https://github.com/mars-project/mars
dask dataframe joblib lightgbm machine-learning numpy pandas python pytorch ray scikit-learn statsmodels tensor tensorflow xgboost
Score: 28.938746278678337
Last synced: about 11 hours ago
JSON representation
Repository metadata:
Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
- Host: GitHub
- URL: https://github.com/mars-project/mars
- Owner: mars-project
- License: apache-2.0
- Created: 2018-12-05T16:04:03.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2024-01-02T10:00:14.000Z (over 2 years ago)
- Last Synced: 2026-03-30T16:09:15.405Z (9 days ago)
- Topics: dask, dataframe, joblib, lightgbm, machine-learning, numpy, pandas, python, pytorch, ray, scikit-learn, statsmodels, tensor, tensorflow, xgboost
- Language: Python
- Homepage: https://mars-project.readthedocs.io
- Size: 37 MB
- Stars: 2,744
- Watchers: 89
- Forks: 324
- Open Issues: 215
-
Metadata Files:
- Readme: README.rst
- Contributing: CONTRIBUTING.rst
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Codeowners: CODEOWNERS
- Support: SUPPORT.md
Owner metadata:
- Name: mars-project
- Login: mars-project
- Email:
- Kind: organization
- Description:
- Website:
- Location:
- Twitter:
- Company:
- Icon url: https://avatars.githubusercontent.com/u/43056710?v=4
- Repositories: 4
- Last Synced at: 2023-03-05T00:20:39.152Z
- Profile URL: https://github.com/mars-project
GitHub Events
Total
- Fork event: 3
- Issue comment event: 1
- Watch event: 65
- Total: 69
Last Year
- Fork event: 1
- Watch event: 31
- Total: 32
Committers metadata
Last synced: 1 day ago
Total Commits: 1,296
Total Committers: 51
Avg Commits per committer: 25.412
Development Distribution Score (DDS): 0.649
Commits in past year: 0
Committers in past year: 0
Avg Commits per committer in past year: 0.0
Development Distribution Score (DDS) in past year: 0.0
| Name | Commits | |
|---|---|---|
| Wenjun Si | w****j@a****m | 455 |
| Xuye (Chris) Qin | x****n@a****m | 279 |
| He Kaisheng | h****3@1****m | 201 |
| Liu Bao | f****e@o****m | 84 |
| Shawn | s****g@g****m | 61 |
| Tao He | s****w@g****m | 44 |
| Qin Xuye | c****u@g****m | 38 |
| bermaker | 4****1@q****m | 25 |
| RandomY-2 | 6****2 | 15 |
| Xuye (Chris) Qin | q****n@q****e | 10 |
| Felix Vh | 2****v | 9 |
| Jialing He | b****b@g****m | 6 |
| Yufei Wu | w****f | 5 |
| rg070836rg | 7****0@q****m | 5 |
| yuyiming | 3****g | 5 |
| Alexander Yi | 3****t | 3 |
| Fernando | 4****o | 3 |
| Shantam Gilra | 6****8 | 3 |
| Yoshiera | h****r@1****m | 3 |
| keyile | 3****e | 3 |
| 黄浩杰 | 6****r | 3 |
| loopyme | p****r@m****h | 3 |
| Da Li | l****a@g****m | 2 |
| Simon_CQK | c****0@g****m | 2 |
| dependabot[bot] | 4****] | 2 |
| mmm311 | 1****6@q****m | 2 |
| 蔡舒起 | 8****7@q****m | 1 |
| 司马忑 | 3****3@q****m | 1 |
| Chen Quan | c****n@o****b | 1 |
| Chong Yuan | y****t@1****m | 1 |
| and 21 more... | ||
Issue and Pull Request metadata
Last synced: 11 months ago
Total issues: 57
Total pull requests: 67
Average time to close issues: 3 months
Average time to close pull requests: about 2 months
Total issue authors: 22
Total pull request authors: 16
Average comments per issue: 1.56
Average comments per pull request: 0.75
Merged pull request: 43
Bot issues: 0
Bot pull requests: 8
Past year issues: 0
Past year pull requests: 1
Past year average time to close issues: N/A
Past year average time to close pull requests: N/A
Past year issue authors: 0
Past year pull request authors: 1
Past year average comments per issue: 0
Past year average comments per pull request: 0.0
Past year merged pull request: 0
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- fyrestone (17)
- zhongchun (6)
- dlee992 (5)
- chaokunyang (5)
- hekaisheng (2)
- ericpai (2)
- vcfgv (2)
- Ukon233 (1)
- azraelxuemo (1)
- HeloWong (1)
- kexuedaishu (1)
- Alexia-I (1)
- Suphx (1)
- PaulWongDlut (1)
- wil70 (1)
Top Pull Request Authors
- fyrestone (14)
- wjsi (8)
- dependabot[bot] (8)
- zhongchun (7)
- chaokunyang (6)
- hekaisheng (4)
- vcfgv (4)
- dlee992 (3)
- ericpai (2)
- vineethsaivs (2)
- sighingnow (2)
- yuyiming (1)
- mimeku (1)
- hoarjour (1)
- Shaun2h (1)
Top Issue Labels
- type: bug (16)
- good first issue (4)
- task: easy (3)
- mod: learn (3)
- shuffle (3)
- pr welcome (2)
- mod: dataframe (2)
- type: feature (2)
- type: tests (2)
- proposal (1)
- help wanted (1)
- mod: graph (1)
- type: enhancement (1)
- mod: scheduling service (1)
- mod: optimization (1)
- mod: deploy (1)
- mod: metric (1)
- task: hard (1)
- mod: ray integration (1)
- Hacktoberfest (1)
Top Pull Request Labels
- type: enhancement (15)
- to be backported (14)
- mod: web (9)
- mod: ray integration (6)
- mod: task service (6)
- type: bug (4)
- mod: dataframe (3)
- type: docs (2)
- mod: optimization (1)
- mod: graph (1)
- type: tests (1)
- mod: lib (1)
- type: feature (1)
- mod: deploy (1)
- mod: tensor (1)
Package metadata
- Total packages: 2
-
Total downloads:
- pypi: 17,056 last-month
- Total docker downloads: 24,486,032
- Total dependent packages: 1 (may contain duplicates)
- Total dependent repositories: 86 (may contain duplicates)
- Total versions: 175
- Total maintainers: 3
pypi.org: pymars
MARS: a tensor-based unified framework for large-scale data computation.
- Homepage: http://github.com/mars-project/mars
- Documentation: https://pymars.readthedocs.io/
- Licenses: Apache License 2.0
- Latest release: 0.10.0 (published about 3 years ago)
- Last Synced: 2026-04-07T10:30:23.353Z (about 20 hours ago)
- Versions: 117
- Dependent Packages: 1
- Dependent Repositories: 86
- Downloads: 17,056 Last month
- Docker Downloads: 24,486,032
-
Rankings:
- Downloads: 1.005%
- Stargazers count: 1.417%
- Docker downloads count: 1.431%
- Dependent repos count: 1.598%
- Average: 1.936%
- Forks count: 2.893%
- Dependent packages count: 3.271%
- Maintainers (3)
proxy.golang.org: github.com/mars-project/mars
- Homepage:
- Documentation: https://pkg.go.dev/github.com/mars-project/mars#section-documentation
- Licenses: apache-2.0
- Latest release: v0.10.0 (published about 3 years ago)
- Last Synced: 2026-04-05T19:00:33.461Z (2 days ago)
- Versions: 58
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Forks count: 0.99%
- Stargazers count: 1.129%
- Average: 4.616%
- Dependent packages count: 6.999%
- Dependent repos count: 9.346%
Dependencies
- 613 dependencies
- @babel/core ^7.12.3 development
- @babel/node ^7.12.3 development
- @babel/preset-env ^7.12.1 development
- @babel/preset-react ^7.12.1 development
- babel-loader ^8.1.0 development
- cross-env ^7.0.0 development
- css-loader ^5.2.0 development
- eslint ^7.32.0 development
- eslint-plugin-react ^7.24.0 development
- express ^4.16.2 development
- less-loader ^10.0.0 development
- react-hot-loader ^4.13.0 development
- style-loader ^2.0.0 development
- url-loader ^4.0.0 development
- webpack ^5.3.2 development
- webpack-cli ^4.1.0 development
- @material-ui/core ^4.0.0
- @material-ui/icons ^4.0.0
- cytoscape ^3.19.1
- cytoscape-dagre ^2.3.2
- d3 ^7.0.0
- dagre-d3 ^0.6.4
- lodash ^4.17.0
- prop-types ^15.6.0
- react ^16.8.0
- react-dom ^16.8.0
- react-router-dom ^5.0.0
- cloudpickle >=1.5.0
- cython ==0.29.26
- oldest-supported-numpy *
- pandas ==1.2.2
- pandas ==1.0.4
- pandas ==1.1.3
- pandas ==1.3.4
- requests >=2.4.0
- scipy ==1.5.3
- scipy ==1.4.1
- scipy ==1.5.4
- scipy ==1.7.2
- cloudpickle >=1.0.0
- cython >=0.29
- dask >=2021.07.2
- ipython >=4.0
- lightgbm >=3.0.0
- matplotlib >=3.0.0
- numpy >=1.14.0
- pandas >=1.0.0
- pyarrow >=0.11.0,
- pydata-sphinx-theme >=0.3.0
- pytest >=3.5.0
- pytest-asyncio >=0.14.0
- pytest-cov >=2.5.0
- pytest-timeout >=1.2.0
- scikit-learn >=0.20.3
- sphinx >=3.0.0
- sphinx-intl >=0.9.9
- sqlalchemy >=1.2.0
- statsmodels >=0.12.0
- tornado >=6.0
- xgboost >=1.3.0