Build Semantic Search Application with Azure OpenAI service and MongoDB Atlas Search

• Global AI Conference 2023 - Tue, 12 Dec 2023

• Stack: Azure OpenAI Service, FastAPI, VueJS, LangChain, MongoDB Atlas Search (Atlas Vector Search)

• Slide

• Reference 1:

• Reference 2:

• Reference 3:

• Create Atlas Vector Search Index

{
  "name": "vector_index",
  "type": "vectorSearch",
  "fields": [
    {
      "numDimensions": 1536,
      "path": "plot_embedding_azureopenai",
      "similarity": "euclidean",
      "type": "vector"
    },
    {
      "path": "genres",
      "type": "filter"
    },
    {
      "path": "year",
      "type": "filter"
    }
  ]
}

• Create .env.test

MONGODB_URI=""
AZURE_OPENAI_ENDPOINT=""
OPENAI_API_TYPE="azure"
OPENAI_API_KEY=""
OPENAI_API_VERSION ="2023-05-15"

• Run FastAPI uvicorn main:app --host 127.0.0.1 --port 8000 --reload
• Run VueJS npm run dev

Create Vector Search Index

FastAPI

VueJS

Azure AI Studio

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