https://github.com/microsoft/qlib

Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas to implementing productions. Qlib supports diverse machine learning modeling paradigms. including supervised learning, market dynamics modeling, and RL.
https://github.com/microsoft/qlib

Keywords

algorithmic-trading auto-quant deep-learning finance fintech investment machine-learning paper platform python quant quant-dataset quant-models quantitative-finance quantitative-trading research research-paper stock-data

Keywords from Contributors

transformer deep-neural-networks language-model convolutional-neural-network reinforcement-learning distributed hyperparameter-optimization automl simulator chart

Last synced: 11 months ago
JSON representation

Acceptance Criteria

Revelant topics? true
External users? true
Open source license? true
Active? true
Fork? false

Repository metadata

Host: GitHub
URL: https://github.com/microsoft/qlib
Owner: microsoft
License: mit
Created: 2020-08-14T06:46:00.000Z (over 4 years ago)
Default Branch: main
Last Pushed: 2024-04-13T16:11:14.000Z (about 1 year ago)
Last Synced: 2024-04-14T06:50:01.221Z (about 1 year ago)
Topics: algorithmic-trading, auto-quant, deep-learning, finance, fintech, investment, machine-learning, paper, platform, python, quant, quant-dataset, quant-models, quantitative-finance, quantitative-trading, research, research-paper, stock-data
Language: Python
Homepage: https://qlib.readthedocs.io/en/latest/
Size: 16.3 MB
Stars: 14,098
Watchers: 282
Forks: 2,446
Open Issues: 216
Releases: 0
Metadata Files:
- Readme: README.md
- Changelog: CHANGES.rst
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md
- Security: SECURITY.md

Owner metadata

Name: Microsoft
Login: microsoft
Email: [email protected]
Kind: organization
Description: Open source projects and samples from Microsoft
Website: https://opensource.microsoft.com
Location: Redmond, WA
Twitter: OpenAtMicrosoft
Company:
Icon url: https://avatars.githubusercontent.com/u/6154722?v=4
Repositories: 6227
Last ynced at: 2024-04-08T00:10:14.916Z
Profile URL: https://github.com/microsoft

Committers metadata

Last synced: over 1 year ago

Total Commits: 1,739
Total Committers: 134
Avg Commits per committer: 12.978
Development Distribution Score (DDS): 0.857

Commits in past year: 58
Committers in past year: 20
Avg Commits per committer in past year: 2.9
Development Distribution Score (DDS) in past year: 0.759

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lwwang1995	L**g@m**m	47
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Wendi Li	w**c@q**m	44
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Chaoying	3****z	10
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Issue and Pull Request metadata

Last synced: 12 months ago

Total issues: 306
Total pull requests: 202
Average time to close issues: 7 months
Average time to close pull requests: 2 months
Total issue authors: 167
Total pull request authors: 48
Average comments per issue: 2.29
Average comments per pull request: 0.79
Merged pull request: 81
Bot issues: 0
Bot pull requests: 42

Past year issues: 187
Past year pull requests: 135
Past year average time to close issues: 2 months
Past year average time to close pull requests: 17 days
Past year issue authors: 92
Past year pull request authors: 34
Past year average comments per issue: 1.69
Past year average comments per pull request: 0.44
Past year merged pull request: 62
Past year bot issues: 0
Past year bot pull requests: 9

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

Top Issue Authors

quant2008 (27)
2young-2simple-sometimes-naive (12)
moesakura (7)
langslike (6)
Thomas-Frew (6)
ghyzx (5)
ElonJustin7 (5)
Wendroff (5)
you-n-g (5)
okokkokok (4)
Imbernoulli (4)
guoz14 (4)
ericyue (4)
DanielKui (4)
wangxk15 (3)

Top Pull Request Authors

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SunsetWolf (20)
Fivele-Li (19)
tianshijing (16)
peteryang1 (13)
you-n-g (12)
computerscienceiscool (8)
lwwang1995 (8)
chenditc (4)
qianyun210603 (4)
m3ngyang (3)
OzzyXu (2)
wony-zheng (2)
lihuoran (2)
PaleNeutron (2)

Top Issue Labels

question (139)
bug (130)
stale (64)
enhancement (23)
good first issue (2)
help wanted (2)

Top Pull Request Labels

waiting for triage (131)
documentation (51)
dependencies (42)
stale (33)
maintenance (14)
enhancement (9)
bug (4)

Package metadata

Total packages: 4
Total downloads:
- pypi: 2,654 last-month
Total docker downloads: 682
Total dependent packages: 1 (may contain duplicates)
Total dependent repositories: 30 (may contain duplicates)
Total versions: 51
Total maintainers: 5
Total advisories: 1

pypi.org: pyqlib

A Quantitative-research Platform

Homepage: https://github.com/microsoft/qlib
Documentation: https://pyqlib.readthedocs.io/
Licenses: MIT Licence
Latest release: 0.9.4 (published about 1 year ago)
Last Synced: 2024-05-24T08:32:21.537Z (12 months ago)
Versions: 27
Dependent Packages: 1
Dependent Repositories: 28
Downloads: 2,512 Last month
Docker Downloads: 682
Rankings:
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- Forks count: 0.325%
- Docker downloads count: 1.631%
- Dependent repos count: 2.763%
- Average: 2.958%
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Maintainers (4)
- bxdd
- you_N_G
- zhupr
- linlanglv
Advisories:
- qlib Deserialization of Untrusted Data vulnerability

proxy.golang.org: github.com/microsoft/qlib

Homepage:
Documentation: https://pkg.go.dev/github.com/microsoft/qlib#section-documentation
Licenses: mit
Latest release: v0.9.4 (published about 1 year ago)
Last Synced: 2024-05-14T23:22:16.048Z (12 months ago)
Versions: 21
Dependent Packages: 0
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Rankings:
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- Average: 3.587%
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pypi.org: msqlib

A Quantitative-research Platform

Homepage: https://github.com/microsoft/qlib
Documentation: https://msqlib.readthedocs.io/
Licenses: MIT Licence
Latest release: 0.5.0 (published over 4 years ago)
Last Synced: 2024-05-14T23:02:27.648Z (12 months ago)
Versions: 1
Dependent Packages: 0
Dependent Repositories: 1
Downloads: 14 Last month
Rankings:
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pypi.org: pythonqlib

A Quantitative-research Platform

Homepage:
Documentation: https://pythonqlib.readthedocs.io/
Licenses: MIT Licence
Latest release: 0.9.3.99 (published about 1 year ago)
Last Synced: 2024-05-18T10:20:52.785Z (12 months ago)
Versions: 2
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 128 Last month
Rankings:
- Dependent packages count: 9.533%
- Average: 36.215%
- Dependent repos count: 62.896%
Maintainers (1)
- Sabrinawei

Dependencies

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scripts/data_collector/pit/requirements.txt pypi

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pypi.org: pyqlib

proxy.golang.org: github.com/microsoft/qlib

pypi.org: msqlib

pypi.org: pythonqlib

Dependencies