♻️ API to run evaluations of the FAIR principles (Findable, Accessible, Interoperable, Reusable) on online resources

Overview

♻️ FAIR enough 🎯

Run backend tests

An OpenAPI where anyone can run evaluations to assess how compliant to the FAIR principles is a resource, given the resource identifier (URI/URL).

Using FastAPI, Pydantic and MongoDB

📥️ Requirements

  • Docker

  • Docker Compose

  • Poetry if you need to install new Python packages.

  • Node.js (with npm) if you need to do frontend development

📝 Add an assessment

All assessments used to run evaluations are python scripts defined in the same folder: https://github.com/MaastrichtU-IDS/fair-enough/tree/main/backend/app/assessments

Feel free to add new assessments and send a pull request! To create a new assessment:

  • Optionally, create a folder if you want to group multiple assessments under a same category

  • Copy an existing assessment to get started

  • Change the attributes of this assessment to describe it so that users can easily understand what your assessment do. Provide your email in the author attribute.

  • Add the code in the evaluate() function, 2 variables are passed to the assessment, plus you can access the assessment object itself to log what the test is trying to do, and why it success or fail:

    • eval: evaluation object that you can use to pass data between assessments (e.g. to pass the license URL, or JSON-LD metadata your assessment retrieves)

    • g: RDFLib graph of the RDF retrieved when searching for the resource metadata

    • self: the assessment object itself, can be used to perform various logging actions related to the test (don't use print otherwise it will not show up in the evaluation results returned by the API)

      self.log('This print a regular event', '✔️') # 2nd arg (prefix added to the log) is optional
      self.success('This will also increase the score of the assessment by 1')
      self.bonus('This will also increase the bonus score of the assessment by 1')
      self.error('This will print a failure while running the assessment')

Most of the Python code for the API is in https://github.com/MaastrichtU-IDS/fair-enough/tree/main/backend/app

🐳 Backend local development

Start the stack for development locally with Docker Compose from the root folder of this repository:

docker-compose up -d

Now you can open your browser and interact with these URLs:

To check the logs of a specific service, run:

docker-compose logs backend

To delete the volume and reset the database, run:

docker-compose down
docker volume rm fair-enough_mongodb-data

You can also run this script to reset the database, and restart the docker-compose:

./reset_local_db.sh

If you need to completely reset the Python cache:

docker-compose down
sudo rm -rf **/__pycache__
docker-compose build --no-cache

General workflow

By default, the dependencies are managed with Poetry, go there and install it.

From ./backend/ you can install all the dependencies with:

poetry install

To add new dependencies, run:

poetry add my-package

If you install a new package you will need to stop the current docker-compose running, then restarting it to rebuild the docker image:

docker-compose up --build --force-recreate

You can start a shell session with the new environment with:

poetry shell

Next, open your editor at ./backend/ (instead of the project root: ./), so that you see an ./app/ directory with your code inside. That way, your editor will be able to find all the imports, etc. Make sure your editor uses the environment you just created with Poetry.

Docker Compose Override

During development, you can change Docker Compose settings that will only affect the local development environment, in the file docker-compose.override.yml

docker-compose up -d

To get inside the container with a bash session you can exec inside the running container:

docker-compose exec backend bash

Backend tests

Test running stack

If your stack is already up and you just want to run the tests, you can use:

docker-compose exec backend /app/tests-start.sh

That /app/tests-start.sh script just calls pytest after making sure that the rest of the stack is running. If you need to pass extra arguments to pytest, you can pass them to that command and they will be forwarded.

For example, to stop on first error:

docker-compose exec backend bash /app/tests-start.sh -x

Test new stack

To test the backend run:

DOMAIN=backend sh ./scripts/test.sh

The file ./scripts/test.sh has the commands to generate a testing docker-stack.yml file, start the stack and test it.

Local tests

Start the stack with this command:

DOMAIN=backend sh ./scripts/test-local.sh

The ./backend directory is mounted as a "host volume" inside the docker container (set in the file docker-compose.dev.volumes.yml). You can rerun the test on live code:

docker-compose exec backend /app/tests-start.sh

Test Coverage

Because the test scripts forward arguments to pytest, you can enable test coverage HTML report generation by passing --cov-report=html.

To run the local tests with coverage HTML reports:

DOMAIN=backend sh ./scripts/test-local.sh --cov-report=html

To run the tests in a running stack with coverage HTML reports:

docker-compose exec backend bash /app/tests-start.sh --cov-report=html

🖥️ Frontend development

  • Enter the frontend directory, install the NPM packages and start the live server using the npm scripts:
cd frontend
npm install
npm run serve

Then open your browser at http://localhost:8080

If you have Vue CLI installed, you can also run vue ui to control, configure, serve, and analyze your application using a nice local web user interface.

🚀 Deployment

Traefik network

This stack expects the public Traefik network to be named traefik-public, just as in the tutorials in DockerSwarm.rocks.

If you need to use a different Traefik public network name, update it in the docker-compose.yml files, in the section:

networks:
  traefik-public:
    external: true

Change traefik-public to the name of the used Traefik network. And then update it in the file .env:

TRAEFIK_PUBLIC_NETWORK=traefik-public

Docker Compose files and env vars

There is a main docker-compose.yml file with all the configurations that apply to the whole stack, it is used automatically by docker-compose.

And there's also a docker-compose.override.yml with overrides for development, for example to mount the source code as a volume. It is used automatically by docker-compose to apply overrides on top of docker-compose.yml.

These Docker Compose files use the .env file containing configurations to be injected as environment variables in the containers.

They also use some additional configurations taken from environment variables set in the scripts before calling the docker-compose command.

It is all designed to support several "stages", like development, building, testing, and deployment. Also, allowing the deployment to different environments like staging and production (and you can add more environments very easily).

They are designed to have the minimum repetition of code and configurations, so that if you need to change something, you have to change it in the minimum amount of places. That's why files use environment variables that get auto-expanded. That way, if for example, you want to use a different domain, you can call the docker-compose command with a different DOMAIN environment variable instead of having to change the domain in several places inside the Docker Compose files.

Also, if you want to have another deployment environment, say preprod, you just have to change environment variables, but you can keep using the same Docker Compose files.

🔗 Links

Livestream logs:

Project bootstrapped with https://github.com/tiangolo/full-stack-fastapi-postgresql

Comments
  • not detecting multiple license terms

    not detecting multiple license terms

    Evaluation on Uniprot entry: https://fair-enough.semanticscience.org/evaluation/619df87cc671558d15c297d4

    fails to recognize dcterms:license in metadata

    bug 
    opened by micheldumontier 2
  • Better querying of the evaluations results

    Better querying of the evaluations results

    Users should be able to query the evaluations results to answer questions like "get me all evaluations that have a score of 1 for the metric test i1-structrured metadata and a score of 0 for i1-license"

    Either:

    • add functions to graphql, cf. https://dgraph.io/docs/graphql/schema/search/
    • Or load the whole DB in a triplestore for SPARQL querying
    opened by vemonet 1
  • Sort Metrics tests and Collections in categories

    Sort Metrics tests and Collections in categories

    We might want to have a multi dimension categorization for collections and metrics tests, e.g.

    domains = [ 'biomedical', 'geography']
    resource_type= ['publication', 'ontology', 'tabular data']
    

    That will help users to know which collection they should use when evaluating specific types of data.

    And help them to choose the right metrics tests when composing a collection.

    @rcelebi

    opened by vemonet 1
  • issue in starting containers

    issue in starting containers

    checkout with github dektop, using ubuntu shell. needed to chmod 755 bash scripts:

    chmod 755 init_metric_tests.sh
    chmod 755 backend/prestart.sh
    

    and also clean them

    sed -i -e 's/\r$//' init_metric_tests.sh
    sed -i -e 's/\r$//' backend/prestart.sh
    
    
    opened by micheldumontier 0
  • Local development support for HTTPS + ORCID

    Local development support for HTTPS + ORCID

    ORCID authentication requires HTTPS redirects. Out of the box, the application does not respond to HTTPS addresses on localhost. How to configure this?

    help wanted 
    opened by micheldumontier 1
  • Create a Web Extension to evaluate researchers publications from aggregators

    Create a Web Extension to evaluate researchers publications from aggregators

    This extension could be called by a researcher when on his Pure, or Google Scholar page. It will automatically extract the URI of each publication of the researcher, and run a FAIR evaluation for each publication

    Generate a report on the FAIRness of all publications of the researcher

    We should use the new WebExtension standard to build an extension that will work on all browsers (at least Firefox and Chrome, safari is dead anyway)

    @pedrohserrano

    good first issue help wanted 
    opened by vemonet 0
  • create

    create "resource-centric" view

    For a given resource, list all the tests performed and the scores, from newest to oldest. make infographic to visualise the scores across time add button to "test now"

    good first issue help wanted 
    opened by micheldumontier 3
  • Map base and bonus scores to F,A,I,R

    Map base and bonus scores to F,A,I,R

    It's difficult to understand the breakdown of the base and bonus scores to each of F,A,I, R. might suggest some kind of interactive chart that i) shows where the resource is passing/failing, and ii) is clickable to the specific assessment section.

    enhancement 
    opened by micheldumontier 2
  • enable text search on all metadata

    enable text search on all metadata

    I'd like to be able to search all the evaluations using a global search input box. for instance, to search for "sea ice" and get matching records.

    enhancement 
    opened by micheldumontier 4
Releases(0.0.1)
  • 0.0.1(Jan 27, 2022)

    FAIR enough release before using FAIRMetrics specifications and tests through APIs

    Using Celery workers and RabbitMQ to execute the tests

    Source code(tar.gz)
    Source code(zip)
Owner
Maastricht University IDS
Institute of Data Science at Maastricht University
Maastricht University IDS
I was sick of having to hand my friends my phone, so I gave my Spotify some SMS features!

SMSpotifY Just a little tool so that my friends can text a phone number and add to my spotify queue for parties and such:) Features Roles / Access Con

Sara 2 Jan 17, 2022
a small cli to generate AWS Well Architected Reports on the road

well-architected-review This repo intends to publish some scripts related to Well Architected Reviews. war.py extracts in txt & xlsx files all the WAR

4 Mar 18, 2022
SOCMINT tool to get personal infos from an Instagram account via analysis of its followers and/or following

S T E R R A 🔭 A SOCMINT tool to get infos from an Instagram acc via its Followers / Following Allows you to analyse someone's followers, following, a

aet 316 Dec 28, 2022
Python script that extract data via YouTube Api and manipulates it.

UNLIMITED README for the Unlimited game [Mining game] Explore the docs » View Demo · Report Bug · Request Feature Table of Contents About The Project

Serban Chisca 1 Dec 12, 2021
Fully Dockerized cryptocurrencies Trading Bot, based on Freqtrade engine. Multi instances.

Cryptocurrencies Trading Bot - Freqtrade Manager This automated Trading Bot is based on the amazing Freqtrade one. It allows you to manage many Freqtr

Cédric Dugat 47 Dec 06, 2022
Please Do Not Throw Sausage Pizza Away - Side Scrolling Up The OSI Stack

Please Do Not Throw Sausage Pizza Away - Side Scrolling Up The OSI Stack

John Capobianco 2 Jan 25, 2022
Open Source API and interchange format for editorial timeline information.

OpenTimelineIO is currently in Public Beta. That means that it may be missing some essential features and there are large changes planned. During this phase we actively encourage you to provide feedb

Pixar Animation Studios 1.2k Jan 01, 2023
Weee - Advanced project's versions bumper

Weee - Advanced project's versions bumper

Yan Kurbatov 2 Jun 06, 2022
A discord bot that will help you browse/download nhentai sources.

Risa Introduction Risa is an nHentai discord bot that will help you browse and download your favorite doujin inside your own discord server. Hosting M

markee7 14 Oct 25, 2021
Resources for the AMLD 2022 workshop "DevOps on AWS"

MLOPS on AWS | AMLD 2022 This repository contains all the resources necessary to follow along and reproduce the workshop "MLOps on AWS: a Hands-On Tut

xtream 8 Jun 16, 2022
Real-time cryptocurrencies prices.

New update added more cryptocurrencies and GBP If you like it give it a star Crypto-watcher is simple program showing price of cryptocurrency in USD a

Adrijan 25 Dec 13, 2022
One destination for all the developer's learning resources.

DevResources One destination for all the developer's learning resources. Find all of your learning resources under one roof and add your own. Live ✨ Y

Gaurav Sharma 33 Oct 21, 2022
just a program i made cuz a friend got tokenlogged and spammed me with these scam/phishing links so i made a programm to spam these websides with fake logins

scam-webside-spammer just a program i made cuz a friend got tokenlogged and spammed me with these scam/phishing links so i made a programm to spam the

TerrificTable 3 Sep 23, 2022
A bot created with Python that interacts with GroupMe

GroupMe_Bot This is a bot I'm working on a small groupme group I'm in. This is something I'll work on in my spare time. Nothing but just a fun little

0 May 19, 2022
📢 Video Chat Stream Telegram Bot. Can ⏳ Stream Live Videos, Radios, YouTube Videos & Telegram Video Files On Your Video Chat Of Channels & Groups !

Telegram Video Chat Bot (Beta) 📢 Video Chat Stream Telegram Bot 🤖 Can Stream Live Videos, Radios, YouTube Videos & Telegram Video Files On Your Vide

brut✘⁶⁹ // ユスフ 15 Dec 24, 2022
Telegram bot implementing Lex Arcana using python-telegram-bot library.

Lex Arcana Telegram Bot 🤖 Telegram bot implementing Lex Arcana using python-telegram-bot library. This bot was evaluated for the course "Computer Eng

Nicolò Sonnino 6 Jun 22, 2022
Python lib for Embedly

embedly-python Python library for interacting with Embedly's API. To get started sign up for a key at embed.ly/signup. Install Install with Pip (recom

Embedly 80 Oct 05, 2022
This is a Innexia Group Manager Bot with many features

⚡ Innexia ⚡ A Powerful, Smart And Simple Group Manager ... Written with AioGram , Pyrogram and Telethon... Available on Telegram as @Innexia ❤️ Suppor

TeamDeeCode 84 Jun 04, 2022
allow windows programs to call dssp/mkdssp command from wsl; rework biopython on windows (PDB -> dssp -> fasta)

dssp-wsl Converting PDB (Protein Data Bank) file format to DSSP file format is required for generating datasets of peptides and their secondary struct

Taine Zhao 1 Feb 23, 2022
Asynchronous Python Wrapper for the GoFile API

Asynchronous Python Wrapper for the GoFile API

Gautam Kumar 22 Aug 04, 2022