Install flair NLP
pip3 install --no-cache-dir -r requirements.txt
pip3 install flair
or update
pip3 show flair
sudo pip3 install flair --upgrade
pip3 show flair
Run Flair NER as REST Service, whereas make sure that port 5000 is available
python3 flair-ner-rest.py
Test it
Check health
curl --request GET --url http://localhost:5000/api/v1/health
Get named entities
curl --request POST --url http://localhost:5000/api/v1/ner --header 'content-type: application/json' --data '{ "message":"When were Alexander von Humboldt and Bernhard Riemann born?" }'
And you should receive the following response
{"entities":[{"score":0.9963508248329163,"tag":"PER","text":"Alexander von Humboldt"},{"score":0.9994429349899292,"tag":"PER","text":"Bernhard Riemann"}],"flair-version":"0.7","submitted-message":"When were Alexander von Humboldt and Bernhard Riemann born?"}
Run Flair Sentiment as REST Service, whereas make sure that port 5000 is available
python flair-sentiment-rest.py
Test it
curl --request POST --url http://localhost:5000/api/v1/analyzeSentiment --header 'content-type: application/json' --data '{ "message":"I could watch The Marriage over and over again. At 90 minutes, it'\''s just so delightfully heartbreaking." }'
And you should receive the following response
{"polarity":0.9978204965591431,"result":"POSITIVE"}
docker build -t flair-ner-cpu -f ./Dockerfile.cpu .docker run -p 5000:5000 flair-ner-cpuTest it
curl --request POST --url http://localhost:5000/api/v1/ner --header 'content-type: application/json' --data '{ "message":"When were Alexander von Humboldt and Bernhard Riemann born?" }'
docker tag flair-ner-cpu USERNAME/REPONAME:flair-ner-cpu-VERSION
docker login -u USERNAME -p PASSWORD docker.io && docker push USERNAME/REPONAME:flair-ner-cpu_VERSION
whereas for example USERNAME is michaelwechner, REPONAME is public and VERSION is 0.11.3
https://hub.docker.com/r/michaelwechner/public/tags
- Tagging / Labeling Dataset: https://en.wikipedia.org/wiki/Inside%E2%80%93outside%E2%80%93beginning_(tagging)
- Adding new Entities to Flair NER models: https://discuss.huggingface.co/t/adding-new-entities-to-flair-ner-models/3913