Microsoft.KernelMemory.Core
0.23.231221.1
Prefix Reserved
This package has a SemVer 2.0.0 package version: 0.23.231221.1+296aee8.
There is a newer version of this package available.
See the version list below for details.
See the version list below for details.
dotnet add package Microsoft.KernelMemory.Core --version 0.23.231221.1
NuGet\Install-Package Microsoft.KernelMemory.Core -Version 0.23.231221.1
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.
<PackageReference Include="Microsoft.KernelMemory.Core" Version="0.23.231221.1" />
For projects that support PackageReference, copy this XML node into the project file to reference the package.
paket add Microsoft.KernelMemory.Core --version 0.23.231221.1
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
#r "nuget: Microsoft.KernelMemory.Core, 0.23.231221.1"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.
// Install Microsoft.KernelMemory.Core as a Cake Addin #addin nuget:?package=Microsoft.KernelMemory.Core&version=0.23.231221.1 // Install Microsoft.KernelMemory.Core as a Cake Tool #tool nuget:?package=Microsoft.KernelMemory.Core&version=0.23.231221.1
The NuGet Team does not provide support for this client. Please contact its maintainers for support.
About Kernel Memory
Kernel Memory is a Copilot Memory Plugin and Service specialized in the efficient indexing of datasets through custom continuous data pipelines.
Utilizing advanced embeddings and LLMs, the system enables Natural Language querying for obtaining answers from the indexed data, complete with citations and links to the original sources.
Designed for seamless integration with Semantic Kernel, Kernel Memory enhances data-driven features in applications built using SK.
Getting Started ⚡
- Check out the GitHub repository for the latest updates.
| Product | Versions Compatible and additional computed target framework versions. |
|---|---|
| .NET | net6.0 is compatible. net6.0-android was computed. net6.0-ios was computed. net6.0-maccatalyst was computed. net6.0-macos was computed. net6.0-tvos was computed. net6.0-windows was computed. net7.0 was computed. net7.0-android was computed. net7.0-ios was computed. net7.0-maccatalyst was computed. net7.0-macos was computed. net7.0-tvos was computed. net7.0-windows was computed. net8.0 was computed. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. |
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.
-
net6.0
- Azure.AI.FormRecognizer (>= 4.1.0)
- Azure.Identity (>= 1.10.4)
- Azure.Search.Documents (>= 11.5.1)
- Azure.Storage.Blobs (>= 12.19.1)
- Azure.Storage.Queues (>= 12.17.1)
- ClosedXML (>= 0.102.1)
- DocumentFormat.OpenXml (>= 2.20.0)
- HtmlAgilityPack (>= 1.11.55)
- LLamaSharp (>= 0.8.1)
- LLamaSharp.Backend.Cpu (>= 0.8.1)
- LLamaSharp.Backend.Cuda12 (>= 0.8.1)
- Microsoft.Extensions.DependencyInjection.Abstractions (>= 8.0.0)
- Microsoft.KernelMemory.Abstractions (>= 0.23.231221.1)
- Microsoft.SemanticKernel.Connectors.OpenAI (>= 1.0.1)
- PdfPig (>= 0.1.8)
- Polly.Core (>= 8.2.0)
- RabbitMQ.Client (>= 6.8.1)
- Swashbuckle.AspNetCore (>= 6.5.0)
- System.Linq.Async (>= 6.0.1)
NuGet packages (12)
Showing the top 5 NuGet packages that depend on Microsoft.KernelMemory.Core:
| Package | Downloads |
|---|---|
|
Microsoft.KernelMemory.AI.LlamaSharp
Provide access to OpenAI LLM models in Kernel Memory to generate text |
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EachShow.AI
OpenAI, ChatGPT |
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VeeFriends.ShopifySync.WhatNot
Data as it pertains to VeeFriends. |
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Alkampfer.KernelMemory.Extensions
Added some extensions for Kernel Memory. |
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Microsoft.KernelMemory
The package contains all the core logic and extensions of Kernel Memory, to index and query any data and documents, using LLM and natural language, tracking sources and showing citations. |
GitHub repositories (5)
Showing the top 5 popular GitHub repositories that depend on Microsoft.KernelMemory.Core:
| Repository | Stars |
|---|---|
|
SciSharp/LLamaSharp
A C#/.NET library to run LLM (🦙LLaMA/LLaVA) on your local device efficiently.
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microsoft/kernel-memory
RAG architecture: index and query any data using LLM and natural language, track sources, show citations, asynchronous memory patterns.
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microsoft/teams-ai
SDK focused on building AI based applications and extensions for Microsoft Teams and other Bot Framework channels
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lindexi/lindexi_gd
博客用到的代码
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ktutak1337/Stellar-Chat
A versatile multi-modal chat application that enables users to develop custom agents, create images, leverage visual recognition, and engage in voice interactions. It integrates seamlessly with local LLMs and commercial models like OpenAI, Gemini, Perplexity, and Claude, and allows to converse with uploaded documents and websites.
|
| Version | Downloads | Last updated |
|---|---|---|
| 0.93.241118.1 | 189 | 11/19/2024 |
| 0.92.241112.1 | 1,881 | 11/12/2024 |
| 0.91.241101.1 | 8,294 | 11/1/2024 |
| 0.91.241031.1 | 1,692 | 10/31/2024 |
| 0.90.241021.1 | 10,001 | 10/22/2024 |
| 0.90.241020.3 | 647 | 10/20/2024 |
| 0.80.241017.2 | 2,447 | 10/17/2024 |
| 0.79.241014.2 | 1,456 | 10/14/2024 |
| 0.79.241014.1 | 166 | 10/14/2024 |
| 0.78.241007.1 | 3,275 | 10/8/2024 |
| 0.78.241005.1 | 464 | 10/6/2024 |
| 0.77.241004.1 | 258 | 10/5/2024 |
| 0.76.240930.3 | 4,648 | 9/30/2024 |
| 0.75.240924.1 | 5,849 | 9/24/2024 |
| 0.74.240919.1 | 3,053 | 9/19/2024 |
| 0.73.240906.1 | 23,172 | 9/7/2024 |
| 0.72.240904.1 | 2,693 | 9/5/2024 |
| 0.71.240820.1 | 11,708 | 8/21/2024 |
| 0.70.240803.1 | 22,108 | 8/3/2024 |
| 0.69.240727.1 | 8,783 | 7/27/2024 |
| 0.68.240722.1 | 3,053 | 7/22/2024 |
| 0.68.240716.1 | 1,995 | 7/16/2024 |
| 0.67.240712.1 | 1,751 | 7/12/2024 |
| 0.66.240709.1 | 5,472 | 7/9/2024 |
| 0.65.240620.1 | 31,101 | 6/21/2024 |
| 0.64.240619.1 | 744 | 6/20/2024 |
| 0.63.240618.1 | 2,679 | 6/18/2024 |
| 0.62.240605.1 | 21,206 | 6/5/2024 |
| 0.62.240604.1 | 504 | 6/4/2024 |
| 0.61.240524.1 | 10,015 | 5/24/2024 |
| 0.61.240519.2 | 9,994 | 5/19/2024 |
| 0.60.240517.1 | 234 | 5/18/2024 |
| 0.51.240513.2 | 7,009 | 5/13/2024 |
| 0.50.240504.7 | 4,770 | 5/4/2024 |
| 0.40.240501.1 | 747 | 5/1/2024 |
| 0.39.240427.1 | 5,612 | 4/28/2024 |
| 0.38.240425.1 | 1,232 | 4/25/2024 |
| 0.38.240423.1 | 1,081 | 4/24/2024 |
| 0.37.240420.2 | 1,582 | 4/21/2024 |
| 0.36.240416.1 | 14,160 | 4/16/2024 |
| 0.36.240415.2 | 1,605 | 4/16/2024 |
| 0.36.240415.1 | 327 | 4/15/2024 |
| 0.35.240412.2 | 1,236 | 4/12/2024 |
| 0.35.240321.1 | 25,264 | 3/21/2024 |
| 0.35.240318.1 | 18,561 | 3/18/2024 |
| 0.34.240313.1 | 7,529 | 3/13/2024 |
| 0.33.240312.1 | 544 | 3/12/2024 |
| 0.32.240308.1 | 1,789 | 3/8/2024 |
| 0.32.240307.3 | 615 | 3/7/2024 |
| 0.32.240307.2 | 388 | 3/7/2024 |
| 0.30.240227.1 | 19,238 | 2/28/2024 |
| 0.29.240219.2 | 7,479 | 2/20/2024 |
| 0.28.240212.1 | 3,749 | 2/13/2024 |
| 0.27.240207.1 | 1,365 | 2/7/2024 |
| 0.27.240205.2 | 3,090 | 2/6/2024 |
| 0.27.240205.1 | 242 | 2/5/2024 |
| 0.26.240121.1 | 16,551 | 1/22/2024 |
| 0.26.240116.2 | 2,394 | 1/16/2024 |
| 0.26.240115.4 | 505 | 1/16/2024 |
| 0.26.240104.1 | 3,761 | 1/5/2024 |
| 0.25.240103.1 | 272 | 1/4/2024 |
| 0.24.231228.5 | 1,542 | 12/29/2023 |
| 0.24.231228.4 | 155 | 12/29/2023 |
| 0.23.231224.1 | 9,920 | 12/24/2023 |
| 0.23.231221.1 | 793 | 12/22/2023 |
| 0.23.231219.1 | 2,686 | 12/20/2023 |
| 0.22.231217.1 | 183 | 12/18/2023 |
| 0.21.231214.1 | 266 | 12/15/2023 |
| 0.20.231212.1 | 891 | 12/13/2023 |
| 0.19.231211.1 | 1,115 | 12/11/2023 |