https://github.com/docarray/docarray

cross-modal data-structures dataclass deep-learning docarray elasticsearch fastapi machine-learning multi-modal multimodal nearest-neighbor-search nested-data neural-search protobuf pydantic pytorch qdrant semantic-search weaviate

Score: 25.343470401197997

Last synced: about 8 hours ago
JSON representation

Repository metadata:

Represent, send, store and search multimodal data

Host: GitHub
URL: https://github.com/docarray/docarray
Owner: docarray
License: apache-2.0
Created: 2021-12-14T15:26:24.000Z (about 4 years ago)
Default Branch: main
Last Pushed: 2025-06-17T04:10:35.000Z (8 months ago)
Last Synced: 2025-12-26T11:51:03.638Z (about 1 month ago)
Topics: cross-modal, data-structures, dataclass, deep-learning, docarray, elasticsearch, fastapi, machine-learning, multi-modal, multimodal, nearest-neighbor-search, nested-data, neural-search, protobuf, pydantic, pytorch, qdrant, semantic-search, weaviate
Language: Python
Homepage: https://docs.docarray.org/
Size: 242 MB
Stars: 3,113
Watchers: 46
Forks: 234
Open Issues: 105
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: CONTRIBUTING.md
- License: LICENSE.md
- Code of conduct: CODE_OF_CONDUCT.md
- Security: SECURITY.md
- Governance: GOVERNANCE.md

Owner metadata:

Name: DocArray
Login: docarray
Email: info@lfaidata.foundation
Kind: organization
Description: DocArray is an open source project offering the data structure for multimodal data. It is hosted in incubation in the LF AI & Data Foundation.
Website: https://docs.docarray.org
Location: United States of America
Twitter: docarray
Company:
Icon url: https://avatars.githubusercontent.com/u/117445116?v=4
Repositories: 4
Last Synced at: 2024-05-11T22:43:44.364Z
Profile URL: https://github.com/docarray

GitHub Events

Total

Create event: 10
Delete event: 7
Fork event: 7
Issue comment event: 19
Issues event: 3
Pull request event: 28
Pull request review comment event: 3
Pull request review event: 2
Push event: 25
Release event: 1
Watch event: 147
Total: 252

Last Year

Create event: 9
Delete event: 7
Fork event: 5
Issue comment event: 13
Issues event: 2
Pull request event: 24
Pull request review comment event: 3
Pull request review event: 2
Push event: 25
Release event: 1
Watch event: 99
Total: 190

Committers metadata

Last synced: 27 days ago

Total Commits: 1,456
Total Committers: 76
Avg Commits per committer: 19.158
Development Distribution Score (DDS): 0.746

Commits in past year: 5
Committers in past year: 2
Avg Commits per committer in past year: 2.5
Development Distribution Score (DDS) in past year: 0.2

Name	Email	Commits
Han Xiao	h**o@j**i	370
samsja	5****a	189
Jina Dev Bot	d**t@j**i	159
Joan Fontanals	j**z@j**i	137
Johannes Messner	4****r	91
Charlotte Gerhaher	c**r@j**i	80
AlaeddineAbdessalem	a**3@l**r	78
Anne Yang	e**n@f**m	37
Saba Sturua	4****z	31
David Buchaca Prats	d**a@g**m	28
felix-wang	3****3	21
Alex Cureton-Griffiths	a****1	20
maxwelljin2	g**n@b**u	18
Jackmin801	5****1	17
dependabot[bot]	4****]	13
Nan Wang	n**g@j**i	11
Michael Günther	g**0@g**m	10
Winston Wong	w**2@g**m	9
dong xiang	i**g@g**m	9
Aziz Belaweid	4****z	8
Aman Agarwal	a**0@g**m	8
Puneeth K	3****8	8
Alvin Prayuda	a**a@g**m	8
Wang Bo	b**g@j**i	7
Delgermurun	d****n	6
Mohammad Kalim Akram	k**m@g**m	5
Andrey Vasnetsov	a**y@v**m	4
cristian	c****r	4
Casey Clements	c****s	3
Kacper Łukawski	k****i	3
and 46 more...

Issue and Pull Request metadata

Last synced: about 1 month ago

Total issues: 159
Total pull requests: 284
Average time to close issues: about 1 month
Average time to close pull requests: 15 days
Total issue authors: 56
Total pull request authors: 41
Average comments per issue: 2.79
Average comments per pull request: 2.6
Merged pull request: 185
Bot issues: 1
Bot pull requests: 69

Past year issues: 2
Past year pull requests: 21
Past year average time to close issues: about 1 month
Past year average time to close pull requests: 10 days
Past year issue authors: 2
Past year pull request authors: 4
Past year average comments per issue: 2.0
Past year average comments per pull request: 0.52
Past year merged pull request: 6
Past year bot issues: 0
Past year bot pull requests: 12

More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/docarray/docarray

Top Issue Authors

samsja (34)
jupyterjazz (19)
JoanFM (19)
JohannesMessner (15)
movchan74 (6)
hsm207 (5)
alaeddine-13 (4)
oytuntez (2)
Jackmin801 (2)
girishc13 (2)
wizrds (2)
vincetrep (2)
AnneYang720 (2)
beidongjiedeguang (2)
hugocool (2)

Top Pull Request Authors

JoanFM (81)
dependabot[bot] (69)
samsja (30)
jupyterjazz (16)
JohannesMessner (12)
punndcoder28 (8)
caseyclements (6)
AnneYang720 (5)
alaeddine-13 (5)
ai-naymul (3)
yxtay (3)
anna-charlotte (3)
James4Ever0 (2)
jay-bhambhani (2)
srini047 (2)

Top Issue Labels

good-first-issue (15)
area/document-index (8)
index/weaviate (7)
pydantic-v2 (7)
type/bug (4)
area/docs (2)
DocArray v2 (2)
difficulty/medium (1)
old docarray (1)
area/typing (1)
dependencies (1)
python (1)

Top Pull Request Labels

area/core (97)
area/testing (77)
dependencies (68)
python (65)
size/s (63)
size/xs (46)
component/array (28)
size/m (25)
area/housekeeping (25)
area/cicd (24)
area/typing (22)
area/docs (21)
area/setup (21)
size/xl (13)
area/entrypoint (12)
size/l (7)
component/proto (5)
github_actions (2)

Package metadata

Total packages: 3
Total downloads:
- pypi: 109,091 last-month
Total docker downloads: 303,570
Total dependent packages: 61 (may contain duplicates)
Total dependent repositories: 1,391 (may contain duplicates)
Total versions: 1,004
Total maintainers: 1
Total advisories: 1

pypi.org: docarray

The data structure for multimodal data

Homepage: https://docs.docarray.org/
Documentation: https://docs.docarray.org
Licenses: Apache 2.0
Latest release: 0.41.0 (published 11 months ago)
Last Synced: 2026-01-08T08:35:31.617Z (27 days ago)
Versions: 741
Dependent Packages: 58
Dependent Repositories: 1,390
Downloads: 109,091 Last month
Docker Downloads: 303,570
Rankings:
- Dependent repos count: 0.306%
- Downloads: 0.928%
- Docker downloads count: 0.945%
- Stargazers count: 1.449%
- Average: 1.578%
- Dependent packages count: 2.156%
- Forks count: 3.687%
Maintainers (1)
- jina-ai
Advisories:
- docarray prototype pollution

proxy.golang.org: github.com/docarray/docarray

Homepage:
Documentation: https://pkg.go.dev/github.com/docarray/docarray#section-documentation
Licenses: apache-2.0
Latest release: v0.40.1 (published 11 months ago)
Last Synced: 2026-01-04T18:05:33.803Z (about 1 month ago)
Versions: 164
Dependent Packages: 0
Dependent Repositories: 0
Rankings:
- Stargazers count: 1.331%
- Forks count: 1.949%
- Average: 5.686%
- Dependent packages count: 8.899%
- Dependent repos count: 10.567%

conda-forge.org: docarray

DocArray is a library for nested, unstructured data such as text, image, audio, video, 3D mesh. It allows deep learning engineers to efficiently process, embed, search, recommend, store, transfer the data with Pythonic API. 🌌 **All data types**: super-expressive data structure for representing complicated/mixed/nested text, image, video, audio, 3D mesh data. 🐍 **Pythonic experience**: designed to be as easy as Python list. If you know how to Python, you know how to DocArray. Intuitive idioms and type annotation simplify the code you write. 🧑‍🔬 **Data science powerhouse**: greatly accelerate data scientists work on embedding, matching, visualizing, evaluating via Torch/Tensorflow/ONNX/PaddlePaddle on CPU/GPU. 🚡 **Portable**: ready-to-wire at anytime with efficient and compact serialization from/to Protobuf, bytes, JSON, CSV, dataframe. PyPI: [https://pypi.org/project/docarray](https://pypi.org/project/docarray)

Homepage: https://github.com/docarray/docarray
Licenses: Apache-2.0
Latest release: 0.16.5 (published over 3 years ago)
Last Synced: 2025-12-31T16:02:45.644Z (about 1 month ago)
Versions: 99
Dependent Packages: 3
Dependent Repositories: 1
Rankings:
- Stargazers count: 9.082%
- Forks count: 14.512%
- Dependent packages count: 15.649%
- Average: 15.875%
- Dependent repos count: 24.258%

Dependencies

tests/index/epsilla/docker-compose.yml docker

epsilla/vectordb latest

.github/workflows/cd.yml actions

actions/checkout v2.5.0 composite
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tj-actions/changed-files v34 composite

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.github/workflows/force-docs-build.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite

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.github/workflows/uncaped.yml actions

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tests/index/elastic/v7/docker-compose.yml docker

docker.elastic.co/elasticsearch/elasticsearch 7.10.2

tests/index/elastic/v8/docker-compose.yml docker

docker.elastic.co/elasticsearch/elasticsearch 8.6.2

tests/index/milvus/docker-compose.yml docker

milvusdb/milvus v2.2.11
minio/minio RELEASE.2023-03-20T20-16-18Z
quay.io/coreos/etcd v3.5.5

tests/index/qdrant/docker-compose.yml docker

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tests/index/weaviate/docker-compose.yml docker

semitechnologies/weaviate 1.18.3

tests/integrations/store/docker-compose.yml docker

minio/minio RELEASE.2023-03-13T19-46-17Z

poetry.lock pypi

212 dependencies

pyproject.toml pypi

black >=22.10.0 develop
blacken-docs >=1.13.0 develop
coverage ==6.2 develop
isort >=5.10.1 develop
jupyterlab >=3.5.0 develop
mypy >=1 develop
pre-commit >=2.20.0 develop
pytest >=7.0 develop
pytest-cov 3.0.0 develop
ruff >=0.0.243 develop
types-protobuf >=3.20.4 develop
types-redis >=4.6.0.0 develop
av >=10.0.0
elastic-transport ^8.4.0
elasticsearch >=7.10.1
fastapi >=0.87.0
hnswlib >=0.7.0
jax >=0.4.10
jina-hubble-sdk >=0.34.0
lz4 >=1.0.0
numpy >=1.17.3
orjson >=3.8.2
pandas >=1.1.0
pillow >=9.3.0
protobuf >=3.20.0
pydantic >=1.10.2,<2.0.0
pydub ^0.25.1
pymilvus ^2.2.12
python >=3.8,<4.0
qdrant-client >=1.1.4
redis ^4.6.0
rich >=13.1.0
smart-open >=6.3.0
torch >=1.0.0
trimesh >=3.17.1
types-pillow >=9.3.0.1
types-requests >=2.28.11.6
typing-inspect >=0.8.0
weaviate-client >=3.17, <3.18

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