnet#load-model
Inferencehttps://github.com/firstbatchxyz/dnet#chat-completions
cataloghttps://github.com/firstbatchxyz/dnet/blob/master/src/dnet/api/catalog.py
https://github.com/firstbatchxyz/dnet/blob/master/misc/dnet-tui-ss.png
https://github.com/firstbatchxyz/dnet#viewing-dnet-tui
TUIhttps://github.com/firstbatchxyz/dnet-tui
repositoryhttps://github.com/firstbatchxyz/dnet-tui
https://github.com/firstbatchxyz/dnet#running-a-shard
https://github.com/firstbatchxyz/dnet#running-an-api
prepare the topologyhttps://github.com/firstbatchxyz/dnet#prepare-topology
load the modelhttps://github.com/firstbatchxyz/dnet#load-model
completionshttps://github.com/firstbatchxyz/dnet#chat-completions
https://github.com/firstbatchxyz/dnet#prepare-topology
https://github.com/firstbatchxyz/dnet#load-model
https://github.com/firstbatchxyz/dnet/blob/master/misc/dnet-shard-ss.png
https://github.com/firstbatchxyz/dnet#chat-completions
https://github.com/firstbatchxyz/dnet#devices
https://github.com/firstbatchxyz/dnet#configuration-env
https://github.com/firstbatchxyz/dnet#example-env
https://github.com/firstbatchxyz/dnet#testing
Developmenthttps://github.com/firstbatchxyz/dnet#development
taskshttps://github.com/firstbatchxyz/dnet/blob/master/.vscode/tasks.json
https://github.com/firstbatchxyz/dnet#acknowledgements
MLXhttps://github.com/ml-explore/mlx
Prima.cpp: Fast 30-70B LLM Inference on Heterogeneous and Low-Resource Home Clustershttps://arxiv.org/abs/2504.08791
Run your own AI cluster at home with everyday deviceshttps://github.com/exo-explore/exo
Collaborative Inference for Large Language Modelshttps://github.com/bigscience-workshop/petals
https://github.com/firstbatchxyz/dnet#license
herehttps://github.com/firstbatchxyz/dnet/blob/master/LICENSE
https://github.com/firstbatchxyz/dnet#cite
citehttps://github.com/firstbatchxyz/dnet/blob/master/CITATION.cff
dria.co/dnethttps://dria.co/dnet
Readme https://github.com/firstbatchxyz/dnet#readme-ov-file
Apache-2.0 license https://github.com/firstbatchxyz/dnet#Apache-2.0-1-ov-file
Please reload this pagehttps://github.com/firstbatchxyz/dnet
Activityhttps://github.com/firstbatchxyz/dnet/activity
Custom propertieshttps://github.com/firstbatchxyz/dnet/custom-properties
9 forkshttps://github.com/firstbatchxyz/dnet/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffirstbatchxyz%2Fdnet&report=firstbatchxyz+%28user%29
Releases 1https://github.com/firstbatchxyz/dnet/releases
v0.0.1-alpha Latest Nov 30, 2025 https://github.com/firstbatchxyz/dnet/releases/tag/v0.0.1-alpha
Packages 0https://github.com/orgs/firstbatchxyz/packages?repo_name=dnet
Please reload this pagehttps://github.com/firstbatchxyz/dnet
Contributorshttps://github.com/firstbatchxyz/dnet/graphs/contributors
Please reload this pagehttps://github.com/firstbatchxyz/dnet
Python 99.2% https://github.com/firstbatchxyz/dnet/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.