/semantic-search-in-medical-blogs

Web medical blog. You can create; read and most importantly search about the relevant posts that will reply your query well. The marking feature of the application is the semantic search of the posts.

Primary LanguageJupyter Notebook

semantic-search-in-medical-blogs

Prerequisites

Before you start, make sure you have the following installed on your machine:

Getting Started

  1. Clone the Repository:

    git clone https://github.com/elfailali/semantic-search-in-medical-blogs.git
cd semantic-search-in-medical-blogs

  2. Up the docker-compose:

    docker-compose up

    • or only Run Elasticsearch Container:

      docker run --rm --name elasticsearch_container -p 9200:9200 -p 9300:9300 -e "discovery.type=single-node" -e "xpack.security.enabled=false" -v ./shared_data/:/usr/share/elasticsearch/data/ elasticsearch:8.11.0

  3. Install Dependencies: pip install -r requirements.txt

  4. Execute App:

    4.1 Index Documents: For the first time you have to index your documents, after that the index will be saved into docker volume Go to notebook folder, then open the indexData.ipynb and execute all the cells (this code will index your documents)

    4.2 Execute Api:

    • Execute the searchAPI.py to start your API. Now you can test it using Postman for example.

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