From ad4ca7c464189bc3e066efae05b7bcc4512d3862 Mon Sep 17 00:00:00 2001 From: Justin Yoo Date: Tue, 25 Jun 2024 19:40:51 +0900 Subject: [PATCH] Add an optional session for Semantic Kernel (#38) --- Directory.Build.props | 2 +- README.md | 3 + docs/02-aspnet-core-backend.md | 56 +- docs/05-azure-deployment-aks.md | 1 - docs/07-semantic-kernel.md | 563 ++++ docs/README.md | 1 + docs/images/07-semantic-kernel-01.png | Bin 0 -> 183113 bytes docs/instructor-notes/07-semantic-kernel.pptx | Bin 0 -> 11307722 bytes save-points/README.md | 1 + .../AspireYouTubeSummariser.ApiApp/Program.cs | 33 +- .../AspireYouTubeSummariser.ApiApp/Program.cs | 33 +- .../Program.cs | 1 - .../AspireYouTubeSummariser.ApiApp/Program.cs | 33 +- .../AspireYouTubeSummariser.ApiApp/Program.cs | 33 +- save-points/session-05/README.md | 2 +- .../AspireYouTubeSummariser.ApiApp/Program.cs | 33 +- save-points/session-06/README.md | 2 +- save-points/session-07/.gitignore | 1 + .../AspireYouTubeSummariser.ApiApp.csproj | 21 + 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.../Prompts/RefineResult/skprompt.txt | 28 + save-points/session-07/README.md | 13 + save-points/session-07/azure.yaml | 8 + save-points/session-07/semantic-kernel.ipynb | 435 +++ src/AspireYouTubeSummariser.ApiApp/Program.cs | 33 +- src/Plugins/AddMemory/AddMelonChartPlugin.cs | 55 + src/Prompts/GetIntent/config.json | 18 + src/Prompts/GetIntent/skprompt.txt | 30 + src/Prompts/RefineQuestion/config.json | 23 + src/Prompts/RefineQuestion/skprompt.txt | 35 + src/Prompts/RefineResult/config.json | 23 + src/Prompts/RefineResult/skprompt.txt | 28 + src/README.md | 18 +- src/semantic-kernel.ipynb | 435 +++ 79 files changed, 5768 insertions(+), 114 deletions(-) create mode 100644 docs/07-semantic-kernel.md create mode 100644 docs/images/07-semantic-kernel-01.png create mode 100644 docs/instructor-notes/07-semantic-kernel.pptx create mode 100644 save-points/session-07/.gitignore create mode 100644 save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.csproj create mode 100644 save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.http create mode 100644 save-points/session-07/AspireYouTubeSummariser.ApiApp/Program.cs create mode 100644 save-points/session-07/AspireYouTubeSummariser.ApiApp/Properties/launchSettings.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.Development.sample.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.AppHost/AspireYouTubeSummariser.AppHost.csproj create mode 100644 save-points/session-07/AspireYouTubeSummariser.AppHost/Program.cs create mode 100644 save-points/session-07/AspireYouTubeSummariser.AppHost/Properties/launchSettings.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.Development.sample.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/AspireYouTubeSummariser.ServiceDefaults.csproj create mode 100644 save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/Extensions.cs create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/AspireYouTubeSummariser.WebApp.csproj create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Clients/ApiAppClient.cs create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Components/App.razor create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor.css create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor.css create mode 100644 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create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/src/progressbar.js create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/webpack.config.js create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Program.cs create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/Properties/launchSettings.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.Development.sample.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.json create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/app.css create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/bootstrap/bootstrap.min.css create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/bootstrap/bootstrap.min.css.map create mode 100644 save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/favicon.png create mode 100644 save-points/session-07/AspireYouTubeSummariser.sln create mode 100644 save-points/session-07/Plugins/AddMemory/AddMelonChartPlugin.cs create mode 100644 save-points/session-07/Prompts/GetIntent/config.json create mode 100644 save-points/session-07/Prompts/GetIntent/skprompt.txt create mode 100644 save-points/session-07/Prompts/RefineQuestion/config.json create mode 100644 save-points/session-07/Prompts/RefineQuestion/skprompt.txt create mode 100644 save-points/session-07/Prompts/RefineResult/config.json create mode 100644 save-points/session-07/Prompts/RefineResult/skprompt.txt create mode 100644 save-points/session-07/README.md create mode 100644 save-points/session-07/azure.yaml create mode 100644 save-points/session-07/semantic-kernel.ipynb create mode 100644 src/Plugins/AddMemory/AddMelonChartPlugin.cs create mode 100644 src/Prompts/GetIntent/config.json create mode 100644 src/Prompts/GetIntent/skprompt.txt create mode 100644 src/Prompts/RefineQuestion/config.json create mode 100644 src/Prompts/RefineQuestion/skprompt.txt create mode 100644 src/Prompts/RefineResult/config.json create mode 100644 src/Prompts/RefineResult/skprompt.txt create mode 100644 src/semantic-kernel.ipynb diff --git a/Directory.Build.props b/Directory.Build.props index 8dee82e..9266241 100644 --- a/Directory.Build.props +++ b/Directory.Build.props @@ -9,7 +9,7 @@ 8.* 8.* - 1.*-beta.* + 2.*-* 8.* 1.* 1.* diff --git a/README.md b/README.md index f8736aa..44f5356 100644 --- a/README.md +++ b/README.md @@ -35,6 +35,7 @@ | [Session 04](./docs/04-azure-deployment-aca.md) | Azure 배포 – Azure Container Apps | | [Session 05](./docs/04-azure-deployment-aks.md) | Azure 배포 – Azure Kubernetes Service | | [Session 06](./docs/06-blazor-js-interop.md) | Blazor JavaScript Interoperability 적용 (선택) | +| [Session 07](./docs/07-semantic-kernel.md) | Semantic Kernel 앱 개발 (선택) | ## Resources @@ -45,3 +46,5 @@ - [What is GitHub Copilot?](https://docs.github.com/ko/copilot) - [Building an intelligent app with Blazor and Azure OpenAI](https://www.youtube.com/watch?v=TH12YSLLe9E&t=8464s) - [Your stack for building Cloud Native apps](https://www.youtube.com/live/5IjKH-gy2Y0?si=dSMvC7arUeRpqBmz) +- [Blazor JavaScript Interoperability](https://learn.microsoft.com/ko-kr/aspnet/core/blazor/javascript-interoperability/?WT.mc_id=dotnet-121695-juyoo) +- [Semantic Kernel](https://learn.microsoft.com/ko-kr/semantic-kernel/overview/?WT.mc_id=dotnet-121695-juyoo) diff --git a/docs/02-aspnet-core-backend.md b/docs/02-aspnet-core-backend.md index 9dd57a4..c91c392 100644 --- a/docs/02-aspnet-core-backend.md +++ b/docs/02-aspnet-core-backend.md @@ -199,10 +199,10 @@ 1. `Program.cs` 파일을 열고 `YouTubeSummariserService` 클래스에 생성자를 아래와 같이 추가합니다. ```csharp - class YouTubeSummariserService(IYouTubeVideo youtube, OpenAIClient openai, IConfiguration config) + class YouTubeSummariserService(IYouTubeVideo youtube, AzureOpenAIClient openai, IConfiguration config) { private readonly IYouTubeVideo _youtube = youtube ?? throw new ArgumentNullException(nameof(youtube)); - private readonly OpenAIClient _openai = openai ?? throw new ArgumentNullException(nameof(openai)); + private readonly AzureOpenAIClient _openai = openai ?? throw new ArgumentNullException(nameof(openai)); private readonly IConfiguration _config = config ?? throw new ArgumentNullException(nameof(config)); ``` @@ -228,18 +228,52 @@ > 만약 네임스페이스 참조를 할 수 없다는 오류가 발생한다면 오류가 발생한 곳에 커서를 두고 `CTRL`+`.` 키 또는 `CMD`+`.` 키를 눌러 네임스페이스를 추가합니다. +1. 이어 아래 내용을 `string caption ...` 바로 밑에 추가합니다. + + ```csharp + public async Task SummariseAsync(SummaryRequest req) + { + Subtitle subtitle = await this._youtube.ExtractSubtitleAsync(req.YouTubeLinkUrl, req.VideoLanguageCode).ConfigureAwait(false); + string caption = subtitle.Content.Select(p => p.Text).Aggregate((a, b) => $"{a}\n{b}"); + + // 추가 + var chat = this._openai.GetChatClient(this._config["OpenAI:DeploymentName"]); + ``` + +1. 계속해서 `SummariseAsync` 메서드 안에서 자막 내용을 요약하는 로직을 구현합니다. GitHub Copilot을 이용해 아래와 같이 수정합니다. + + ```text + Create a list of ChatMessage instances with the following conditions: + + - The list should have three messages with: + - A SystemChatMessage with the value of "Prompt:System" in the configuration. + - A SystemChatMessage with the value of "Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\".". + - A UserChatMessage with the value of "caption". + ``` + + 그러면 아래와 비슷한 코드가 생성되었을 것입니다. 아래 코드를 참고해서 `SummariseAsync` 메서드를 수정합니다. + + ```csharp + public async Task SummariseAsync(SummaryRequest req) + { + ... + + var messages = new List() + { + new SystemChatMessage(this._config["Prompt:System"]), + new SystemChatMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), + new UserChatMessage(caption), + }; + } + ``` + 1. 계속해서 `SummariseAsync` 메서드 안에서 자막 내용을 요약하는 로직을 구현합니다. GitHub Copilot을 이용해 아래와 같이 수정합니다. ```text Create a ChatCompletionsOptions instance with the following conditions: - - It should have the "DeploymentName" property set to the value of "OpenAI:DeploymentName" in the configuration. - It should have the "MaxTokens" property set to the value of "Prompt:MaxTokens" in the configuration. - It should have the "Temperature" property set to the value of "Prompt:Temperature" in the configuration. - - It should have the "Messages" property set to the following messages: - - A message of "ChatRole.System" with the value of "Prompt:System" in the configuration. - - A message of "ChatRole.System" with the value of "Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\".". - - A message of "ChatRole.User" with the value of "caption". ``` 그러면 아래와 비슷한 코드가 생성되었을 것입니다. 아래 코드를 참고해서 `SummariseAsync` 메서드를 수정합니다. @@ -272,8 +306,8 @@ { ... - var response = await this._openai.GetChatCompletionsAsync(options).ConfigureAwait(false); - var summary = response.Value.Choices[0].Message.Content; + var response = await chat.CompleteChatAsync(messages, options).ConfigureAwait(false); + var summary = response.Value.Content[0].Text; return summary; } @@ -283,12 +317,12 @@ ```csharp builder.Services.AddHttpClient(); - builder.Services.AddScoped(sp => + builder.Services.AddScoped(sp => { var config = sp.GetRequiredService(); var endpoint = new Uri(config["OpenAI:Endpoint"]); var credential = new AzureKeyCredential(config["OpenAI:ApiKey"]); - var client = new OpenAIClient(endpoint, credential); + var client = new AzureOpenAIClient(endpoint, credential); return client; }); diff --git a/docs/05-azure-deployment-aks.md b/docs/05-azure-deployment-aks.md index d164e91..e5a4ab1 100644 --- a/docs/05-azure-deployment-aks.md +++ b/docs/05-azure-deployment-aks.md @@ -130,7 +130,6 @@ > dotnet restore && dotnet build > ``` - 1. `AspireYouTubeSummariser.AppHost` 프로젝트의 `appsettings.Development.json` 파일에 [세션 04: Azure 배포 - Azure Container Apps](./04-azure-deployment-aca.md)에서 등록한 OpenAI 정보를 다시 입력합니다. ```json diff --git a/docs/07-semantic-kernel.md b/docs/07-semantic-kernel.md new file mode 100644 index 0000000..1509903 --- /dev/null +++ b/docs/07-semantic-kernel.md @@ -0,0 +1,563 @@ +# 세션 07: Semantic Kernel 앱 개발 + +이 세션에서는 [Polyglot Notebooks](https://marketplace.visualstudio.com/items?itemName=ms-dotnettools.dotnet-interactive-vscode)과 [Semantic Kernel](https://learn.microsoft.com/ko-kr/semantic-kernel/overview/?WT.mc_id=dotnet-121695-juyoo)을 이용해서 지능형 .NET 콘솔 앱을 개발해 보겠습니다. + +> [GitHub Codespaces](https://docs.github.com/ko/codespaces/overview) 또는 [Visual Studio Code](https://code.visualstudio.com/?WT.mc_id=dotnet-121695-juyoo) 환경에서 작업하는 것을 기준으로 합니다. + +## 07-0: 사전 준비사항 + +아래 Visual Studio Code 확장 기능을 설치합니다. + +- [Polyglot Notebooks](https://marketplace.visualstudio.com/items?itemName=ms-dotnettools.dotnet-interactive-vscode) + +## 07-1: 노트북 파일 생성하기 + +1. 터미널을 열고 아래 명령어를 차례로 실행시켜 리포지토리의 루트 디렉토리로 이동합니다. + + ```bash + # GitHub Codespaces + REPOSITORY_ROOT=$CODESPACE_VSCODE_FOLDER + cd $REPOSITORY_ROOT + + # bash/zsh + REPOSITORY_ROOT=$(git rev-parse --show-toplevel) + cd $REPOSITORY_ROOT + + # PowerShell + $REPOSITORY_ROOT = git rev-parse --show-toplevel + cd $REPOSITORY_ROOT + ``` + +> 세이브 포인트에서 가져온 프로젝트를 사용하려면 아래 명령어를 차례로 실행시켜 프로젝트를 복원합니다. +> +> ```bash +> # bash/zsh +> mkdir -p workshop && cp -a save-points/session-06/. workshop/ +> cd workshop +> dotnet restore && dotnet build +> +> # PowerShell +> New-Item -Type Directory -Path workshop -Force && Copy-Item -Path ./save-points/session-06/* -Destination ./workshop -Recurse -Force +> cd workshop +> dotnet restore && dotnet build +> ``` + +1. 아래 명령어를 실행시켜 `workshop` 디렉토리 바로 밑에 `semantic-kernel.ipynb` 파일을 생성합니다. + + ```bash + # bash/zsh + touch $REPOSITORY_ROOT/workshop/semantic-kernel.ipynb + + # PowerShell + New-Item -Type File -Path $REPOSITORY_ROOT/workshop/semantic-kernel.ipynb -Force + ``` + +1. `semantic-kernel.ipynb` 파일을 열고 아래와 같이 입력합니다. + + ```csharp-interactive + Console.WriteLine("Hello, World!"); + ``` + +1. 아래 그림과 같이 셀 왼쪽의 ▶️ 버튼을 클릭해서 코드를 실행시킵니다. 이 때 `.NET Interactive`, `csharp - C# Script`, `Code` 설정이 제대로 되어 있는지 확인합니다. + + ![Polyglot Notebook 처음 실행](./images/07-semantic-kernel-01.png) + +## 07-2: Semantic Kernel 앱 실행하기 + +1. `semantic-kernel.ipynb` 파일을 열고 앞서 입력한 셀의 내용을 아래와 같이 수정합니다. + + ```csharp-interactive + // Nuget Packages + #r "nuget: MelonChart.NET, 1.*" + + #r "nuget: Microsoft.SemanticKernel, 1.*" + #r "nuget: Microsoft.SemanticKernel.Connectors.OpenAI, 1.*" + #r "nuget: Microsoft.SemanticKernel.Core, 1.*" + #r "nuget: Microsoft.SemanticKernel.Plugins.Core, 1.*-*" + #r "nuget: Microsoft.SemanticKernel.Plugins.Memory, 1.*-*" + + #r "nuget: System.Linq.Async, 6.*" + ``` + + 이후 셀을 실행시켜 NuGet 패키지를 설치합니다. + +1. 새 코드 셀을 아래에 추가한 후, 아래와 같이 `using` 디렉티브를 입력합니다. + + ```csharp-interactive + // Add using statements + using System.ComponentModel; + using System.Net.Http; + using System.Text.Encodings.Web; + using System.Text.Json; + using System.Text.Json.Serialization; + + using MelonChart.Models; + + using Microsoft.SemanticKernel; + using Microsoft.SemanticKernel.Connectors.OpenAI; + using Microsoft.SemanticKernel.Memory; + ``` + + 이후 셀을 실행시킵니다. + +1. 새 코드 셀을 아래에 추가한 후, 아래와 같이 입력하고 `endpoint`와 `apiKey`, `deploymentName` 값을 추가합니다. 이 값들은 이미 [세션 00: 개발 환경 설정](./00-setup.md)에서 받았습니다. + + ```csharp-interactive + // Azure OpenAI configurations + var endpoint = ""; + var apiKey = ""; + var deploymentName = ""; + ``` + + 이후 셀을 실행시킵니다. + +1. 새 코드 셀을 아래에 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Build Semantic Kernel + var kernel = Kernel.CreateBuilder() + .AddAzureOpenAIChatCompletion( + deploymentName: deploymentName, + endpoint: endpoint, + apiKey: apiKey) + .Build(); + ``` + + 이후 셀을 실행시킵니다. + +1. 새 코드 셀을 아래에 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Invoke the prompt + var result = await kernel.InvokePromptAsync("대구는 왜 더울까?"); + + Console.WriteLine(result); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. + +1. `Invoke the prompt` 셀 바로 위에 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // User input + var question = await Microsoft.DotNet.Interactive.Kernel.GetInputAsync("무엇이 궁금한가요?"); + + Console.WriteLine($"User: {question}"); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. + +1. `Invoke the prompt` 셀을 아래와 같이 수정합니다. + + ```csharp-interactive + // Invoke the prompt + + // 수정 전 + var result = await kernel.InvokePromptAsync("대구는 왜 더울까?"); + + // 수정 후 + var result = await kernel.InvokePromptAsync(question); + + Console.WriteLine(result); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. + +## 07-3: 프롬프트 추가하기 + +1. 아래 명령어를 실행시켜 `GetIntent`라는 프롬프트를 추가합니다. + + ```bash + # bash/zsh + mkdir -p $REPOSITORY_ROOT/workshop/Prompts/GetIntent + touch $REPOSITORY_ROOT/workshop/Prompts/GetIntent/config.json + touch $REPOSITORY_ROOT/workshop/Prompts/GetIntent/skprompt.txt + + # PowerShell + New-Item -Type Directory -Path $REPOSITORY_ROOT/workshop/Prompts/GetIntent -Force + New-Item -Type File -Path $REPOSITORY_ROOT/workshop/Prompts/GetIntent/config.json -Force + New-Item -Type File -Path $REPOSITORY_ROOT/workshop/Prompts/GetIntent/skprompt.txt -Force + ``` + +1. `Prompts/GetIntent` 디렉토리의 `config.json` 파일을 열고 아래와 같이 입력합니다. + + ```json + { + "schema": 1, + "type": "completion", + "description": "Identify the intent of the user's request", + "execution_settings": { + "default": { + "max_tokens": 800, + "temperature": 0 + } + }, + "input_variables": [ + { + "name": "input", + "description": "The user's request", + "required": true + } + ] + } + ``` + +1. `Prompts/GetIntent` 디렉토리의 `skprompt.txt` 파일을 열고 아래와 같이 입력합니다. + + ```plaintext + Identify the user's intent. Return one of the following values: + + ListOfSongsByArtist - If the user wants to have the list of songs by an artist + ListOfAlbumsByArtist - If the user wants to have the list of albums by an artist + CurrentRank - If the user wants to know the rank of a song + Unknown - If the user's intent matches none of the above + + Examples: + {{$user}}Give me the list of titles by aespa + {{$bot}}ListOfSongsByArtist + + {{$user}}How many songs by aespa are on the chart? + {{$bot}}ListOfSongsByArtist + + {{$user}}aespa 노래들이 궁금해 + {{$bot}}ListOfSongsByArtist + + {{$user}}I'd like to have the names of the albums by Ive + {{$bot}}ListOfAlbumsByArtist + + {{$user}}IVE 앨범 이름을 알려줘 + {{$bot}}ListOfAlbumsByArtist + + {{$user}}What rank is the song, Supernova? + {{$bot}}CurrentRank + + {{$user}}Supernova 노래 순위가 궁금해 + {{$bot}}CurrentRank + + user input: {{$input}} + ``` + +1. 아래 명령어를 실행시켜 `RefineQuestion`라는 프롬프트를 추가합니다. + + ```bash + # bash/zsh + mkdir -p $REPOSITORY_ROOT/workshop/Prompts/RefineQuestion + touch $REPOSITORY_ROOT/workshop/Prompts/RefineQuestion/config.json + touch $REPOSITORY_ROOT/workshop/Prompts/RefineQuestion/skprompt.txt + + # PowerShell + New-Item -Type Directory -Path $REPOSITORY_ROOT/workshop/Prompts/RefineQuestion -Force + New-Item -Type File -Path $REPOSITORY_ROOT/workshop/Prompts/RefineQuestion/config.json -Force + New-Item -Type File -Path $REPOSITORY_ROOT/workshop/Prompts/RefineQuestion/skprompt.txt -Force + ``` + +1. `Prompts/RefineQuestion` 디렉토리의 `config.json` 파일을 열고 아래와 같이 입력합니다. + + ```json + { + "schema": 1, + "type": "completion", + "description": "Refine the user's request based on the identified intent", + "execution_settings": { + "default": { + "max_tokens": 800, + "temperature": 0 + } + }, + "input_variables": [ + { + "name": "input", + "description": "The user's request", + "required": true + }, + { + "name": "intent", + "description": "The user's intent", + "required": true + } + ] + } + ``` + +1. `Prompts/RefineQuestion` 디렉토리의 `skprompt.txt` 파일을 열고 아래와 같이 입력합니다. + + ```plaintext + Refine the user's question based on the intent provided. Here's the intent: + {{$intent}} + + These are the list of intents and their corresponding explanations: + - ListOfSongsByArtist - If the user wants to have the list of songs by an artist + - ListOfAlbumsByArtist - If the user wants to have the list of albums by an artist + - CurrentRank - If the user wants to know the rank of a song + - Unknown - If the user's intent matches none of the above + + Examples: + {{$user}}What are the songs by aespa? + {{$intent}}ListOfSongsByArtist + {{$bot}}List all the songs by aespa in the chart + + {{$user}}I'm curious which albums Ive has in the chart + {{$intent}}ListOfAlbumsByArtist + {{$bot}}List all the albums by Ive in the chart + + {{$user}}What rank is Supernova? + {{$intent}}CurrentRank + {{$bot}}What is the rank of the song, Supernova, in the chart? + + {{$user}}aespa 노래? + {{$intent}}ListOfSongsByArtist + {{$bot}}List all the songs by aespa in the chart + + {{$user}}임영웅 앨범 이름들? + {{$intent}}ListOfAlbumsByArtist + {{$bot}}List all the albums by 임영웅 in the chart + + {{$user}}천상연 노래 순위는 어때? + {{$intent}}CurrentRank + {{$bot}}What is the rank of the song, 천상연, in the chart? + + user input: {{$input}} + ``` + +1. `Build Semantic Kernel` 셀을 찾아 그 바로 아래에 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Import prompts + var prompts = kernel.ImportPluginFromPromptDirectory("Prompts"); + ``` + + 이후 셀을 실행시켜 프롬프트를 추가합니다. + +1. `Invoke the prompt` 셀을 아래와 같이 수정합니다. + + ```csharp-interactive + // 수정 전 + // Invoke the prompt + var result = await kernel.InvokePromptAsync(question); + + // 수정 후 + // Invoke the prompt - GetIntent + var intent = await kernel.InvokeAsync( + function: prompts["GetIntent"], + arguments: new KernelArguments() + { + { "input", question } + }); + + Console.WriteLine(intent); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. 만약 결과가 `Unknown`이 나오면 다시 질문을 입력하고 결과를 확인합니다. + +1. 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Invoke the prompt - RefineQuestion + var refined = await kernel.InvokeAsync( + function: prompts["RefineQuestion"], + arguments: new KernelArguments() + { + { "input", question }, + { "intent", intent } + }); + + Console.WriteLine(refined); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. + +## 07-4: 플러그인 추가하기 + +1. 아래 명령어를 실행시켜 `AddMemory`라는 플러그인을 추가합니다. + + ```bash + # bash/zsh + mkdir -p $REPOSITORY_ROOT/workshop/Plugins/AddMemory + touch $REPOSITORY_ROOT/workshop/Plugins/AddMemory/AddMelonChartPlugin.cs + + # PowerShell + New-Item -Type Directory -Path $REPOSITORY_ROOT/workshop/Plugins/AddMemory -Force + New-Item -Type File -Path $REPOSITORY_ROOT/workshop/Plugins/AddMemory/AddMelonChartPlugin.cs -Force + ``` + +1. `Plugins/AddMemory` 디렉토리의 `AddMelonChartPlugin.cs` 파일을 열고 아래와 같이 입력합니다. + + ```csharp + using System.ComponentModel; + using System.Net.Http; + using System.Text.Encodings.Web; + using System.Text.Json; + using System.Text.Json.Serialization; + + using MelonChart.Models; + + using Microsoft.SemanticKernel; + using Microsoft.SemanticKernel.Connectors.OpenAI; + using Microsoft.SemanticKernel.Memory; + + #pragma warning disable SKEXP0001 + + public class AddMelonChartPlugin + { + private const string COLLECTION = "MelonChart"; + + [KernelFunction, Description("Add Melon Chart data to the memory")] + public static async Task AddChart( + [Description("The Semantic Memory instance")] ISemanticTextMemory memory, + [Description("The HttpClient instance")] HttpClient http, + [Description("The JsonSerializerOptions instance")] JsonSerializerOptions jso) + { + var today = DateTimeOffset.UtcNow + .ToOffset(TimeZoneInfo.FindSystemTimeZoneById("Korea Standard Time").BaseUtcOffset) + .ToString("yyyyMMdd"); + + var data = await http.GetStringAsync($"https://raw.githubusercontent.com/aliencube/MelonChart.NET/main/data/top100-{today}.json"); + var chart = JsonSerializer.Deserialize(data, jso); + + foreach (var item in chart.Items) + { + var index = chart.Items.IndexOf(item) + 1; + var serialised = JsonSerializer.Serialize(item, jso); + await memory.SaveInformationAsync(collection: COLLECTION, id: $"{today}-{index.ToString("000")}", text: serialised); + + Console.WriteLine($"- Stored: {item.Artist} - {item.Title}"); + } + } + + [KernelFunction, Description("Search question from the memory")] + public static async Task> FindSongs( + [Description("The Semantic Memory instance")] ISemanticTextMemory memory, + [Description("The question")] string question, + [Description("The JsonSerializerOptions instance")] JsonSerializerOptions jso) + { + var results = await memory.SearchAsync(COLLECTION, question, limit: 100, minRelevanceScore: 0.8d).ToListAsync(); + var output = results.Select(r => JsonSerializer.Deserialize(r.Metadata.Text, jso)).ToList(); + + return output; + } + } + ``` + +1. `Import prompts` 셀을 찾아 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Import codes + #!import Plugins/AddMemory/AddMelonChartPlugin.cs + ``` + + 이후 셀을 실행시킵니다. + +1. 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Import plugins + kernel.ImportPluginFromType(); + ``` + + 이후 셀을 실행시킵니다. + +## 07-5: Semantic Memory 추가하기 + +1. `Import plugins` 셀 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Build Semantic Memory + #pragma warning disable SKEXP0001 + #pragma warning disable SKEXP0010 + #pragma warning disable SKEXP0050 + + var memory = new MemoryBuilder() + .WithAzureOpenAITextEmbeddingGeneration( + deploymentName: "model-textembeddingada002-2", + endpoint: endpoint, + apiKey: apiKey) + .WithMemoryStore(new VolatileMemoryStore()) + .Build(); + ``` + + 이후 셀을 실행시킵니다. + +1. 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Add HttpClient instance. + var http = new HttpClient(); + ``` + + 이후 셀을 실행시킵니다. + +1. 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Add JsonSerializerOptions instance. + var jso = new JsonSerializerOptions() + { + WriteIndented = false, + PropertyNamingPolicy = JsonNamingPolicy.CamelCase, + Encoder = JavaScriptEncoder.UnsafeRelaxedJsonEscaping, + Converters = { new JsonStringEnumConverter(JsonNamingPolicy.CamelCase) }, + }; + ``` + + 이후 셀을 실행시킵니다. + +1. `Invoke the prompt - RefineQuestion` 셀을 찾아 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Invoke the plugin - Add Melon Chart data + await kernel.InvokeAsync( + pluginName: nameof(AddMelonChartPlugin), + functionName: nameof(AddMelonChartPlugin.AddChart), + arguments: new KernelArguments() + { + { "memory", memory }, + { "http", http }, + { "jso", jso }, + } + ); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. + +1. 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Invoke the plugin - Find songs + var results = await kernel.InvokeAsync( + pluginName: nameof(AddMelonChartPlugin), + functionName: nameof(AddMelonChartPlugin.FindSongs), + arguments: new KernelArguments() + { + { "memory", memory }, + { "question", refined }, + { "jso", jso }, + } + ); + + var data = results.GetValue>().Select(p => JsonSerializer.Serialize(p, jso)).Aggregate((x, y) => $"{x}\n{y}"); + + Console.WriteLine(data); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. + +1. 바로 아래 새 코드 셀을 추가한 후, 아래와 같이 입력합니다. + + ```csharp-interactive + // Invoke the prompt - RefineResult + var refined = await kernel.InvokeAsync( + function: prompts["RefineResult"], + arguments: new KernelArguments() + { + { "input", data }, + { "intent", intent } + }); + + Console.WriteLine(refined); + ``` + + 이후 셀을 실행시켜 결과를 확인합니다. + +--- + +축하합니다! Polyglot Notebooks와 Semantic Kernel을 이용해 애저 OpenAI를 활용한 지능형 앱을 만들어 봤습니다. diff --git a/docs/README.md b/docs/README.md index abab29a..9c9e839 100644 --- a/docs/README.md +++ b/docs/README.md @@ -9,3 +9,4 @@ | [Session 04](./04-azure-deployment-aca.md) | Azure 배포 – Azure Container Apps | | [Session 05](./04-azure-deployment-aks.md) | Azure 배포 – Azure Kubernetes Service | | [Session 06](./06-blazor-js-interop.md) | Blazor JavaScript Interoperability 적용 (선택) | +| [Session 07](./07-semantic-kernel.md) | Semantic Kernel 앱 개발 (선택) | diff --git a/docs/images/07-semantic-kernel-01.png b/docs/images/07-semantic-kernel-01.png new file mode 100644 index 0000000000000000000000000000000000000000..e322efee283caf1d004dfa886ad8a012848e7ae4 GIT binary patch literal 183113 zcmeFZcR1C5{62mfQbZFaqd`_E*+M1i5VH5m-kTh=fl8=@$ll`|9D9#SNV4}%wqx&g z_&rYb{(OGd_5J?+`|EeEtGLd5o#(h8_v60rr#DaJ9#W9ek|7WX3gn{)iU`Ch`1OeN z@ni5qK)qZ7ew?s-q~VA_(EAhr9SWXUHikP%oshDUq|?VP9zB1wOx@T5fw+u7KDej+ 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