https://github.com/opendilab/lightzero

[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios
https://github.com/opendilab/lightzero

Keywords

alpha-beta-pruning alphazero atari board-game board-games continuous-control efficientzero gomoku gumbel-muzero gym mcts mcts-algorithm monte-carlo-tree-search muzero pytorch reinforcement-learning sampled-muzero self-play stochastic-muzero tictactoe

Keywords from Contributors

mujoco smac reinforcement-learning-algorithms r2d2 distributed-reinforcement-learning distributed-system drl exploration-exploitation imitation-learning impala

Last synced: 11 months ago
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Acceptance Criteria

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

Repository metadata

[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios

Host: GitHub
URL: https://github.com/opendilab/lightzero
Owner: opendilab
License: apache-2.0
Created: 2022-10-08T04:12:43.000Z (over 2 years ago)
Default Branch: main
Last Pushed: 2024-04-16T03:37:43.000Z (about 1 year ago)
Last Synced: 2024-04-16T04:01:37.240Z (about 1 year ago)
Topics: alpha-beta-pruning, alphazero, atari, board-game, board-games, continuous-control, efficientzero, gomoku, gumbel-muzero, gym, mcts, mcts-algorithm, monte-carlo-tree-search, muzero, pytorch, reinforcement-learning, sampled-muzero, self-play, stochastic-muzero, tictactoe
Language: Python
Homepage: https://huggingface.co/spaces/OpenDILabCommunity/ZeroPal
Size: 44.3 MB
Stars: 858
Watchers: 11
Forks: 68
Open Issues: 13
Releases: 0
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Code of conduct: CODE_OF_CONDUCT.md

Owner metadata

Name: OpenDILab
Login: opendilab
Email: [email protected]
Kind: organization
Description: Open sourced Decision Intelligence (DI)
Website: opendilab.net
Location: China
Twitter: OpenDILab
Company:
Icon url: https://avatars.githubusercontent.com/u/86840398?v=4
Repositories: 32
Last ynced at: 2023-03-03T20:55:04.181Z
Profile URL: https://github.com/opendilab

Committers metadata

Last synced: 11 months ago

Total Commits: 144
Total Committers: 19
Avg Commits per committer: 7.579
Development Distribution Score (DDS): 0.625

Commits in past year: 116
Committers in past year: 17
Avg Commits per committer in past year: 6.824
Development Distribution Score (DDS) in past year: 0.681

Name	Email	Commits
蒲源	2**9@q**m	54
蒲源	4****6	40
Norman	7****s	12
HarryXuancy	5****y	10
karroyan	k**n@s**n	5
jayyoung0802	4****2	5
niuyazhe	n**e@s**m	2
HansBug	h**g@b**n	2
Mohit Dhote	1****4	2
Prajjwal Yadav	1****d	2
zjowowen	9****n	2
Armaan	1****5	1
Ikko Eltociear Ashimine	e**r@g**m	1
Priyanshu Prajapati	9****u	1
Ren Jiyuan	4****d	1
Soham Tembhurne	8****e	1
Surav Shrestha	9****h	1
Swain	n**4@o**m	1
TuTuHuss	h**1@1**m	1

Committer domains:

Issue and Pull Request metadata

Last synced: 12 months ago

Total issues: 80
Total pull requests: 141
Average time to close issues: 12 days
Average time to close pull requests: 10 days
Total issue authors: 48
Total pull request authors: 24
Average comments per issue: 2.53
Average comments per pull request: 0.37
Merged pull request: 105
Bot issues: 0
Bot pull requests: 0

Past year issues: 77
Past year pull requests: 115
Past year average time to close issues: 10 days
Past year average time to close pull requests: 11 days
Past year issue authors: 46
Past year pull request authors: 23
Past year average comments per issue: 2.48
Past year average comments per pull request: 0.42
Past year merged pull request: 80
Past year bot issues: 0
Past year bot pull requests: 0

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

Top Issue Authors

ekiefl (8)
amineoui (5)
valkryhx (5)
LGXHTM (4)
lewis841214 (4)
selfsim (3)
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duxtinto (2)
drblallo (2)
Depresivna-ryza (2)
spring520 (2)
mohitd404 (2)
MMScn (2)
marintoro (2)

Top Pull Request Authors

puyuan1996 (64)
HarryXuancy (16)
TuTuHuss (12)
jayyoung0802 (9)
karroyan (8)
mohitd404 (6)
nighood (4)
PaParaZz1 (3)
zjowowen (2)
sohamtembhurne (2)
prajjwalyd (2)
kushal34712 (1)
timothijoe (1)
redmie (1)
FYQ0919 (1)

Top Issue Labels

discussion (20)
good first issue (19)
bug (19)
enhancement (14)
config (14)
dependencies (12)
documentation (6)
environment (4)
question (4)
help wanted (3)
algorithm (3)
efficiency optimization (3)
application (2)
typo (1)

Top Pull Request Labels

enhancement (41)
documentation (28)
config (23)
environment (16)
algorithm (15)
bug (12)
good first issue (6)
polish (5)
style (5)
discussion (5)
efficiency optimization (4)
research (4)
dependencies (3)
typo (3)
question (1)
invalid (1)

Package metadata

Total packages: 1
Total downloads:
- pypi: 353 last-month
Total dependent packages: 0
Total dependent repositories: 0
Total versions: 3
Total maintainers: 1

pypi.org: lightzero

A lightweight and efficient MCTS/AlphaZero/MuZero algorithm toolkits.

Homepage: https://github.com/opendilab/LightZero
Documentation: https://lightzero.readthedocs.io/
Licenses: Apache License, Version 2.0
Latest release: 0.0.5 (published about 1 year ago)
Last Synced: 2024-05-16T07:01:58.862Z (12 months ago)
Versions: 3
Dependent Packages: 0
Dependent Repositories: 0
Downloads: 353 Last month
Rankings:
- Dependent packages count: 7.119%
- Average: 18.778%
- Dependent repos count: 30.436%
Maintainers (1)
- opendilab

Dependencies

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Score: 15.583377869152716

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