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singa

a distributed deep learning platform

https://github.com/apache/singa

Science Score: 54.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    23 of 92 committers (25.0%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (11.6%) to scientific vocabulary

Keywords

deep-learning
Last synced: 6 months ago · JSON representation ·

Repository

a distributed deep learning platform

Basic Info
  • Host: GitHub
  • Owner: apache
  • License: apache-2.0
  • Language: C++
  • Default Branch: master
  • Homepage:
  • Size: 46.8 MB
Statistics
  • Stars: 3,532
  • Watchers: 128
  • Forks: 1,272
  • Open Issues: 51
  • Releases: 3
Topics
deep-learning
Created almost 11 years ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Citation Security Notice

README.md

Logo

Apache SINGA

Native Ubuntu build status Native Mac build status conda build status Documentation Status License Follow Apache SINGA on Twitter Docker pulls

Distributed deep learning system

http://singa.apache.org

Quick Start

Issues

Code Analysis:

LGTM C++ Grade LGTM Python Grade codecov

Stargazers over time

Mailing Lists

Owner

  • Name: The Apache Software Foundation
  • Login: apache
  • Kind: organization

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
title: "SINGA: A distributed deep learning platform"
url: "https://github.com/apache/singa"
preferred-citation:
  type: article
  authors:
  - family-names: "Ooi"
    given-names: "Beng Chin"
  - family-names: "Tan"
    given-names: "Kian-Lee"
  - family-names: "Sheng"
    given-names: "Wang"
  - family-names: "Wang"
    given-names: "Wei"
  - family-names: "Cai"
    given-names: "Qingchao"
  - family-names: "Chen"
    given-names: "Gang"
  - family-names: "Gao"
    given-names: "Jinyang"
  - family-names: "Luo"
    given-names: "Zhaojing"
  - family-names: "Tung"
    given-names: "Anthony K. H."
  - family-names: "Yuan"
    given-names: "Wang"
  - family-names: "Xie"
    given-names: "Zhongle"
  - family-names: "Zhang"
    given-names: "Meihui"
  - family-names: "Zheng"
    given-names: "Kaiping"
  title: "SINGA: A distributed deep learning platform"
  doi: 0.1145/2733373.2807410
  url: "https://github.com/apache/singa"

GitHub Events

Total
  • Issues event: 12
  • Watch event: 207
  • Issue comment event: 22
  • Push event: 79
  • Pull request event: 171
  • Fork event: 58
  • Create event: 1
Last Year
  • Issues event: 12
  • Watch event: 207
  • Issue comment event: 22
  • Push event: 79
  • Pull request event: 171
  • Fork event: 58
  • Create event: 1

Committers

Last synced: 8 months ago

All Time
  • Total Commits: 2,148
  • Total Committers: 92
  • Avg Commits per committer: 23.348
  • Development Distribution Score (DDS): 0.799
Past Year
  • Commits: 104
  • Committers: 21
  • Avg Commits per committer: 4.952
  • Development Distribution Score (DDS): 0.885
Top Committers
Name Email Commits
Wei Wang w****i@c****g 432
Chris Yeung c****s@y****k 175
dcslin 1****n 152
joddiy j****y@q****m 129
xiezl x****e@c****g 111
xjdkc x****3@g****m 107
wang sheng w****1@g****m 94
NLGithubWP x****4@g****m 85
xuewanqi x****i@o****m 65
Moaz Reyad m****d@g****m 54
zhaojing z****g@c****g 54
pinpom t****8@g****m 47
ShichengChen c****4@g****m 35
zhulei z****2@g****m 31
Moaz Reyad m****z@a****g 30
shicong s****g@c****g 29
Wang Wei d****w@n****g 26
wenqiao zhang w****g@z****n 26
WANG Ji i****o@g****m 26
Anh Dinh u****d@g****m 24
Wentong a****e@1****m 22
sheyujian s****n@m****m 21
chonho l****h@c****g 19
Xiangrui c****1@g****m 17
jixin j****n@c****g 17
aaronwwf d****w@g****m 15
Cai Shaofeng s****u@h****m 15
zmeihui z****i 14
jinyangturbo p****o@g****m 14
seaok s****s@g****m 14
and 62 more...
Committer Domains (Top 20 + Academic)
comp.nus.edu.sg: 11 qq.com: 3 u.nus.edu: 3 nus.edu.sg: 2 163.com: 2 alibaba-inc.com: 2 ruc.edu.cn: 2 yahoo.com.hk: 1 apache.org: 1 zju.edu.cn: 1 me.com: 1 bit.edu.cn: 1 yahoo.com.sg: 1 ihpc.a-star.edu.sg: 1 grabtaxi.com: 1 bytedance.com: 1 uptake.com: 1 tdw-10-66-79-143.(none): 1 tencent.com: 1 nudt.edu.cn: 1 buaa.edu.cn: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 35
  • Total pull requests: 417
  • Average time to close issues: 6 months
  • Average time to close pull requests: 4 days
  • Total issue authors: 13
  • Total pull request authors: 33
  • Average comments per issue: 1.31
  • Average comments per pull request: 0.17
  • Merged pull requests: 335
  • Bot issues: 0
  • Bot pull requests: 1
Past Year
  • Issues: 14
  • Pull requests: 183
  • Average time to close issues: 11 days
  • Average time to close pull requests: 2 days
  • Issue authors: 6
  • Pull request authors: 20
  • Average comments per issue: 0.71
  • Average comments per pull request: 0.11
  • Merged pull requests: 136
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • lzjpaul (15)
  • NLGithubWP (4)
  • solopku (4)
  • daoducanhc (2)
  • Zrealshadow (2)
  • lemonviv (1)
  • ekare (1)
  • fengints (1)
  • zmeihui (1)
  • Eiji911 (1)
  • nudles (1)
  • dcslin (1)
  • gzrp (1)
Pull Request Authors
  • NLGithubWP (69)
  • lzjpaul (61)
  • solopku (34)
  • gzrp (26)
  • GY-GitCode (25)
  • lemonviv (22)
  • zmeihui (20)
  • Zrealshadow (18)
  • npcmaci (15)
  • liuchangshiye (14)
  • dcslin (12)
  • zlheui (11)
  • L0FX (11)
  • serakiepiphany (10)
  • tinyAdapter (9)
Top Labels
Issue Labels
Pull Request Labels
dependencies (1) python (1)

Dependencies

java/pom.xml maven
  • com.google.protobuf:protobuf-java 2.6.1 compile
  • junit:junit 4.5 compile
examples/onnx/gpt2/requirements.txt pypi
  • transformers ==2.5.1
examples/onnx/ro_bert_a/requirements.txt pypi
  • transformers ==2.5.1
setup.py pypi
  • deprecated *
  • future *
  • numpy *
  • onnx ==1.6
  • pillow *
  • pytest *
  • tqdm *
  • unittest-xml-reporting *
.github/workflows/conda.yaml actions
  • actions/checkout v1 composite
.github/workflows/macOS.yaml actions
  • actions/checkout v1 composite
  • actions/setup-python v2 composite
.github/workflows/rat.yaml actions
  • actions/checkout v2 composite
.github/workflows/ubuntu.yaml actions
  • actions/checkout v1 composite
  • codecov/codecov-action v1 composite
tool/conda/docker/cpu/Dockerfile docker
  • ubuntu 18.04 build
tool/conda/docker/cuda10/Dockerfile docker
  • nvidia/cuda 10.0-devel-ubuntu16.04 build
tool/conda/docker/cuda10.2/Dockerfile docker
  • nvidia/cuda 10.2-devel-ubuntu16.04 build
tool/conda/docker/cuda9/Dockerfile docker
  • nvidia/cuda 9.0-devel-ubuntu16.04 build
tool/docker/devel/centos6/Dockerfile docker
  • nvidia/cuda 7.5-cudnn5-devel-centos6 build
tool/docker/devel/ubuntu/cpu/Dockerfile docker
  • ubuntu 18.04 build
tool/docker/devel/ubuntu/cuda10/Dockerfile docker
  • nvidia/cuda 10.0-devel-ubuntu18.04 build
tool/docker/devel/ubuntu/cuda9/Dockerfile docker
  • nvidia/cuda 9.0-devel-ubuntu16.04 build
tool/docker/runtime/cpu/Dockerfile docker
  • python 3.7-slim-bullseye build
tool/docker/runtime/gpu/Dockerfile docker
  • nvidia/cuda 10.2-base-ubuntu18.04 build
examples/model_selection/TRAILS-Database-Native-Model-Selection/internal/pg_extension/Cargo.toml cargo
  • pgrx-tests =0.9.7 development
  • log 0.4.14
  • once_cell 1.8.0
  • pgrx =0.9.7
  • pgrx-pg-sys =0.9.7
  • pyo3 0.17
  • serde 1.0
  • serde_derive 1.0
  • serde_json 1.0.85
doc/environment.yml conda
  • python_abi 3.7.*
  • singa 3.0.0.rc0
examples/model_selection/TRAILS-Database-Native-Model-Selection/Dockerfile docker
  • ubuntu 20.04 build
examples/model_selection/TRAILS-Database-Native-Model-Selection/internal/ml/model_selection/requirement.txt pypi
  • ConfigSpace ==0.7.1
  • Pillow ==10.0.0
  • aiofiles ==23.1.0
  • blessed ==1.20.0
  • certifi ==2023.7.22
  • charset-normalizer ==3.2.0
  • contourpy ==1.1.0
  • cycler ==0.11.0
  • fonttools ==4.41.0
  • gpustat ==1.1
  • html5tagger ==1.3.0
  • httptools ==0.6.0
  • idna ==3.4
  • importlib-resources ==6.0.0
  • joblib ==1.3.1
  • kiwisolver ==1.4.4
  • matplotlib ==3.7.2
  • more-itertools ==9.1.0
  • multidict ==6.0.4
  • numpy ==1.24.4
  • nvidia-ml-py ==12.535.77
  • orjson ==3.9.2
  • packaging ==23.1
  • palettable ==3.3.3
  • pandas ==2.0.3
  • psutil ==5.9.5
  • psycopg2-binary ==2.9.6
  • pyparsing ==3.0.9
  • python-dateutil ==2.8.2
  • pytz ==2023.3
  • requests ==2.31.0
  • sanic ==23.6.0
  • sanic-routing ==23.6.0
  • scikit-learn ==1.3.0
  • scipy ==1.10.1
  • seaborn ==0.12.2
  • six ==1.16.0
  • sklearn ==0.0
  • threadpoolctl ==3.1.0
  • torch ==1.8.1
  • torchaudio ==0.8.1
  • torchinfo ==1.8.0
  • torchvision ==0.9.1
  • tqdm ==4.47.0
  • tracerite ==1.1.0
  • typing_extensions ==4.7.1
  • tzdata ==2023.3
  • ujson ==5.8.0
  • urllib3 ==2.0.4
  • uvloop ==0.17.0
  • wcwidth ==0.2.6
  • websockets ==11.0.3
  • zipp ==3.16.2
examples/model_selection/TRAILS-Database-Native-Model-Selection/requirement.txt pypi
  • ConfigSpace ==0.7.1
  • Pillow ==10.0.0
  • contourpy ==1.1.0
  • cycler ==0.11.0
  • fonttools ==4.41.0
  • importlib-resources ==6.0.0
  • joblib ==1.3.1
  • kiwisolver ==1.4.4
  • matplotlib ==3.7.2
  • more-itertools ==9.1.0
  • numpy ==1.24.4
  • orjson ==3.9.2
  • packaging ==23.1
  • palettable ==3.3.3
  • pandas ==2.0.3
  • pyparsing ==3.0.9
  • python-dateutil ==2.8.2
  • pytz ==2023.3
  • requests ==2.31.0
  • scikit-learn ==1.3.0
  • scipy ==1.10.1
  • seaborn ==0.12.2
  • six ==1.16.0
  • sklearn ==0.0
  • threadpoolctl ==3.1.0
  • torch ==1.8.1
  • torchaudio ==0.8.1
  • torchvision ==0.9.1
  • tqdm ==4.47.0
  • typing_extensions ==4.7.1
  • tzdata ==2023.3
  • zipp ==3.16.2