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ams

https://github.com/llnl/ams

Science Score: 65.0%

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 1 DOI reference(s) in README
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ✓
    Institutional organization owner
    Organization llnl has institutional domain (software.llnl.gov)
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (10.5%) to scientific vocabulary

Keywords

hpc machine-learning
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: LLNL
  • License: apache-2.0
  • Language: C++
  • Default Branch: develop
  • Homepage:
  • Size: 4.22 MB
Statistics
  • Stars: 7
  • Watchers: 3
  • Forks: 9
  • Open Issues: 26
  • Releases: 1
Topics
hpc machine-learning
Created over 2 years ago · Last pushed 7 months ago
Metadata Files
Readme License Citation

README.md

Open in Dev Containers License: Apache 2.0 with LLVM exceptions

Autonomous MultiScale Library (AMS)

A library (under construction) to simplify machine learning surrogate model integration in HPC codes.

Getting Involved

AMS is an open-source project, and we welcome contributions from the community.

Contributions

We welcome all kinds of contributions: new features, bug fixes, documentation edits; it's all great!

To contribute, make a pull request, with develop as the destination branch.

Authors

Thanks to all of AMS contributors.

AMS was created under the AMS LDRD-SI project (22-SI-004).

Citation

If you use this software, please cite it as below:

  • Bhatia, Harsh, Patki, Tapasya A., Brink, Stephanie, Pottier, Loïc, Stitt, Thomas M., Parasyris, Konstantinos, Milroy, Daniel J., Laney, Daniel E., Blake, Robert C., Yeom, Jae-Seung, Bremer, Peer-Timo, and Doutriaux, Charles. Autonomous MultiScale Library. Computer Software. https://github.com/LLNL/AMS. US DOE National Nuclear Security Administration (NNSA). 01 May. 2023. Web. doi:10.11578/dc.20230721.1.

or get the format you prefer from here

Release

AMSLib is released under Apache License (Version 2.0) with LLVM exceptions. For more details, please see the LICENSE

LLNL-CODE-851455

Installation Instructions

See INSTALL.md for full instructions.

Dev Containers Instructions

See DEVCONTAINERS.md for full instructions.

Owner

  • Name: Lawrence Livermore National Laboratory
  • Login: LLNL
  • Kind: organization
  • Email: github-admin@llnl.gov
  • Location: Livermore, CA, USA

For over 70 years, the Lawrence Livermore National Laboratory has applied science and technology to make the world a safer place.

Citation (CITATION.cff) 

# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!

cff-version: 1.2.0
title: Autonomous MultiScale Library
message: 'If you use this software, please cite it as below'
type: software
authors:
  - given-names: "Konstantinos"
    family-names: "Parasyris"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Loïc"
    family-names: "Pottier"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Daniel J."
    family-names: "Milroy"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Harsh"
    family-names: "Bhatia"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Tapasya"
    family-names: "Patki"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Stephanie"
    family-names: "Brink"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Thomas"
    family-names: "Stitt"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Daniel E."
    family-names: "Laney"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Robert C."
    family-names: "Blake"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Jae-Seung"
    family-names: "Yeom"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Peer-Timo"
    family-names: "Bremer"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
  - given-names: "Charles"
    family-names: "Doutriaux"
    affiliation: >-
      Livermore National Laboratory (LLNL), Livermore, CA
      (United States)
identifiers:
  - type: doi
    value: 10.11578/dc.20230721.1
repository-code: 'https://github.com/LLNL/AMS'
url: 'https://github.com/LLNL/AMS'
abstract: >-
  AMSLib provides the infrastructure to tightly couple
  multi-scale physics simulation code with ML surrogate
  model inference. It provides a wholistic runtime execution
  paradigm to support uncertainty quantification, surrogate
  model inference, persistent data storing throughout the
  execution of a simulation
license: Apache-2.0
commit: '2023-05-01'
version: 0.0.0.alpha
date-released: '2023-05-01'

GitHub Events

Total
  • Issues event: 36
  • Watch event: 2
  • Delete event: 4
  • Issue comment event: 46
  • Push event: 290
  • Pull request review comment event: 164
  • Pull request event: 76
  • Pull request review event: 137
  • Create event: 34
Last Year
  • Issues event: 36
  • Watch event: 2
  • Delete event: 4
  • Issue comment event: 46
  • Push event: 290
  • Pull request review comment event: 164
  • Pull request event: 76
  • Pull request review event: 137
  • Create event: 34

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 46
  • Total pull requests: 143
  • Average time to close issues: 4 months
  • Average time to close pull requests: about 1 month
  • Total issue authors: 5
  • Total pull request authors: 12
  • Average comments per issue: 0.5
  • Average comments per pull request: 0.64
  • Merged pull requests: 105
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 27
  • Pull requests: 82
  • Average time to close issues: 18 days
  • Average time to close pull requests: 7 days
  • Issue authors: 2
  • Pull request authors: 4
  • Average comments per issue: 0.48
  • Average comments per pull request: 0.76
  • Merged pull requests: 60
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • koparasy (20)
  • lpottier (19)
  • ggeorgakoudis (6)
  • robert-gledhill (2)
  • tpatki (1)
Pull Request Authors
  • koparasy (83)
  • lpottier (62)
  • ggeorgakoudis (18)
  • alizalisan (3)
  • haampie (2)
  • rblake-llnl (2)
  • JaeseungYeom (2)
  • slabasan (2)
  • tpatki (2)
  • r-yin (1)
  • tomstitt (1)
Top Labels
Issue Labels
enhancement (5) bug (5)
Pull Request Labels
bug (2)

Packages

  • Total packages: 1
  • Total downloads: unknown
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 0
  • Total maintainers: 2
spack.io: ams

AMS Autonomous Multiscale Framework.

  • Versions: 0
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 0.0%
Average: 30.5%
Forks count: 32.0%
Stargazers count: 32.1%
Dependent packages count: 57.9%
Maintainers (2)
lpottier koparasy
Last synced: 7 months ago

Dependencies

docker/Dockerfile docker
  • docker.io/nvidia/cuda 11.4.3-cudnn8-devel-ubuntu20.04 build
  • nvidia/cuda 11.4.3-cudnn8-runtime-ubuntu20.04 build
docker/rabbitmq/Dockerfile docker
  • rabbitmq 3.10 build