https://github.com/qdrant/fastembed
embeddings openai rag retrieval retrieval-augmented-generation vector-search
Score: 25.079891955215757
Last synced: about 24 hours ago
JSON representation
Repository metadata:
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Host: GitHub
- URL: https://github.com/qdrant/fastembed
- Owner: qdrant
- License: apache-2.0
- Created: 2023-07-14T04:59:33.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2025-12-18T14:50:03.000Z (about 2 months ago)
- Last Synced: 2025-12-25T22:41:36.841Z (about 1 month ago)
- Topics: embeddings, openai, rag, retrieval, retrieval-augmented-generation, vector-search
- Language: Python
- Homepage: https://qdrant.github.io/fastembed/
- Size: 3.59 MB
- Stars: 2,577
- Watchers: 19
- Forks: 168
- Open Issues: 114
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Notice: NOTICE
Owner metadata:
- Name: Qdrant
- Login: qdrant
- Email: info@qdrant.com
- Kind: organization
- Description: Creating advanced vector search technology
- Website: https://qdrant.tech/
- Location: Germany
- Twitter: qdrant_engine
- Company:
- Icon url: https://avatars.githubusercontent.com/u/73504361?v=4
- Repositories: 117
- Last Synced at: 2025-10-14T13:17:16.087Z
- Profile URL: https://github.com/qdrant
Committers metadata
Last synced: 3 months ago
Total Commits: 534
Total Committers: 26
Avg Commits per committer: 20.538
Development Distribution Score (DDS): 0.399
Commits in past year: 81
Committers in past year: 8
Avg Commits per committer in past year: 10.125
Development Distribution Score (DDS) in past year: 0.556
| Name | Commits | |
|---|---|---|
| NirantK | n****s@g****m | 321 |
| George | g****k@q****h | 76 |
| Hossam Hagag | 9****r | 40 |
| generall | a****y@v****m | 27 |
| Dmitrii Ogn | d****o@m****u | 22 |
| Anush | a****0@g****m | 20 |
| Kumar Shivendu | k****1@g****m | 5 |
| dependabot[bot] | 4****] | 4 |
| Jenny | 1****s | 2 |
| Andrew Green | a****1@g****m | 1 |
| Armaghan | r****0@g****m | 1 |
| Artem Daineko | d****b@g****m | 1 |
| Arun | a****9@g****m | 1 |
| David Janes | d****s@g****m | 1 |
| Dominik Weckmüller | 4****e | 1 |
| Joan Fontanals | j****z@g****m | 1 |
| Kacper Łukawski | k****i | 1 |
| Klaus Hueck | k****k@g****e | 1 |
| Nathan LeRoy | 4****7 | 1 |
| Rishav Dash | 5****b | 1 |
| Thiru | t****m@t****g | 1 |
| Yuvraj Wale | 9****e | 1 |
| Zihong Lin | 5****0 | 1 |
| amietn | a****n | 1 |
| n0x29a | 1****a | 1 |
| paulmartrencharpro | 1****o | 1 |
Issue and Pull Request metadata
Last synced: about 2 months ago
Total issues: 181
Total pull requests: 280
Average time to close issues: about 2 months
Average time to close pull requests: 9 days
Total issue authors: 132
Total pull request authors: 35
Average comments per issue: 1.21
Average comments per pull request: 0.7
Merged pull request: 169
Bot issues: 0
Bot pull requests: 6
Past year issues: 49
Past year pull requests: 103
Past year average time to close issues: 5 days
Past year average time to close pull requests: 4 days
Past year issue authors: 43
Past year pull request authors: 9
Past year average comments per issue: 0.61
Past year average comments per pull request: 0.55
Past year merged pull request: 70
Past year bot issues: 0
Past year bot pull requests: 3
Top Issue Authors
- joein (21)
- NirantK (11)
- michaelfeil (4)
- generall (4)
- nickprock (3)
- electroglyph (3)
- nauyan (2)
- racinmat (2)
- FaisalAliShah (2)
- InshaManowar (2)
- atarora (2)
- bm777 (2)
- NeevrajKB (2)
- KaifAhmad1 (2)
- I8dNLo (2)
Top Pull Request Authors
- joein (102)
- hh-space-invader (33)
- NirantK (33)
- I8dNLo (27)
- Anush008 (19)
- generall (13)
- Ya-shh (8)
- michaelfeil (5)
- dependabot[bot] (5)
- kacperlukawski (4)
- n0x29a (3)
- KShivendu (3)
- mrscoopers (2)
- celinehoang177 (2)
- afg1 (1)
Top Issue Labels
- enhancement (10)
- bug (9)
- model request (8)
- good first issue (4)
- documentation (2)
- llama index (1)
Top Pull Request Labels
- dependencies (5)
- python (4)
- enhancement (2)
Package metadata
- Total packages: 3
-
Total downloads:
- pypi: 1,114,704 last-month
- Total dependent packages: 25 (may contain duplicates)
- Total dependent repositories: 4 (may contain duplicates)
- Total versions: 114
- Total maintainers: 2
proxy.golang.org: github.com/qdrant/fastembed
- Homepage:
- Documentation: https://pkg.go.dev/github.com/qdrant/fastembed#section-documentation
- Licenses: apache-2.0
- Latest release: v0.7.4 (published 2 months ago)
- Last Synced: 2025-12-24T11:05:23.355Z (about 1 month ago)
- Versions: 51
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 6.528%
- Average: 6.747%
- Dependent repos count: 6.966%
pypi.org: fastembed
Fast, light, accurate library built for retrieval embedding generation
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://fastembed.readthedocs.io/
- Licenses: Apache License
- Latest release: 0.7.4 (published 2 months ago)
- Last Synced: 2025-12-24T11:04:58.664Z (about 1 month ago)
- Versions: 43
- Dependent Packages: 25
- Dependent Repositories: 4
- Downloads: 1,097,212 Last month
-
Rankings:
- Dependent packages count: 1.572%
- Downloads: 2.355%
- Dependent repos count: 7.538%
- Average: 7.717%
- Stargazers count: 7.993%
- Forks count: 19.127%
- Maintainers (2)
pypi.org: fastembed-gpu
Fast, light, accurate library built for retrieval embedding generation
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://fastembed-gpu.readthedocs.io/
- Licenses: Apache License
- Latest release: 0.7.4 (published 2 months ago)
- Last Synced: 2025-12-24T11:05:09.645Z (about 1 month ago)
- Versions: 20
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 17,492 Last month
-
Rankings:
- Dependent packages count: 9.454%
- Average: 35.913%
- Dependent repos count: 62.372%
- Maintainers (1)
Dependencies
- actions/cache v3 composite
- actions/checkout v3 composite
- actions/setup-python v4 composite
- actions/checkout v2 composite
- actions/setup-python v2 composite
- pypa/gh-action-pypi-publish 27b31702a0e7fc50959f5ad993c78deac1bdfc29 composite
- actions/checkout v2 composite
- actions/setup-python v2 composite
- 180 dependencies
- black ^23.7.0 develop
- cairosvg ^2.7.1 develop
- isort ^5.12.0 develop
- mkdocs-material ^9.1.21 develop
- mkdocstrings ^0.22.0 develop
- mknotebooks ^0.8.0 develop
- notebook >=7.0.2 develop
- onnx ^1.11.0 develop
- pillow ^10.0.0 develop
- pytest ^7.4.0 develop
- ruff ^0.0.277 develop
- onnxruntime ^1.15.1
- onnxruntime-silicon ^1.15.0
- optimum >1.12.0
- python >=3.8.0,<3.12
- requests ^2.31.0
- tokenizers ^0.13.3
- torch >=2.0.0, !=2.0.1
- tqdm ^4.65.0