kernel-memory
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microsoft
RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns.
## Motivation and Context (Why the change? What's the scenario?) ## High level description (Approach, Design)
## Motivation and Context (Why the change? What's the scenario?) Azure SQL Database now provides Vector Support, currently in EAP (https://devblogs.microsoft.com/azure-sql/announcing-eap-native-vector-support-in-azure-sql-database). This PR extends SQL Server Memory DB with a...
### Context / Scenario Importing file with: using var memoryStream = new MemoryStream(); using Stream fileStream = File.OpenRead(filePath); await fileStream.CopyToAsync(memoryStream); memoryStream.Seek(0, SeekOrigin.Begin); then: var docId = await memory.ImportDocumentAsync( content: memoryStream,...
### Context / Scenario Hi, The cancellation of the request is not performed in SearchClient.GenerateAnswer(). This place does not provide a response to the cancellation of a long-term request (with...
you can now call azure openAI and OpenAI with streaming ## Motivation and Context (Why the change? What's the scenario?) I love repo but I'd love to call aureOpenAI and...
### Context / Scenario https://github.com/microsoft/kernel-memory/tree/main/examples/001-dotnet-WebClient vectorization is working but Ask is not ### What happened? Uploading text about E=mc^2 - Document Id: 9c6c024bd9684234ae10aac816aa6082202408051132081568880 Uploading article file about Carbon - Document...
### Context / Scenario ``` await memoryDb.GetListAsync(KmsConstantcs.KmsIndex, filters: new List() { new MemoryFilter().ByDocument(fileId) }, limit: int.MaxValue).ToListAsync().ConfigureAwait(false); ``` I often encounter anomalies such as sorry, too many clients are already ready...
This is NOT ready to be merged, because I've not updated all the Memories, but it is a possible implementation for NOT filter as for discussion #688. We need to...
### Context / Scenario My project makes use of both the following dependencies: ```xml ``` ### What happened? When compiling with `dotnet build`, this leads to a warning: > warning...
## Motivation and Context (Why the change? What's the scenario?) I'd like to solve discussion #669 the ability to insert page number inside Memory Record in the Section property. ##...