/in-the-loop

NLP article summariser + questions and answers engine #TechCh2019

Primary LanguagePython

in-the-loop

ai/summarizer

  • Put model ./ai/summarizer/files/models/cnndm_bertsum_classifier_best.py
  • Install pip dependencies
  • Run server.js
  • Call POST localhost:5000/summary
python server.py
curl -X POST localhost:5000/summary -d '{"articles" : ["articlecontent"] }'

Docker

docker build -t d0m182/in-the-loop-summary:$VERSION .

docker pull d0m182/in-the-loop-summary
docker run -it -p 8080:5000 d0m182/in-the-loop-summary
curl -X POST localhost:5000/summary -d '{"articles" : ["articlecontent"] }'

ai/qa

  • Put model ./ai/qa/files/models/out_model.ckpt-10859.data-00000-of-00001
  • Install pip dependencies
  • Run server.js
  • Call POST localhost:5000/qa
python server.py
curl -X POST localhost:80/qa -d '{"data": [{"questions": ["Who won the election in 1997?"],"context": "Tony Blair was elected in 1997"}]}' -H "Content-Type: application/json"

Docker

docker build -t d0m182/in-the-loop-qa:$VERSION .

docker pull d0m182/in-the-loop-qa
docker run -p 8081:5000 -it d0m182/in-the-loop-qa:$VERSION
curl -X POST localhost:8081/qa \
    -d '{"data": [{"questions": ["Who won the election in 1997?"],"url": "https://bbc.co.uk/linktoarticle"}]}' \
    -H "Content-Type: application/json"

web-ui

Development

npm install
npm run devstart

Docker image

cd web-ui
docker build -t itl-web-ui .
docker run -p 8080:3000 -d itl-web-ui

Overview

  • /bin/www - app entrypoint
  • /app.js - creates express server
  • /routes/ - routes for the app
  • /views/ - pug template files