biosimulations

A platform for sharing and reusing biomodeling studies including models, simulations, and visualizations of their results

https://github.com/biosimulations/biosimulations

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 1 DOI reference(s) in README
  • Academic publication links
    Links to: zenodo.org
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (5.2%) to scientific vocabulary

Keywords

biochemical-networks biological-simulations biology biosimulation biosimulations modeling reproducibility sbml sed-ml simulation standards vega
Last synced: 6 months ago · JSON representation ·

Repository

A platform for sharing and reusing biomodeling studies including models, simulations, and visualizations of their results

Basic Info
  • Host: GitHub
  • Owner: biosimulations
  • License: mit
  • Language: TypeScript
  • Default Branch: dev
  • Homepage: https://biosimulations.org
  • Size: 199 MB
Statistics
  • Stars: 41
  • Watchers: 6
  • Forks: 14
  • Open Issues: 132
  • Releases: 0
Topics
biochemical-networks biological-simulations biology biosimulation biosimulations modeling reproducibility sbml sed-ml simulation standards vega
Created over 6 years ago · Last pushed 6 months ago
Metadata Files
Readme License Citation

README.md

Logo

App Status App Status Continuous Integration Continuous Deployment

CII Best Practices Quality Gate Status Maintainability Rating Reliability Rating Security Rating

Bugs Code Smells Duplicated Lines (%) Lines of Code Vulnerabilities Technical Debt

All Contributors Contributor Covenant Commitizen friendly

DOI

BioSimulations 🧬

More comprehensive and more predictive models have the potential to advance biology, bioengineering, and medicine. Building more predictive models will likely require the collaborative efforts of many investigators. This requires teams to be able to share and reuse model components and simulations. Despite extensive efforts to develop standards such as COMBINE/OMEX, SBML, and SED-ML, it remains difficult to reuse many models and simulations. One challenge to reusing models and simulations is the diverse array of incompatible modeling formats and simulation tools.

This package provides three tools which address this challenge:

  • BioSimulators is a registry of containerized simulation tools that provide consistent interfaces. BioSimulators makes it easier to find and run simulations.
  • runBioSimulations is a simple web application for using the BioSimulators containers to run simulations. This tool makes it easy to run a broad range of simulations without having to install any software.
  • BioSimulations is a platform for sharing and running modeling studies. BioSimulations provides a central place for investigators to exchange studies. BioSimulations uses the BioSimulators simulation tools, and builds on the functionality of runBioSimulations.

This package provides the code for the BioSimulations, runBioSimulations, and BioSimulations websites, as well as the code for the backend services for all three applications. The package is implemented in TypeScript using Angular, NestJS, MongoDB, and Mongoose.

Getting started ▶️

Users 💻

Please use the hosted versions of BioSimulations, runBioSimulations, and BioSimulators at https://biosimulations.org, https://run.biosimulations.org, and https://biosimulators.org.

Tutorials, help and information can be found at https://docs.biosimulations.org

Developers 🖥️

We welcome contributions to BioSimulations, runBioSimulations, and BioSimulations! Please see the developer guide for information about how to get started including how to install this package and how to run BioSimulations, runBioSimulations, and BioSimulators locally.

License ⚖️

This package is released under the MIT license. This package uses a number of open-source third-party packages. Their licenses are summarized in Dependencies.

Show your support 🤝

If you find this project interesting or useful, please give our repo a ⭐ and share with others that may benefit. If you use the code and tools in this repository as a part of an academic work, please cite us using the following bibtex entry.

@software{Shaikh_BioSimulations, author = {Shaikh, Bilal and Marupilla, Gnaneswara and Wilson, Mike and Michael, Blinov L. and Moraru, Ion I. and Karr, Jonathan R.}, doi = {10.5281/zenodo.5057108}, license = {MIT}, title = {{BioSimulations}}, url = {https://github.com/biosimulations/biosimulations} }

Contributors 🧑‍🤝‍🧑

This package was developed by the Karr Lab at the Icahn School of Medicine at Mount Sinai in New York and the Center for Cell Analysis and Modeling at UConn Health as part of the Center for Reproducible Biomodeling Modeling.

Numerous individuals and groups have contributed to BioSimulations, including:


AMICI

🔧

Akira Funahashi

🔧

Alan Garny

🤔 🔣

Aleksandar Jelenak

🔧

Ali Sinan Saglam

🔣

Andreas Dräger

🔧

Ankita

🔣

Ankur Sinha

🔧

Anna Zhukova

🔣

AnneGoelzer

🔣

Arthur P Goldberg

🤔

Aurélien Naldi

🔣 🔧

Bilal Shaikh

💻 📖 🚇

BioModels

🔣

Brett Olivier

🔧

Brian Drawert

🔧

Brian simulator

🔧

COPASI

🔧

Center for Reproducible Biomedical Modeling

💵 🔍 📆

Ciaran Welsh

🔧

Claudine Chaouiya

🔣 🔧

Dan Vasilescu

🔧

Daniel Weindl

🔧

David Brooks

🔧

David Nickerson

🤔

DeepaMahm

🐛

Diego

🔧

Dilawar Singh

🔧

Eduard Kerkhoven

🔧

Eran Agmon

🤔

Ermentrout

🔧

Escher

🔧

Fabian Fröhlich

🔧

Fengkai Zhang

🔧

Frank Bergmann

🤔

GINsim

🔧

GMarupilla

💻

Helikar Lab Personal

🔧

Herbert Sauro

🤔

Hugh Sorby

🔧

Idenfitiers.org

🔣

Jan Hasenauer

🔧

Jim Faeder

🔧 🔣

Jim Schaff

🤔

Johann Rohwer

🔧

John Detloff

💻

John Gennari

🤔 🔧

John Readey

🔧

John Sekar

🤔

Jon Ison

🔣

Jonathan Karr

💻 📖 🎨

Joshua Cooper

🔧

Jörn Starruß

🔧

Jürgen Pahle

🔧

Karr whole-cell modeling lab

🤔

Kyle Medley

🔧 🤔

LEMS

🔧

Loïc Paulevé

🔣 🔧

Lucian Smith

🤔

Lutz Brusch

🔧

Manuel Bernal Llinares

🔣

MarcDinh

🔧

Matthias König

🤔

Matúš Kalaš

🔣

Michael Blinov

🤔

Michel Dumontier

🔣

Mike Hucka

🔧

Mike Wilson

🚇

ModelDB

🔣

Moritz E. Beber

🔧

National Institute of Biomedical Imaging and Bioengineering

💵

National Institutes of Health

💵

National Science Foundation

💵

NeuroML

🔧

Neurosim lab

🔧

OpenCOR

🔧

PMR2 - the software behind the Auckland Physiome Repository

🔣

Padraig Gleeson

🔣 🔧

Payton Thomas

🔧

Pedro Mendes

🔧

Pedro T. Monteiro

🔧

PySCeS: The Python Simulator for Cellular Systems, provides a variety of tools for the analysis of cellular systems

🔧

Raghul Kannan

🔧

Rahuman Sheriff

🔣

Rashika Rathi

🔣

Ryan Spangler

🤔

Ryann Jordan

🔣

SBML Team

🔧

SED-ML

🔧

Sarah Keating

🔧

Stefan Hoops

🔧

Steve Andrews

🔣 🔧

StochSS

🔧

SysBioINRAe

🔧 🔣

Systems Biology Lab, Vrije Universiteit Amsterdam

🔧

Systems Biology Research Group

🔣

The HDF Group

🔧

The NEURON Simulator

🔧

The home of CellML on Github

🔧

Tommy Yu

🔣

Tung Nguyen

🔣

UW Sauro Lab

🔧

Vega

🔧

Veit Schwämmle

🔣

Virtual Cell

🔧 🔣

Wolfram Liebermeister

🔧

Yin Hoon Chew

🤔

Zachary A. King

🔧 🔣

abulovic

🔣

cjmyers

🤔

dczielinski

🔧

freiburgermsu

📖

jtyurkovich

🔧

libsbmlsim

🔧

moraru

🚇 🤔

obodeit

🔧

openCOBRA

🔧

ruleworld

🔧 🔣

yexilein

🔧

z-haiman

🔧

A key to the above emojis is available here.

Contributing to BioSimulations 🛠️

We enthusiastically welcome contributions to BioSimulations! Please see the guide to contributing and the developer's code of conduct.

Funding 💰

This package was developed with support from the National Institute for Bioimaging and Bioengineering (award P41EB023912).

Questions and comments ❓

We welcome any comments, questions, or discussion about the project. Please create a discussion or question in our discussion forum.

To privately contact the BioSimulations team, you can send us an email at info@biosimulations.org.

Owner

  • Name: BioSimulations
  • Login: biosimulations
  • Kind: organization
  • Email: info@biosimulations.org
  • Location: United States of America

Enabling more comprehensive and more predictive biological models through enhanced reproducibility and reusability

Citation (CITATION.cff)

# YAML 1.2
---
abstract: |
  "More comprehensive and more predictive models have the potential to advance biology, bioengineering, and medicine. Building more predictive models will likely require the collaborative efforts of many investigators. This requires teams to be able to share and reuse model components and simulations. Despite extensive efforts to develop standards such as COMBINE/OMEX, SBML, and SED-ML, it remains difficult to reuse many models and simulations. One challenge to reusing models and simulations is the diverse array of incompatible modeling formats and simulation tools.

  This package provides three tools which address this challenge:

  BioSimulators is a registry of containerized simulation tools that provide consistent interfaces. BioSimulators makes it easier to find and run simulations.
  runBioSimulations is a simple web application for using the BioSimulators containers to run simulations. This tool makes it easy to run a broad range of simulations without having to install any software.
  BioSimulations is a platform for sharing and running modeling studies. BioSimulations provides a central place for investigators to exchange studies. BioSimulations uses the BioSimulators simulation tools, and builds on the functionality of runBioSimulations.
  This package provides the code for the BioSimulations, runBioSimulations, and BioSimulations websites, as well as the code for the backend services for all three applications. The package is implemented in TypeScript using Angular, NestJS, MongoDB, and Mongoose."
authors:
  - affiliation: 'Icahn School of Medicine at Mount Sinai'
    family-names: Shaikh
    given-names: Bilal
    orcid: 'https://orcid.org/0000-0001-5801-5510'
  - affiliation: 'University of Connecticut School of Medicine'
    family-names: Marupilla
    given-names: Gnaneswara
  - affiliation: 'University of Connecticut School of Medicine'
    family-names: Wilson
    given-names: Mike
    orcid: 'https://orcid.org/0000-0001-5892-6074'
  - affiliation: 'University of Connecticut School of Medicine'
    family-names: Michael
    given-names: Blinov L.
    orcid: 'https://orcid.org/0000-0002-9363-9705'
  - affiliation: 'University of Connecticut School of Medicine'
    family-names: Moraru
    given-names: Ion I.
    orcid: 'https://orcid.org/0000-0002-3746-9676'
  - affiliation: 'Icahn School of Medicine at Mount Sinai'
    family-names: Karr
    given-names: Jonathan R.
    orcid: 'https://orcid.org/0000-0002-2605-5080'
cff-version: '1.2.0'
keywords:
  - numerical simulation
  - systems biology
  - computational biology
  - mathematical modeling
  - standards
  - Vega
  - reproducibility
  - Systems Biology Markup Language
  - SBML
  - Simulation Experiment Description Markup Language
  - SED-ML
  - Kinetic Simulation Algorithm Ontology
  - KiSAO
  - Systems Biology Ontology
  - SBO
  - COMBINE
  - OMEX
  - biochemical networks
  - biosimulations
  - biosimulators
doi: '10.5281/zenodo.5057108'
identifiers:
  - type: url
    description: The repository for the software
    value: http://identifiers.org/github/biosimulations/biosimulations
  - type: url
    description: The Zenodo entry for the software
    value: http://identifiers.org/doi/10.5281/zenodo.5057108
  - type: doi
    value: 10.5281/zenodo.5057108
    description: The concept DOI of the work.
  - type: other
    value: biocatalogue.service:4043
    description: BioCatalogue entry for BioSimulations
  - type: other
    value: biocatalogue.service:4178
    description: BioCatalogue entry for runBioSimulations
  # - type: other
  #   value: biocatalogue.service:????
  #  description: BioCatalogue entry for BioSimulators
  - type: other
    value: biotools:biosimulations
    description: bio.tools entry for BioSimulations
  - type: other
    value: biotools:runbiosimulations
    description: bio.tools entry for runBioSimulations
  - type: other
    value: biotools:biosimulators
    description: bio.tools entry for BioSimulators
  - type: other
    value: fairsharing:bsg-d001721
    description: FAIRSharing entry for BioSimulations
  - type: other
    value: fairsharing:FAIRsharing.pweima
    description: FAIRSharing entry for BioSimulators
  - type: other
    value: biosimulations
    description: Identifiers.org entry for BioSimulations
  - type: other
    value: runbiosimulations
    description: Identifiers.org entry for runBioSimulations
  - type: other
    value: biosimulators
    description: Identifiers.org entry for BioSimulators
  - type: other
    value: re3data:r3d100013361
    description: re3data entry for BioSimulations
  - type: other
    value: re3data:r3d100013432
    description: re3data entry for BioSimulators
  - type: other
    value: RRID:SCR_018733
    description: SciCrunch entry for BioSimulations
  - type: other
    value: RRID:SCR_019110
    description: SciCrunch entry for runBioSimulations
  - type: other
    value: RRID:SCR_019111
    description: SciCrunch entry for BioSimulators
license: MIT
message: 'If you use this software, please cite it using these metadata.'
repository-code: 'https://github.com/biosimulations/biosimulations'
title: BioSimulations
contact:
  - email: 'info@biosimulations.org'
    family-names: BioSimulations Team
type: software
url: https://biosimulations.org

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 0
  • Total pull requests: 7
  • Average time to close issues: N/A
  • Average time to close pull requests: about 3 hours
  • Total issue authors: 0
  • Total pull request authors: 3
  • Average comments per issue: 0
  • Average comments per pull request: 0.29
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 6
Past Year
  • Issues: 0
  • Pull requests: 7
  • Average time to close issues: N/A
  • Average time to close pull requests: about 3 hours
  • Issue authors: 0
  • Pull request authors: 3
  • Average comments per issue: 0
  • Average comments per pull request: 0.29
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 6
Top Authors
Issue Authors
  • github-actions[bot] (17)
  • jcschaff (3)
  • luciansmith (3)
Pull Request Authors
  • renovate[bot] (21)
  • jcschaff (18)
  • AlexPatrie (15)
  • github-actions[bot] (2)
Top Labels
Issue Labels
todo (17) bug (2) testing (1) simulation-service (1)
Pull Request Labels
dependencies (22) CI/CD (7) BioSimulations (7) ui (7) testing (6) BioSimulations-API (5) simulation-service (4) runBiosimulations (4) docker (3) datamodel (2) build (1) BioSimulators (1) bug (1) deployment (1)

Dependencies

libs/analytics/angular-analytics/package.json npm
  • tslib 2.3.1
libs/json-ld/ng-json-ld/package.json npm
  • tslib ^2.3.0
libs/material-file-input/package.json npm
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apps/combine-api/Dockerfile-assets/Pipfile pypi
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  • pytest * develop
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  • pytest-timeout * develop
  • pyyaml * develop
  • requests * develop
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  • biosimulators-bionetgen >=0.1.20
  • biosimulators-boolnet >=0.1.18
  • biosimulators-cbmpy >=0.1.14
  • biosimulators-cobrapy >=0.1.23
  • biosimulators-copasi >=0.1.34
  • biosimulators-gillespy2 >=0.1.37
  • biosimulators-ginsim >=0.0.9
  • biosimulators-libsbmlsim >=0.0.6
  • biosimulators-masspy >=0.0.9
  • biosimulators-pyneuroml >=0.0.16
  • biosimulators-pysces >=0.1.25
  • biosimulators-rbapy >=0.0.4
  • biosimulators-tellurium >=0.1.25
  • biosimulators-utils >=0.1.168
  • biosimulators-xpp >=0.0.12
  • boto3 *
  • connexion >=2.11.1
  • cython <3
  • flask >=2
  • flask-cors *
  • gunicorn *
  • kisao >=2.30
  • libroadrunner <2.2.0
  • natsort *
  • numpy <1.22.0
  • openapi-schema-validator <0.3
  • openapi-spec-validator <0.5
  • orjson *
  • python-dateutil *
  • python-dotenv *
  • python-libsbml-experimental >=5.19.0
  • rbapy >=1.0.2
  • rdflib *
  • requests *
  • smoldyn >=2.67
  • stringcase *
  • sympy !=1.8,!=1.9
apps/combine-api/Dockerfile-assets/Pipfile.lock pypi
  • 251 dependencies
config/storage-buckets/requirements.txt pypi
  • google-cloud-storage *
  • python-dotenv *
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apps/combine-api/poetry.lock pypi
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apps/combine-api/pyproject.toml pypi
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docs/poetry.lock pypi
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  • mergedeep 1.3.4
  • mkdocs 1.4.2
  • mkdocs-awesome-pages-plugin 2.9.1
  • mkdocs-git-revision-date-plugin 0.3.2
  • mkdocs-material 9.1.16
  • mkdocs-material-extensions 1.1.1
  • mkdocs-redirects 1.2.0
  • mkdocs-same-dir 0.1.2
  • natsort 8.3.1
  • packaging 23.0
  • pygments 2.15.0
  • pymdown-extensions 9.11
  • python-dateutil 2.8.2
  • pyyaml 6.0
  • pyyaml-env-tag 0.1
  • regex 2023.3.23
  • requests 2.28.2
  • six 1.16.0
  • smmap 5.0.0
  • urllib3 1.26.15
  • watchdog 3.0.0
  • wcmatch 8.4.1
  • zipp 3.15.0
docs/pyproject.toml pypi
  • mkdocs-awesome-pages-plugin ^2.9.0
  • mkdocs-git-revision-date-plugin ^0.3.2
  • mkdocs-material ^9.1.6
  • mkdocs-redirects ^1.2.0
  • mkdocs-same-dir ^0.1.2
  • python ^3.9
libs/shared/environments/package.json npm
libs/shared/icons/package.json npm
  • tslib ^2.3.1
libs/shared/rxjs-backoff/package.json npm
libs/shared/styles/package.json npm
  • tslib ^2.3.1
libs/statistics/api/package.json npm
libs/statistics/datamodel/package.json npm
libs/statistics/summary-page/package.json npm
  • tslib ^2.3.1
package-lock.json npm
  • 2804 dependencies
package.json npm
  • @angular-devkit/architect 0.1502.6 development
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  • @angular-devkit/core ~15.2.0 development
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  • @angular-eslint/eslint-plugin 15.2.1 development
  • @angular-eslint/eslint-plugin-template 15.2.1 development
  • @angular-eslint/template-parser 15.2.1 development
  • @angular/animations 15.2.9 development
  • @angular/cdk 15.2.9 development
  • @angular/cli ~15.2.0 development
  • @angular/common 15.2.9 development
  • @angular/compiler 15.2.9 development
  • @angular/compiler-cli 15.2.9 development
  • @angular/core 15.2.9 development
  • @angular/flex-layout 15.0.0-beta.42 development
  • @angular/forms 15.2.9 development
  • @angular/language-service 15.2.9 development
  • @angular/material 15.2.9 development
  • @angular/platform-browser 15.2.9 development
  • @angular/platform-browser-dynamic 15.2.9 development
  • @angular/router 15.2.9 development
  • @angular/service-worker 15.2.9 development
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  • @typescript-eslint/eslint-plugin ^5.57.0 development
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  • angular-plotly.js 4.0.4 development
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  • cz-conventional-changelog 3.3.0 development
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  • jest 29.5.0 development
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  • ng-mocks ^14.8.0 development
  • ng-packagr 15.2.2 development
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  • schema-dts 1.1.0 development
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  • stackdriver-errors-js 0.12.0 development
  • throttle-debounce 3.0.1 development
  • ts-jest 29.1.0 development
  • ts-node 10.9.1 development
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  • webpack 5.76.0 development
  • @bull-board/express 3.11.1
  • @nestjs/axios 2.0.0
  • @nestjs/bullmq 1.1.0
  • @nestjs/common 9.3.11
  • @nestjs/config 2.3.1
  • @nestjs/core 9.3.11
  • @nestjs/microservices 9.3.12
  • @nestjs/mongoose 9.2.2
  • @nestjs/passport 9.0.3
  • @nestjs/platform-express 9.3.12
  • @nestjs/schedule 2.2.0
  • @nestjs/swagger 6.2.1
  • @nestjs/terminus 9.2.2
  • @openapi-contrib/openapi-schema-to-json-schema 3.1.2
  • @sendgrid/mail 7.7.0
  • @stoplight/json-ref-resolver 3.1.5
  • auth0 2.42.0
  • aws-sdk 2.1152.0
  • axios 1.3.5
  • bullmq 3.10.3
  • cache-manager 3.6.3
  • cache-manager-redis-store 2.0.0
  • chart.js ^3.7.1
  • class-transformer 0.5.1
  • class-validator 0.14.0
  • compare-versions 4.1.4
  • cron 1.8.2
  • elasticlunr ^0.9.5
  • email-validator 2.0.4
  • err-code 3.0.1
  • form-data 4.0.0
  • hammerjs 2.0.8
  • http-status-codes 2.2.0
  • husky 8.0.3
  • immer ^10.0.1
  • is-url 1.2.4
  • json5 2.2.3
  • jwks-rsa 2.1.5
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  • ng2-charts 3.0.11
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  • reflect-metadata 0.1.13
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  • rxjs ~7.5.0
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  • tiny-version-compare 3.0.2
  • tslib 2.3.1
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  • uuid 8.3.2
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tools/build-sitemaps/requirements.txt pypi
  • jinja2 *
  • python-dateutil *
  • requests *
tools/check-example-simulation-runs-succeeded.requirements.txt pypi
  • requests *
  • simplejson *
  • urllib3 *
tools/delete-files-in-temporary-s3-bucket/requirements.txt pypi
  • boto3 *
  • python-dateutil *
  • python-dotenv *
tools/generate-ontologies-requirements.txt pypi
  • csvkit *
tools/submit-example-simulation-runs.requirements.txt pypi
  • natsort *
  • requests *
apps/simdata-api/Dockerfile docker
  • python 3.11-slim build
libs/simdata-api/nest-client/package.json npm
apps/simdata-api/poetry.lock pypi
  • aiobotocore 2.11.0
  • aiofiles 23.2.1
  • aiohttp 3.9.1
  • aioitertools 0.11.0
  • aiosignal 1.3.1
  • annotated-types 0.6.0
  • anyio 4.2.0
  • attrs 23.2.0
  • black 23.12.1
  • botocore 1.34.22
  • certifi 2023.11.17
  • click 8.1.7
  • colorama 0.4.6
  • coverage 7.4.0
  • fastapi 0.109.0
  • flake8 7.0.0
  • frozenlist 1.4.1
  • h11 0.14.0
  • h5py 3.10.0
  • httpcore 1.0.2
  • httptools 0.6.1
  • httpx 0.26.0
  • idna 3.6
  • iniconfig 2.0.0
  • jmespath 1.0.1
  • mccabe 0.7.0
  • ml-dtypes 0.3.2
  • multidict 6.0.4
  • mypy 1.8.0
  • mypy-extensions 1.0.0
  • numpy 1.26.3
  • packaging 23.2
  • pathspec 0.12.1
  • platformdirs 4.1.0
  • pluggy 1.3.0
  • pycodestyle 2.11.1
  • pydantic 2.5.3
  • pydantic-core 2.14.6
  • pydantic-settings 2.1.0
  • pyflakes 3.2.0
  • pytest 7.4.4
  • pytest-asyncio 0.23.3
  • python-dateutil 2.8.2
  • python-dotenv 1.0.0
  • pyyaml 6.0.1
  • six 1.16.0
  • sniffio 1.3.0
  • starlette 0.35.1
  • tensorstore 0.1.52
  • typing-extensions 4.9.0
  • urllib3 2.0.7
  • uvicorn 0.27.0
  • uvloop 0.19.0
  • watchfiles 0.21.0
  • websockets 12.0
  • wrapt 1.16.0
  • yarl 1.9.4
apps/simdata-api/pyproject.toml pypi
  • black ^23.12.1 develop
  • coverage ^7.4.0 develop
  • flake8 ^7.0.0 develop
  • mypy ^1.8.0 develop
  • pytest ^7.4.4 develop
  • pytest-asyncio ^0.23.3 develop
  • aiobotocore ^2.11.0
  • aiofiles ^23.2.1
  • fastapi ^0.109.0
  • h5py ^3.10.0
  • httpx ^0.26.0
  • pydantic ^2.5.3
  • pydantic-settings ^2.1.0
  • python ^3.11
  • pyyaml ^6.0.1
  • tensorstore ^0.1.52
  • uvicorn ^0.27.0