René's URL Explorer Experiment


Title: GitHub - caseyclements/docarray: Represent, send, store and search multimodal data

Open Graph Title: GitHub - caseyclements/docarray: Represent, send, store and search multimodal data

X Title: GitHub - caseyclements/docarray: Represent, send, store and search multimodal data

Description: Represent, send, store and search multimodal data. Contribute to caseyclements/docarray development by creating an account on GitHub.

Open Graph Description: Represent, send, store and search multimodal data. Contribute to caseyclements/docarray development by creating an account on GitHub.

X Description: Represent, send, store and search multimodal data. Contribute to caseyclements/docarray development by creating an account on GitHub.

Opengraph URL: https://github.com/caseyclements/docarray

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:a3752229-1ea6-3714-3ae0-5d2969632390
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idAFF4:8EF53:2C55A6:3D8B65:69831CDA
html-safe-nonce0c638dc686ec09ea17d26efaaa39b9435fa5b1e21696bd582b3d590871621068
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBRkY0OjhFRjUzOjJDNTVBNjozRDhCNjU6Njk4MzFDREEiLCJ2aXNpdG9yX2lkIjoiMjY2NzY4NDY1OTgyMzA1ODEzOCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac3f991374e79c5f174d746c0f9f3a8545413a5218ca6480bac2c0fff008a1a77f
hovercard-subject-tagrepository:788659559
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/caseyclements/docarray
twitter:imagehttps://opengraph.githubassets.com/0a01c8c5350b6ed480144449e2e8db5e25f5a27f79999e784f471ec19094192c/caseyclements/docarray
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/0a01c8c5350b6ed480144449e2e8db5e25f5a27f79999e784f471ec19094192c/caseyclements/docarray
og:image:altRepresent, send, store and search multimodal data. Contribute to caseyclements/docarray development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Nonec6741528aa4d4ba81c57bbff8f8cc0de0e9115cb2993431dc9dac8d489f7b4ee
turbo-cache-controlno-preview
go-importgithub.com/caseyclements/docarray git https://github.com/caseyclements/docarray.git
octolytics-dimension-user_id737181
octolytics-dimension-user_logincaseyclements
octolytics-dimension-repository_id788659559
octolytics-dimension-repository_nwocaseyclements/docarray
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id438303578
octolytics-dimension-repository_parent_nwodocarray/docarray
octolytics-dimension-repository_network_root_id438303578
octolytics-dimension-repository_network_root_nwodocarray/docarray
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
released47248b3090603bdc219cc44ef088eef8eed0928
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/caseyclements/docarray#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fcaseyclements%2Fdocarray
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%2Fcaseyclements%2Fdocarray
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=caseyclements%2Fdocarray
Reloadhttps://patch-diff.githubusercontent.com/caseyclements/docarray
Reloadhttps://patch-diff.githubusercontent.com/caseyclements/docarray
Reloadhttps://patch-diff.githubusercontent.com/caseyclements/docarray
caseyclements https://patch-diff.githubusercontent.com/caseyclements
docarrayhttps://patch-diff.githubusercontent.com/caseyclements/docarray
docarray/docarrayhttps://patch-diff.githubusercontent.com/docarray/docarray
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fcaseyclements%2Fdocarray
Fork 1 https://patch-diff.githubusercontent.com/login?return_to=%2Fcaseyclements%2Fdocarray
Star 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fcaseyclements%2Fdocarray
docs.docarray.org/https://docs.docarray.org/
Apache-2.0 license https://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/LICENSE.md
0 stars https://patch-diff.githubusercontent.com/caseyclements/docarray/stargazers
234 forks https://patch-diff.githubusercontent.com/caseyclements/docarray/forks
Branches https://patch-diff.githubusercontent.com/caseyclements/docarray/branches
Tags https://patch-diff.githubusercontent.com/caseyclements/docarray/tags
Activity https://patch-diff.githubusercontent.com/caseyclements/docarray/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fcaseyclements%2Fdocarray
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fcaseyclements%2Fdocarray
Code https://patch-diff.githubusercontent.com/caseyclements/docarray
Pull requests 0 https://patch-diff.githubusercontent.com/caseyclements/docarray/pulls
Actions https://patch-diff.githubusercontent.com/caseyclements/docarray/actions
Projects 0 https://patch-diff.githubusercontent.com/caseyclements/docarray/projects
Security 0 https://patch-diff.githubusercontent.com/caseyclements/docarray/security
Insights https://patch-diff.githubusercontent.com/caseyclements/docarray/pulse
Code https://patch-diff.githubusercontent.com/caseyclements/docarray
Pull requests https://patch-diff.githubusercontent.com/caseyclements/docarray/pulls
Actions https://patch-diff.githubusercontent.com/caseyclements/docarray/actions
Projects https://patch-diff.githubusercontent.com/caseyclements/docarray/projects
Security https://patch-diff.githubusercontent.com/caseyclements/docarray/security
Insights https://patch-diff.githubusercontent.com/caseyclements/docarray/pulse
Brancheshttps://patch-diff.githubusercontent.com/caseyclements/docarray/branches
Tagshttps://patch-diff.githubusercontent.com/caseyclements/docarray/tags
https://patch-diff.githubusercontent.com/caseyclements/docarray/branches
https://patch-diff.githubusercontent.com/caseyclements/docarray/tags
1,461 Commitshttps://patch-diff.githubusercontent.com/caseyclements/docarray/commits/main/
https://patch-diff.githubusercontent.com/caseyclements/docarray/commits/main/
.githubhttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/.github
.githubhttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/.github
docarrayhttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/docarray
docarrayhttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/docarray
docshttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/docs
docshttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/docs
scriptshttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/scripts
scriptshttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/scripts
testshttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/tests
testshttps://patch-diff.githubusercontent.com/caseyclements/docarray/tree/main/tests
.gitignorehttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/.gitignore
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/.pre-commit-config.yaml
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/CHANGELOG.md
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/CHANGELOG.md
CODE_OF_CONDUCT.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/CONTRIBUTING.md
GOVERNANCE.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/GOVERNANCE.md
GOVERNANCE.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/GOVERNANCE.md
LICENSE.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/LICENSE.md
LICENSE.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/LICENSE.md
README.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/README.md
SECURITY.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/SECURITY.md
SECURITY.mdhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/SECURITY.md
mkdocs.ymlhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/mkdocs.yml
mkdocs.ymlhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/mkdocs.yml
poetry.lockhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/poetry.lock
poetry.lockhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/poetry.lock
pyproject.tomlhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/caseyclements/docarray/blob/main/pyproject.toml
READMEhttps://patch-diff.githubusercontent.com/caseyclements/docarray
Code of conducthttps://patch-diff.githubusercontent.com/caseyclements/docarray
Contributinghttps://patch-diff.githubusercontent.com/caseyclements/docarray
Licensehttps://patch-diff.githubusercontent.com/caseyclements/docarray
Securityhttps://patch-diff.githubusercontent.com/caseyclements/docarray
https://github.com/docarray/docarray/blob/main/docs/assets/logo-dark.svg?raw=true
https://pypi.org/project/docarray/
https://bestpractices.coreinfrastructure.org/projects/6554
https://codecov.io/gh/docarray/docarray
https://pypistats.org/packages/docarray
https://discord.gg/WaMp6PVPgR
codebasehttps://github.com/docarray/docarray/tree/v0.21.0
documentationhttps://docarray.jina.ai
its hot-fixes branchhttps://github.com/docarray/docarray/tree/docarray-v1-fixes
representationhttps://patch-diff.githubusercontent.com/caseyclements/docarray#represent
transmissionhttps://patch-diff.githubusercontent.com/caseyclements/docarray#send
storagehttps://patch-diff.githubusercontent.com/caseyclements/docarray#store
retrievalhttps://patch-diff.githubusercontent.com/caseyclements/docarray#retrieve
Apache License 2.0https://github.com/docarray/docarray/blob/main/LICENSE
LF AI & Data Foundationhttps://lfaidata.foundation/
NumPyhttps://github.com/numpy/numpy
PyTorchhttps://github.com/pytorch/pytorch
TensorFlowhttps://github.com/tensorflow/tensorflow
JAXhttps://github.com/google/jax
Pydantichttps://github.com/pydantic/pydantic
FastAPIhttps://github.com/tiangolo/fastapi/
Jinahttps://github.com/jina-ai/jina/
Weaviatehttps://weaviate.io/
Qdranthttps://qdrant.tech/
ElasticSearchhttps://www.elastic.co/de/elasticsearch/
Redishttps://redis.io/
Mongo Atlashttps://www.mongodb.com/
HNSWLibhttps://github.com/nmslib/hnswlib
Protobufhttps://protobuf.dev/
gRPChttps://grpc.io/
https://patch-diff.githubusercontent.com/caseyclements/docarray#installation
codebasehttps://github.com/docarray/docarray/tree/v0.21.0
docshttps://docarray.jina.ai
its hot-fixes branchhttps://github.com/docarray/docarray/tree/docarray-v1-fixes
https://patch-diff.githubusercontent.com/caseyclements/docarray#get-started
Coming from pure PyTorch or TensorFlowhttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-pytorch
Coming from Pydantichttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-pydantic
Coming from FastAPIhttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-fastapi
Coming from Jinahttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-jina
Coming from a vector databasehttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-a-vector-database
Coming from Langchainhttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-langchain
https://patch-diff.githubusercontent.com/caseyclements/docarray#represent
specific sectionhttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-pydantic
https://patch-diff.githubusercontent.com/caseyclements/docarray#compose-nested-documents
https://patch-diff.githubusercontent.com/caseyclements/docarray#collect-multiple-documents
https://patch-diff.githubusercontent.com/caseyclements/docarray#send
Jinahttps://github.com/jina-ai/jina/
FastAPIhttps://github.com/tiangolo/fastapi/
dedicated sectionhttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-fastapi
Jinahttps://github.com/jina-ai/jina/
FastAPIhttps://github.com/tiangolo/fastapi/
https://patch-diff.githubusercontent.com/caseyclements/docarray#store
AWS S3https://aws.amazon.com/de/s3/
Jina AI Cloudhttps://cloud.jina.ai/
https://patch-diff.githubusercontent.com/caseyclements/docarray#retrieve
Retrieval Augmented Generationhttps://arxiv.org/abs/2005.11401
Weaviatehttps://weaviate.io/
Qdranthttps://qdrant.tech/
ElasticSearchhttps://www.elastic.co/
Redishttps://redis.io/
Mongo Atlashttps://www.mongodb.com/
HNSWLibhttps://github.com/nmslib/hnswlib
https://patch-diff.githubusercontent.com/caseyclements/docarray#learn-docarray
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-docarray-021
dataclass APIhttps://docarray.jina.ai/fundamentals/dataclass/
Pydantichttps://pydantic-docs.helpmanual.io/usage/models/
herehttps://patch-diff.githubusercontent.com/caseyclements/docarray#store
Weaviatehttps://weaviate.io/
Qdranthttps://qdrant.tech/
ElasticSearchhttps://www.elastic.co/
Redishttps://redis.io/
Mongo Atlashttps://www.mongodb.com/
HNSWLibhttps://github.com/nmslib/hnswlib
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-pydantic
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-pytorch
FastAPIhttps://fastapi.tiangolo.com/
Jinahttps://github.com/jina-ai/jina
belowhttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-fastapi
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-tensorflow
PyTorch approachhttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-pytorch
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-fastapi
herehttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-pydantic
ORM for vector databaseshttps://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-a-vector-database
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-jina
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-a-vector-database
Weaviatehttps://www.weaviate.io/
Qdranthttps://qdrant.tech/
Elasticsearchhttps://www.elastic.co/elasticsearch/
Redishttps://redis.io/
Milvushttps://milvus.io
HNSWlibhttps://github.com/nmslib/hnswlib
Mongo Atlashttps://www.mongodb.com/
OpenSearchhttps://opensearch.org/
https://patch-diff.githubusercontent.com/caseyclements/docarray#coming-from-langchain
DocArrayRetrieverhttps://python.langchain.com/docs/modules/data_connection/retrievers/integrations/docarray_retriever
DocArrayInMemorySearchhttps://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/docarray_in_memory
DocArrayHnswSearchhttps://python.langchain.com/docs/modules/data_connection/vectorstores/integrations/docarray_hnsw
https://patch-diff.githubusercontent.com/caseyclements/docarray#see-also
Documentationhttps://docs.docarray.org
DocArray<=0.21 documentationhttps://docarray.jina.ai/
Join our Discord serverhttps://discord.gg/WaMp6PVPgR
Donation to Linux Foundation AI&Data blog posthttps://jina.ai/news/donate-docarray-lf-for-inclusive-standard-multimodal-data-model/
Roadmaphttps://github.com/docarray/docarray/issues/1714
docs.docarray.org/https://docs.docarray.org/
Readme https://patch-diff.githubusercontent.com/caseyclements/docarray#readme-ov-file
Apache-2.0 license https://patch-diff.githubusercontent.com/caseyclements/docarray#Apache-2.0-1-ov-file
Code of conduct https://patch-diff.githubusercontent.com/caseyclements/docarray#coc-ov-file
Contributing https://patch-diff.githubusercontent.com/caseyclements/docarray#contributing-ov-file
Security policy https://patch-diff.githubusercontent.com/caseyclements/docarray#security-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/caseyclements/docarray
Activityhttps://patch-diff.githubusercontent.com/caseyclements/docarray/activity
0 starshttps://patch-diff.githubusercontent.com/caseyclements/docarray/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/caseyclements/docarray/watchers
1 forkhttps://patch-diff.githubusercontent.com/caseyclements/docarray/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fcaseyclements%2Fdocarray&report=caseyclements+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/caseyclements/docarray/releases
Packages 0https://patch-diff.githubusercontent.com/users/caseyclements/packages?repo_name=docarray
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.