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Name Entity Recognition

spaCy FastAPI for Custom Cognitive Skills in Azure Search


Azure Search Cognitive Skills

For instructions on adding your API as a Custom Cognitive Skill in Azure Search see: https://docs.microsoft.com/en-us/azure/search/cognitive-search-custom-skill-interface

Resources

This project has two key dependencies:

Dependency Name Documentation Description
spaCy https://spacy.io Industrial-strength Natural Language Processing (NLP) with Python and Cython
FastAPI https://fastapi.tiangolo.com FastAPI framework, high performance, easy to learn, fast to code, ready for production

Run Locally

To run locally in debug mode run:

cd ./ner
bash ./create_virtualenv.sh
uvicorn app.api:app --reload

Open your browser to http://localhost:8000/docs to view the OpenAPI UI.

Open API Image

For an alternate view of the docs navigate to http://localhost:8000/redoc


Deploy with Azure Pipelines

Follow this guide to setup an Azure Resource Group with instances of Azure Kubernetes Service and Azure Container Registry and setup CI / CD with Azure Pipelines.

https://docs.microsoft.com/en-us/azure/devops/pipelines/ecosystems/kubernetes/aks-template?view=azure-devops

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