Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension


Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
6 changes: 6 additions & 0 deletions KernelMemory.sln
Original file line number Diff line number Diff line change
Expand Up @@ -333,6 +333,8 @@ Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "KernelMemory", "extensions\
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "AzureOpenAI.FunctionalTests", "extensions\AzureOpenAI\AzureOpenAI.FunctionalTests\AzureOpenAI.FunctionalTests.csproj", "{8E907766-4A7D-46E2-B5E3-EB2994B1AA54}"
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "006-dotnet-serverless-azure", "examples\006-dotnet-serverless-azure\006-dotnet-serverless-azure.csproj", "{AF1E12A9-D8A1-4815-995E-C6F7B2022016}"
EndProject
Global
GlobalSection(SolutionConfigurationPlatforms) = preSolution
Debug|Any CPU = Debug|Any CPU
Expand Down Expand Up @@ -618,6 +620,9 @@ Global
{8E907766-4A7D-46E2-B5E3-EB2994B1AA54}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{8E907766-4A7D-46E2-B5E3-EB2994B1AA54}.Debug|Any CPU.Build.0 = Debug|Any CPU
{8E907766-4A7D-46E2-B5E3-EB2994B1AA54}.Release|Any CPU.ActiveCfg = Release|Any CPU
{AF1E12A9-D8A1-4815-995E-C6F7B2022016}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{AF1E12A9-D8A1-4815-995E-C6F7B2022016}.Debug|Any CPU.Build.0 = Debug|Any CPU
{AF1E12A9-D8A1-4815-995E-C6F7B2022016}.Release|Any CPU.ActiveCfg = Release|Any CPU
EndGlobalSection
GlobalSection(SolutionProperties) = preSolution
HideSolutionNode = FALSE
Expand Down Expand Up @@ -717,6 +722,7 @@ Global
{58E65B3F-EFF0-401A-AC76-A49835AE0220} = {155DA079-E267-49AF-973A-D1D44681970F}
{AB097B62-5A0B-4D74-9F8B-A41FE8241447} = {155DA079-E267-49AF-973A-D1D44681970F}
{8E907766-4A7D-46E2-B5E3-EB2994B1AA54} = {3C17F42B-CFC8-4900-8CFB-88936311E919}
{AF1E12A9-D8A1-4815-995E-C6F7B2022016} = {0A43C65C-6007-4BB4-B3FE-8D439FC91841}
EndGlobalSection
GlobalSection(ExtensibilityGlobals) = postSolution
SolutionGuid = {CC136C62-115C-41D1-B414-F9473EFF6EA8}
Expand Down
53 changes: 27 additions & 26 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -416,8 +416,9 @@ Examples and Tools
1. [Collection of Jupyter notebooks with various scenarios](examples/000-notebooks)
2. [Using Kernel Memory web service to upload documents and answer questions](examples/001-dotnet-WebClient)
3. [Importing files and asking question without running the service (serverless mode)](examples/002-dotnet-Serverless)
4. [Using KM Plugin for Semantic Kernel](examples/003-dotnet-SemanticKernel-plugin)
5. Customizations
4. [Kernel Memory RAG with Azure services](examples/006-dotnet-serverless-azure)
5. [Using KM Plugin for Semantic Kernel](examples/003-dotnet-SemanticKernel-plugin)
6. Customizations
* [Processing files with custom logic (custom handlers) in serverless mode](examples/004-dotnet-serverless-custom-pipeline)
* [Processing files with custom logic (custom handlers) in asynchronous mode](examples/005-dotnet-AsyncMemoryCustomPipeline)
* [Customizing RAG and summarization prompts](examples/101-dotnet-custom-Prompts)
Expand All @@ -427,25 +428,25 @@ Examples and Tools
* [Using a custom web scraper to fetch web pages](examples/109-dotnet-custom-webscraper)
* [Writing and using a custom ingestion handler](examples/201-dotnet-serverless-custom-handler)
* [Using Context Parameters to customize RAG prompt during a request](examples/209-dotnet-using-context-overrides)
6. Local models and external connectors
7. Local models and external connectors
* [Using custom LLMs](examples/104-dotnet-custom-LLM)
* [Using local LLMs with Ollama](examples/212-dotnet-ollama)
* [Using local LLMs with llama.cpp via LlamaSharp](examples/105-dotnet-serverless-llamasharp)
* [Using local models with LM Studio](examples/208-dotnet-lmstudio)
* [Using Semantic Kernel LLM connectors](examples/107-dotnet-SemanticKernel-TextCompletion)
* [Generating answers with Anthropic LLMs](examples/110-dotnet-anthropic)
7. [Upload files and ask questions from command line using curl](examples/006-curl-calling-webservice)
8. [Summarizing documents, using synthetic memories](examples/106-dotnet-retrieve-synthetics)
9. [Hybrid Search with Azure AI Search](examples/111-dotnet-azure-ai-hybrid-search)
10. [Running a single asynchronous pipeline handler as a standalone service](examples/202-dotnet-custom-handler-as-a-service)
11. [Integrating Memory with ASP.NET applications and controllers](examples/204-dotnet-ASP.NET-MVC-integration)
12. [Sample code showing how to extract text from files](examples/205-dotnet-extract-text-from-docs)
13. [.NET configuration and logging](examples/206-dotnet-configuration-and-logging)
14. [Expanding chunks retrieving adjacent partitions](examples/207-dotnet-expanding-chunks-on-retrieval)
15. [Creating a Memory instance without KernelMemoryBuilder](examples/210-KM-without-builder)
16. [Intent Detection](examples/211-dotnet-WebClient-Intent-Detection)
17. [Fetching data from Discord](examples/301-discord-test-application)
18. [Test project using KM package from nuget.org](examples/203-dotnet-using-KM-nuget)
8. [Upload files and ask questions from command line using curl](examples/006-curl-calling-webservice)
9. [Summarizing documents, using synthetic memories](examples/106-dotnet-retrieve-synthetics)
10. [Hybrid Search with Azure AI Search](examples/111-dotnet-azure-ai-hybrid-search)
11. [Running a single asynchronous pipeline handler as a standalone service](examples/202-dotnet-custom-handler-as-a-service)
12. [Integrating Memory with ASP.NET applications and controllers](examples/204-dotnet-ASP.NET-MVC-integration)
13. [Sample code showing how to extract text from files](examples/205-dotnet-extract-text-from-docs)
14. [.NET configuration and logging](examples/206-dotnet-configuration-and-logging)
15. [Expanding chunks retrieving adjacent partitions](examples/207-dotnet-expanding-chunks-on-retrieval)
16. [Creating a Memory instance without KernelMemoryBuilder](examples/210-KM-without-builder)
17. [Intent Detection](examples/211-dotnet-WebClient-Intent-Detection)
18. [Fetching data from Discord](examples/301-discord-test-application)
19. [Test project using KM package from nuget.org](examples/203-dotnet-using-KM-nuget)

## Tools

Expand Down Expand Up @@ -526,22 +527,22 @@ githubcontrib --repo kernel-memory --owner microsoft --showlogin true --sortBy l
:---: |:---: |:---: |:---: |:---: |:---: |
[dependabot[bot]](https://github.com/apps/dependabot) |[dluc](https://github.com/dluc) |[DM-98](https://github.com/DM-98) |[EelcoKoster](https://github.com/EelcoKoster) |[Foorcee](https://github.com/Foorcee) |[GraemeJones104](https://github.com/GraemeJones104) |

[<img alt="jurepurgar" src="https://avatars.githubusercontent.com/u/6506920?v=4&s=110" width="110">](https://github.com/jurepurgar) |[<img alt="JustinRidings" src="https://avatars.githubusercontent.com/u/49916830?v=4&s=110" width="110">](https://github.com/JustinRidings) |[<img alt="kbeaugrand" src="https://avatars.githubusercontent.com/u/9513635?v=4&s=110" width="110">](https://github.com/kbeaugrand) |[<img alt="koteus" src="https://avatars.githubusercontent.com/u/428201?v=4&s=110" width="110">](https://github.com/koteus) |[<img alt="KSemenenko" src="https://avatars.githubusercontent.com/u/4385716?v=4&s=110" width="110">](https://github.com/KSemenenko) |[<img alt="lecramr" src="https://avatars.githubusercontent.com/u/20584823?v=4&s=110" width="110">](https://github.com/lecramr) |
[<img alt="imranshams" src="https://avatars.githubusercontent.com/u/15226209?v=4&s=110" width="110">](https://github.com/imranshams) |[<img alt="jurepurgar" src="https://avatars.githubusercontent.com/u/6506920?v=4&s=110" width="110">](https://github.com/jurepurgar) |[<img alt="JustinRidings" src="https://avatars.githubusercontent.com/u/49916830?v=4&s=110" width="110">](https://github.com/JustinRidings) |[<img alt="kbeaugrand" src="https://avatars.githubusercontent.com/u/9513635?v=4&s=110" width="110">](https://github.com/kbeaugrand) |[<img alt="koteus" src="https://avatars.githubusercontent.com/u/428201?v=4&s=110" width="110">](https://github.com/koteus) |[<img alt="KSemenenko" src="https://avatars.githubusercontent.com/u/4385716?v=4&s=110" width="110">](https://github.com/KSemenenko) |
:---: |:---: |:---: |:---: |:---: |:---: |
[jurepurgar](https://github.com/jurepurgar) |[JustinRidings](https://github.com/JustinRidings) |[kbeaugrand](https://github.com/kbeaugrand) |[koteus](https://github.com/koteus) |[KSemenenko](https://github.com/KSemenenko) |[lecramr](https://github.com/lecramr) |
[imranshams](https://github.com/imranshams) |[jurepurgar](https://github.com/jurepurgar) |[JustinRidings](https://github.com/JustinRidings) |[kbeaugrand](https://github.com/kbeaugrand) |[koteus](https://github.com/koteus) |[KSemenenko](https://github.com/KSemenenko) |

[<img alt="luismanez" src="https://avatars.githubusercontent.com/u/9392197?v=4&s=110" width="110">](https://github.com/luismanez) |[<img alt="marcominerva" src="https://avatars.githubusercontent.com/u/3522534?v=4&s=110" width="110">](https://github.com/marcominerva) |[<img alt="neel015" src="https://avatars.githubusercontent.com/u/34688460?v=4&s=110" width="110">](https://github.com/neel015) |[<img alt="pascalberger" src="https://avatars.githubusercontent.com/u/2190718?v=4&s=110" width="110">](https://github.com/pascalberger) |[<img alt="pawarsum12" src="https://avatars.githubusercontent.com/u/136417839?v=4&s=110" width="110">](https://github.com/pawarsum12) |[<img alt="pradeepr-roboticist" src="https://avatars.githubusercontent.com/u/6598307?v=4&s=110" width="110">](https://github.com/pradeepr-roboticist) |
[<img alt="lecramr" src="https://avatars.githubusercontent.com/u/20584823?v=4&s=110" width="110">](https://github.com/lecramr) |[<img alt="luismanez" src="https://avatars.githubusercontent.com/u/9392197?v=4&s=110" width="110">](https://github.com/luismanez) |[<img alt="marcominerva" src="https://avatars.githubusercontent.com/u/3522534?v=4&s=110" width="110">](https://github.com/marcominerva) |[<img alt="neel015" src="https://avatars.githubusercontent.com/u/34688460?v=4&s=110" width="110">](https://github.com/neel015) |[<img alt="pascalberger" src="https://avatars.githubusercontent.com/u/2190718?v=4&s=110" width="110">](https://github.com/pascalberger) |[<img alt="pawarsum12" src="https://avatars.githubusercontent.com/u/136417839?v=4&s=110" width="110">](https://github.com/pawarsum12) |
:---: |:---: |:---: |:---: |:---: |:---: |
[luismanez](https://github.com/luismanez) |[marcominerva](https://github.com/marcominerva) |[neel015](https://github.com/neel015) |[pascalberger](https://github.com/pascalberger) |[pawarsum12](https://github.com/pawarsum12) |[pradeepr-roboticist](https://github.com/pradeepr-roboticist) |
[lecramr](https://github.com/lecramr) |[luismanez](https://github.com/luismanez) |[marcominerva](https://github.com/marcominerva) |[neel015](https://github.com/neel015) |[pascalberger](https://github.com/pascalberger) |[pawarsum12](https://github.com/pawarsum12) |

[<img alt="qihangnet" src="https://avatars.githubusercontent.com/u/1784873?v=4&s=110" width="110">](https://github.com/qihangnet) |[<img alt="roldengarm" src="https://avatars.githubusercontent.com/u/37638588?v=4&s=110" width="110">](https://github.com/roldengarm) |[<img alt="setuc" src="https://avatars.githubusercontent.com/u/9305355?v=4&s=110" width="110">](https://github.com/setuc) |[<img alt="slapointe" src="https://avatars.githubusercontent.com/u/1054412?v=4&s=110" width="110">](https://github.com/slapointe) |[<img alt="slorello89" src="https://avatars.githubusercontent.com/u/42971704?v=4&s=110" width="110">](https://github.com/slorello89) |[<img alt="snakex64" src="https://avatars.githubusercontent.com/u/39806655?v=4&s=110" width="110">](https://github.com/snakex64) |
[<img alt="pradeepr-roboticist" src="https://avatars.githubusercontent.com/u/6598307?v=4&s=110" width="110">](https://github.com/pradeepr-roboticist) |[<img alt="qihangnet" src="https://avatars.githubusercontent.com/u/1784873?v=4&s=110" width="110">](https://github.com/qihangnet) |[<img alt="roldengarm" src="https://avatars.githubusercontent.com/u/37638588?v=4&s=110" width="110">](https://github.com/roldengarm) |[<img alt="setuc" src="https://avatars.githubusercontent.com/u/9305355?v=4&s=110" width="110">](https://github.com/setuc) |[<img alt="slapointe" src="https://avatars.githubusercontent.com/u/1054412?v=4&s=110" width="110">](https://github.com/slapointe) |[<img alt="slorello89" src="https://avatars.githubusercontent.com/u/42971704?v=4&s=110" width="110">](https://github.com/slorello89) |
:---: |:---: |:---: |:---: |:---: |:---: |
[qihangnet](https://github.com/qihangnet) |[roldengarm](https://github.com/roldengarm) |[setuc](https://github.com/setuc) |[slapointe](https://github.com/slapointe) |[slorello89](https://github.com/slorello89) |[snakex64](https://github.com/snakex64) |
[pradeepr-roboticist](https://github.com/pradeepr-roboticist) |[qihangnet](https://github.com/qihangnet) |[roldengarm](https://github.com/roldengarm) |[setuc](https://github.com/setuc) |[slapointe](https://github.com/slapointe) |[slorello89](https://github.com/slorello89) |

[<img alt="spenavajr" src="https://avatars.githubusercontent.com/u/96045491?v=4&s=110" width="110">](https://github.com/spenavajr) |[<img alt="TaoChenOSU" src="https://avatars.githubusercontent.com/u/12570346?v=4&s=110" width="110">](https://github.com/TaoChenOSU) |[<img alt="teresaqhoang" src="https://avatars.githubusercontent.com/u/125500434?v=4&s=110" width="110">](https://github.com/teresaqhoang) |[<img alt="tomasz-skarzynski" src="https://avatars.githubusercontent.com/u/119002478?v=4&s=110" width="110">](https://github.com/tomasz-skarzynski) |[<img alt="v-msamovendyuk" src="https://avatars.githubusercontent.com/u/61688766?v=4&s=110" width="110">](https://github.com/v-msamovendyuk) |[<img alt="Valkozaur" src="https://avatars.githubusercontent.com/u/58659526?v=4&s=110" width="110">](https://github.com/Valkozaur) |
[<img alt="snakex64" src="https://avatars.githubusercontent.com/u/39806655?v=4&s=110" width="110">](https://github.com/snakex64) |[<img alt="spenavajr" src="https://avatars.githubusercontent.com/u/96045491?v=4&s=110" width="110">](https://github.com/spenavajr) |[<img alt="TaoChenOSU" src="https://avatars.githubusercontent.com/u/12570346?v=4&s=110" width="110">](https://github.com/TaoChenOSU) |[<img alt="teresaqhoang" src="https://avatars.githubusercontent.com/u/125500434?v=4&s=110" width="110">](https://github.com/teresaqhoang) |[<img alt="tomasz-skarzynski" src="https://avatars.githubusercontent.com/u/119002478?v=4&s=110" width="110">](https://github.com/tomasz-skarzynski) |[<img alt="v-msamovendyuk" src="https://avatars.githubusercontent.com/u/61688766?v=4&s=110" width="110">](https://github.com/v-msamovendyuk) |
:---: |:---: |:---: |:---: |:---: |:---: |
[spenavajr](https://github.com/spenavajr) |[TaoChenOSU](https://github.com/TaoChenOSU) |[teresaqhoang](https://github.com/teresaqhoang) |[tomasz-skarzynski](https://github.com/tomasz-skarzynski) |[v-msamovendyuk](https://github.com/v-msamovendyuk) |[Valkozaur](https://github.com/Valkozaur) |
[snakex64](https://github.com/snakex64) |[spenavajr](https://github.com/spenavajr) |[TaoChenOSU](https://github.com/TaoChenOSU) |[teresaqhoang](https://github.com/teresaqhoang) |[tomasz-skarzynski](https://github.com/tomasz-skarzynski) |[v-msamovendyuk](https://github.com/v-msamovendyuk) |

[<img alt="vicperdana" src="https://avatars.githubusercontent.com/u/7114832?v=4&s=110" width="110">](https://github.com/vicperdana) |[<img alt="walexee" src="https://avatars.githubusercontent.com/u/12895846?v=4&s=110" width="110">](https://github.com/walexee) |[<img alt="westdavidr" src="https://avatars.githubusercontent.com/u/669668?v=4&s=110" width="110">](https://github.com/westdavidr) |[<img alt="xbotter" src="https://avatars.githubusercontent.com/u/3634877?v=4&s=110" width="110">](https://github.com/xbotter) |
:---: |:---: |:---: |:---: |
[vicperdana](https://github.com/vicperdana) |[walexee](https://github.com/walexee) |[westdavidr](https://github.com/westdavidr) |[xbotter](https://github.com/xbotter) |
[<img alt="Valkozaur" src="https://avatars.githubusercontent.com/u/58659526?v=4&s=110" width="110">](https://github.com/Valkozaur) |[<img alt="vicperdana" src="https://avatars.githubusercontent.com/u/7114832?v=4&s=110" width="110">](https://github.com/vicperdana) |[<img alt="walexee" src="https://avatars.githubusercontent.com/u/12895846?v=4&s=110" width="110">](https://github.com/walexee) |[<img alt="westdavidr" src="https://avatars.githubusercontent.com/u/669668?v=4&s=110" width="110">](https://github.com/westdavidr) |[<img alt="xbotter" src="https://avatars.githubusercontent.com/u/3634877?v=4&s=110" width="110">](https://github.com/xbotter) |
:---: |:---: |:---: |:---: |:---: |
[Valkozaur](https://github.com/Valkozaur) |[vicperdana](https://github.com/vicperdana) |[walexee](https://github.com/walexee) |[westdavidr](https://github.com/westdavidr) |[xbotter](https://github.com/xbotter) |
Loading