ExaTron

Julia implementation of TRON solver on GPUs

https://github.com/exanauts/exatron.jl

Science Score: 67.0%

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
    Found 5 DOI reference(s) in README
  • Academic publication links
    Links to: arxiv.org, zenodo.org
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (9.8%) to scientific vocabulary

Keywords

admm algorithm batch gpus
Last synced: 6 months ago · JSON representation ·

Repository

Julia implementation of TRON solver on GPUs

Basic Info
  • Host: GitHub
  • Owner: exanauts
  • License: mit
  • Language: Julia
  • Default Branch: main
  • Homepage:
  • Size: 10.3 MB
Statistics
  • Stars: 18
  • Watchers: 7
  • Forks: 4
  • Open Issues: 4
  • Releases: 14
Topics
admm algorithm batch gpus
Created over 5 years ago · Last pushed over 1 year ago
Metadata Files
Readme License Citation

README.md

ExaTron.jl

DOI

ExaTron.jl implements a trust-region Newton solver for batched nonlinear programming on GPUs. Problems in the batch are solved in parallel by employing multiple thread blocks on GPUs. Our basic algorithm to solve each problem on GPUs is an extension of the algorithm by Lin and More and its code TRON.

Please check out this branch to see how to generate PTX code for our kernel and reproduce the experimental results in our technical report.

Installation

julia pkg> add ExaTron

Citing this package

@misc{ExaTron.jl.0.0.0, author = {Kim, Youngdae and Pacaud, Fran\ccois and Kim, Kibaek}, title = {{ExaTron.jl: GPU-capable TRON solver in Julia}}, month = Mar, year = 2021, version = {0.0.0}, url = {https://github.com/exanauts/ExaTron.jl} }

Acknowledgements

This material is based upon work supported by the U.S. Department of Energy, Office of Science, under contract number DE-AC02-06CH11357.

Owner

  • Name: Exanauts
  • Login: exanauts
  • Kind: organization

An eclectic collection of ECP ExaSGD project codes

Citation (CITATION.cff)

cff-version: 1.2.0
authors:
  - family-names: Kim
    given-names: Youngdae
  - family-names: Pacaud
    given-names: François
  - family-names: Kim
    given-names: Kibaek
  - family-names: Schanen
    given-names: Michel
doi: 10.5281/zenodo.6604719

GitHub Events

Total
  • Watch event: 2
Last Year
  • Watch event: 2

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 33
  • Total pull requests: 61
  • Average time to close issues: 6 months
  • Average time to close pull requests: about 1 month
  • Total issue authors: 5
  • Total pull request authors: 4
  • Average comments per issue: 4.36
  • Average comments per pull request: 0.33
  • Merged pull requests: 51
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • kibaekkim (8)
  • youngdae (5)
  • frapac (4)
  • michel2323 (2)
  • JuliaTagBot (1)
Pull Request Authors
  • michel2323 (16)
  • frapac (9)
  • kibaekkim (8)
  • youngdae (2)
Top Labels
Issue Labels
documentation (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • julia 1 total
  • Total dependent packages: 2
  • Total dependent repositories: 0
  • Total versions: 14
juliahub.com: ExaTron

Julia implementation of TRON solver on GPUs

  • Versions: 14
  • Dependent Packages: 2
  • Dependent Repositories: 0
  • Downloads: 1 Total
Rankings
Dependent repos count: 9.9%
Dependent packages count: 16.6%
Average: 20.6%
Forks count: 24.5%
Stargazers count: 31.2%
Last synced: 6 months ago

Dependencies

.github/workflows/TagBot.yml actions
  • JuliaRegistries/TagBot v1 composite
.github/workflows/action.yml actions