This example shows how to import multiple files and ask questions, without deploying the Kernel Memory Service, leveraging all Azure services:
- Azure Blobs: used to store files.
- Azure AI Document Intelligence: used to extract text from images.
- Azure OpenAI: used to index data with embeddings and to generate answers.
- Azure AI Search: used to store embeddings and chunks of text.
- Azure AI Content Safety: validate LLM output to avoid unsafe content.
For each service, you can find and configure settings in appsettings.json.
The example runs a couple of memory ingestions and ask questions verifying the end to end flow, see the code in Program.cs.
Before running the code, create a appsettings.development.json file (or edit appsettings.json),
overriding the values. The most important are endpoints and authentication details.
Note: the information stored in appsettings.Development.json are used only when
the env var ASPNETCORE_ENVIRONMENT is set to Development. Look at the
comments in appsettings.json for details and more advanced options.
You can find more details about the configuration options in appsettings.json,
and more info about .NET configurations at
https://learn.microsoft.com/aspnet/core/fundamentals/configuration
To run the example, execute dotnet run from this folder.