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 0000000..e322efe Binary files /dev/null and b/docs/images/07-semantic-kernel-01.png differ diff --git a/docs/instructor-notes/07-semantic-kernel.pptx b/docs/instructor-notes/07-semantic-kernel.pptx new file mode 100644 index 0000000..5faef67 Binary files /dev/null and b/docs/instructor-notes/07-semantic-kernel.pptx differ diff --git a/save-points/README.md b/save-points/README.md index 7764635..fc50f3e 100644 --- a/save-points/README.md +++ b/save-points/README.md @@ -9,3 +9,4 @@ | [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) | diff --git a/save-points/session-02/AspireYouTubeSummariser.ApiApp/Program.cs b/save-points/session-02/AspireYouTubeSummariser.ApiApp/Program.cs index a7b3d27..e2961ff 100644 --- a/save-points/session-02/AspireYouTubeSummariser.ApiApp/Program.cs +++ b/save-points/session-02/AspireYouTubeSummariser.ApiApp/Program.cs @@ -7,15 +7,17 @@ using Microsoft.AspNetCore.Mvc; +using OpenAI.Chat; + var builder = WebApplication.CreateBuilder(args); 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; }); @@ -50,7 +52,7 @@ app.MapGet("/weatherforecast", () => { - var forecast = Enumerable.Range(1, 5).Select(index => + var forecast = Enumerable.Range(1, 5).Select(index => new WeatherForecast ( DateOnly.FromDateTime(DateTime.Now.AddDays(index)), @@ -80,10 +82,10 @@ record WeatherForecast(DateOnly Date, int TemperatureC, string? Summary) record SummaryRequest(string? YouTubeLinkUrl, string VideoLanguageCode, string? SummaryLanguageCode); -class YouTubeSummariserService(IYouTubeVideo youtube, OpenAIClient openai, IConfiguration config) +internal 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)); public async Task SummariseAsync(SummaryRequest req) @@ -91,21 +93,22 @@ 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) => $"{a}\n{b}"); - ChatCompletionsOptions options = new () + var chat = this._openai.GetChatClient(this._config["OpenAI:DeploymentName"]); + var messages = new List() + { + new SystemChatMessage(this._config["Prompt:System"]), + new SystemChatMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), + new UserChatMessage(caption), + }; + ChatCompletionOptions options = new() { - DeploymentName = this._config["OpenAI:DeploymentName"], MaxTokens = int.TryParse(this._config["Prompt:MaxTokens"], out var maxTokens) ? maxTokens : 3000, Temperature = float.TryParse(this._config["Prompt:Temperature"], out var temperature) ? temperature : 0.7f, - Messages = { - new ChatRequestSystemMessage(this._config["Prompt:System"]), - new ChatRequestSystemMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), - new ChatRequestUserMessage(caption), - } }; - 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; } -} \ No newline at end of file +} diff --git a/save-points/session-03/AspireYouTubeSummariser.ApiApp/Program.cs b/save-points/session-03/AspireYouTubeSummariser.ApiApp/Program.cs index 7d38652..65ec1ff 100644 --- a/save-points/session-03/AspireYouTubeSummariser.ApiApp/Program.cs +++ b/save-points/session-03/AspireYouTubeSummariser.ApiApp/Program.cs @@ -7,17 +7,19 @@ using Microsoft.AspNetCore.Mvc; +using OpenAI.Chat; + var builder = WebApplication.CreateBuilder(args); builder.AddServiceDefaults(); 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; }); @@ -54,7 +56,7 @@ app.MapGet("/weatherforecast", () => { - var forecast = Enumerable.Range(1, 5).Select(index => + var forecast = Enumerable.Range(1, 5).Select(index => new WeatherForecast ( DateOnly.FromDateTime(DateTime.Now.AddDays(index)), @@ -84,10 +86,10 @@ record WeatherForecast(DateOnly Date, int TemperatureC, string? Summary) record SummaryRequest(string? YouTubeLinkUrl, string VideoLanguageCode, string? SummaryLanguageCode); -class YouTubeSummariserService(IYouTubeVideo youtube, OpenAIClient openai, IConfiguration config) +internal 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)); public async Task SummariseAsync(SummaryRequest req) @@ -95,21 +97,22 @@ 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) => $"{a}\n{b}"); - ChatCompletionsOptions options = new () + var chat = this._openai.GetChatClient(this._config["OpenAI:DeploymentName"]); + var messages = new List() + { + new SystemChatMessage(this._config["Prompt:System"]), + new SystemChatMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), + new UserChatMessage(caption), + }; + ChatCompletionOptions options = new() { - DeploymentName = this._config["OpenAI:DeploymentName"], MaxTokens = int.TryParse(this._config["Prompt:MaxTokens"], out var maxTokens) ? maxTokens : 3000, Temperature = float.TryParse(this._config["Prompt:Temperature"], out var temperature) ? temperature : 0.7f, - Messages = { - new ChatRequestSystemMessage(this._config["Prompt:System"]), - new ChatRequestSystemMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), - new ChatRequestUserMessage(caption), - } }; - 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; } -} \ No newline at end of file +} diff --git a/save-points/session-03/AspireYouTubeSummariser.AppHost/Program.cs b/save-points/session-03/AspireYouTubeSummariser.AppHost/Program.cs index 9ea530f..9fbfb14 100644 --- a/save-points/session-03/AspireYouTubeSummariser.AppHost/Program.cs +++ b/save-points/session-03/AspireYouTubeSummariser.AppHost/Program.cs @@ -10,7 +10,6 @@ .WithEnvironment("OpenAI__DeploymentName", config["OpenAI:DeploymentName"]); builder.AddProject("webapp") - . .WithReference(cache) .WithReference(apiapp); diff --git a/save-points/session-04/AspireYouTubeSummariser.ApiApp/Program.cs b/save-points/session-04/AspireYouTubeSummariser.ApiApp/Program.cs index 7d38652..65ec1ff 100644 --- a/save-points/session-04/AspireYouTubeSummariser.ApiApp/Program.cs +++ b/save-points/session-04/AspireYouTubeSummariser.ApiApp/Program.cs @@ -7,17 +7,19 @@ using Microsoft.AspNetCore.Mvc; +using OpenAI.Chat; + var builder = WebApplication.CreateBuilder(args); builder.AddServiceDefaults(); 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; }); @@ -54,7 +56,7 @@ app.MapGet("/weatherforecast", () => { - var forecast = Enumerable.Range(1, 5).Select(index => + var forecast = Enumerable.Range(1, 5).Select(index => new WeatherForecast ( DateOnly.FromDateTime(DateTime.Now.AddDays(index)), @@ -84,10 +86,10 @@ record WeatherForecast(DateOnly Date, int TemperatureC, string? Summary) record SummaryRequest(string? YouTubeLinkUrl, string VideoLanguageCode, string? SummaryLanguageCode); -class YouTubeSummariserService(IYouTubeVideo youtube, OpenAIClient openai, IConfiguration config) +internal 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)); public async Task SummariseAsync(SummaryRequest req) @@ -95,21 +97,22 @@ 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) => $"{a}\n{b}"); - ChatCompletionsOptions options = new () + var chat = this._openai.GetChatClient(this._config["OpenAI:DeploymentName"]); + var messages = new List() + { + new SystemChatMessage(this._config["Prompt:System"]), + new SystemChatMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), + new UserChatMessage(caption), + }; + ChatCompletionOptions options = new() { - DeploymentName = this._config["OpenAI:DeploymentName"], MaxTokens = int.TryParse(this._config["Prompt:MaxTokens"], out var maxTokens) ? maxTokens : 3000, Temperature = float.TryParse(this._config["Prompt:Temperature"], out var temperature) ? temperature : 0.7f, - Messages = { - new ChatRequestSystemMessage(this._config["Prompt:System"]), - new ChatRequestSystemMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), - new ChatRequestUserMessage(caption), - } }; - 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; } -} \ No newline at end of file +} diff --git a/save-points/session-05/AspireYouTubeSummariser.ApiApp/Program.cs b/save-points/session-05/AspireYouTubeSummariser.ApiApp/Program.cs index 7d38652..65ec1ff 100644 --- a/save-points/session-05/AspireYouTubeSummariser.ApiApp/Program.cs +++ b/save-points/session-05/AspireYouTubeSummariser.ApiApp/Program.cs @@ -7,17 +7,19 @@ using Microsoft.AspNetCore.Mvc; +using OpenAI.Chat; + var builder = WebApplication.CreateBuilder(args); builder.AddServiceDefaults(); 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; }); @@ -54,7 +56,7 @@ app.MapGet("/weatherforecast", () => { - var forecast = Enumerable.Range(1, 5).Select(index => + var forecast = Enumerable.Range(1, 5).Select(index => new WeatherForecast ( DateOnly.FromDateTime(DateTime.Now.AddDays(index)), @@ -84,10 +86,10 @@ record WeatherForecast(DateOnly Date, int TemperatureC, string? Summary) record SummaryRequest(string? YouTubeLinkUrl, string VideoLanguageCode, string? SummaryLanguageCode); -class YouTubeSummariserService(IYouTubeVideo youtube, OpenAIClient openai, IConfiguration config) +internal 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)); public async Task SummariseAsync(SummaryRequest req) @@ -95,21 +97,22 @@ 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) => $"{a}\n{b}"); - ChatCompletionsOptions options = new () + var chat = this._openai.GetChatClient(this._config["OpenAI:DeploymentName"]); + var messages = new List() + { + new SystemChatMessage(this._config["Prompt:System"]), + new SystemChatMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), + new UserChatMessage(caption), + }; + ChatCompletionOptions options = new() { - DeploymentName = this._config["OpenAI:DeploymentName"], MaxTokens = int.TryParse(this._config["Prompt:MaxTokens"], out var maxTokens) ? maxTokens : 3000, Temperature = float.TryParse(this._config["Prompt:Temperature"], out var temperature) ? temperature : 0.7f, - Messages = { - new ChatRequestSystemMessage(this._config["Prompt:System"]), - new ChatRequestSystemMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), - new ChatRequestUserMessage(caption), - } }; - 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; } -} \ No newline at end of file +} diff --git a/save-points/session-05/README.md b/save-points/session-05/README.md index 7ff4cb0..6ec1e1a 100644 --- a/save-points/session-05/README.md +++ b/save-points/session-05/README.md @@ -4,4 +4,4 @@ > [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. -관련 문서: [Session 04](../../docs/05-azure-deployment-aks.md) +관련 문서: [Session 05](../../docs/05-azure-deployment-aks.md) diff --git a/save-points/session-06/AspireYouTubeSummariser.ApiApp/Program.cs b/save-points/session-06/AspireYouTubeSummariser.ApiApp/Program.cs index 7d38652..65ec1ff 100644 --- a/save-points/session-06/AspireYouTubeSummariser.ApiApp/Program.cs +++ b/save-points/session-06/AspireYouTubeSummariser.ApiApp/Program.cs @@ -7,17 +7,19 @@ using Microsoft.AspNetCore.Mvc; +using OpenAI.Chat; + var builder = WebApplication.CreateBuilder(args); builder.AddServiceDefaults(); 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; }); @@ -54,7 +56,7 @@ app.MapGet("/weatherforecast", () => { - var forecast = Enumerable.Range(1, 5).Select(index => + var forecast = Enumerable.Range(1, 5).Select(index => new WeatherForecast ( DateOnly.FromDateTime(DateTime.Now.AddDays(index)), @@ -84,10 +86,10 @@ record WeatherForecast(DateOnly Date, int TemperatureC, string? Summary) record SummaryRequest(string? YouTubeLinkUrl, string VideoLanguageCode, string? SummaryLanguageCode); -class YouTubeSummariserService(IYouTubeVideo youtube, OpenAIClient openai, IConfiguration config) +internal 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)); public async Task SummariseAsync(SummaryRequest req) @@ -95,21 +97,22 @@ 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) => $"{a}\n{b}"); - ChatCompletionsOptions options = new () + var chat = this._openai.GetChatClient(this._config["OpenAI:DeploymentName"]); + var messages = new List() + { + new SystemChatMessage(this._config["Prompt:System"]), + new SystemChatMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), + new UserChatMessage(caption), + }; + ChatCompletionOptions options = new() { - DeploymentName = this._config["OpenAI:DeploymentName"], MaxTokens = int.TryParse(this._config["Prompt:MaxTokens"], out var maxTokens) ? maxTokens : 3000, Temperature = float.TryParse(this._config["Prompt:Temperature"], out var temperature) ? temperature : 0.7f, - Messages = { - new ChatRequestSystemMessage(this._config["Prompt:System"]), - new ChatRequestSystemMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), - new ChatRequestUserMessage(caption), - } }; - 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; } -} \ No newline at end of file +} diff --git a/save-points/session-06/README.md b/save-points/session-06/README.md index cee7afd..423af8d 100644 --- a/save-points/session-06/README.md +++ b/save-points/session-06/README.md @@ -6,4 +6,4 @@ > [node.js](https://nodejs.org/en/download) 18+ 버전을 사용하고 있는지 확인해 주세요. -관련 문서: [Session 05](../../docs/06-blazor-js-interop.md) +관련 문서: [Session 06](../../docs/06-blazor-js-interop.md) diff --git a/save-points/session-07/.gitignore b/save-points/session-07/.gitignore new file mode 100644 index 0000000..8e84380 --- /dev/null +++ b/save-points/session-07/.gitignore @@ -0,0 +1 @@ +.azure diff --git a/save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.csproj b/save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.csproj new file mode 100644 index 0000000..ea4bc1a --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.csproj @@ -0,0 +1,21 @@ + + + + true + + AspireYouTubeSummariser.ApiApp + AspireYouTubeSummariser.ApiApp + + + + + + + + + + + + + + diff --git a/save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.http b/save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.http new file mode 100644 index 0000000..26766ad --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ApiApp/AspireYouTubeSummariser.ApiApp.http @@ -0,0 +1,6 @@ +@AspireYouTubeSummariser.ApiApp_HostAddress = http://localhost:5050 + +GET {{AspireYouTubeSummariser.ApiApp_HostAddress}}/weatherforecast/ +Accept: application/json + +### diff --git a/save-points/session-07/AspireYouTubeSummariser.ApiApp/Program.cs b/save-points/session-07/AspireYouTubeSummariser.ApiApp/Program.cs new file mode 100644 index 0000000..65ec1ff --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ApiApp/Program.cs @@ -0,0 +1,118 @@ +using Aliencube.YouTubeSubtitlesExtractor; +using Aliencube.YouTubeSubtitlesExtractor.Abstractions; +using Aliencube.YouTubeSubtitlesExtractor.Models; + +using Azure; +using Azure.AI.OpenAI; + +using Microsoft.AspNetCore.Mvc; + +using OpenAI.Chat; + +var builder = WebApplication.CreateBuilder(args); + +builder.AddServiceDefaults(); + +builder.Services.AddHttpClient(); +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 AzureOpenAIClient(endpoint, credential); + + return client; +}); + +builder.Services.AddScoped(); + +// Add services to the container. +// Learn more about configuring Swagger/OpenAPI at https://aka.ms/aspnetcore/swashbuckle +builder.Services.AddEndpointsApiExplorer(); +builder.Services.AddSwaggerGen(); + +var app = builder.Build(); + +app.MapDefaultEndpoints(); + +// Configure the HTTP request pipeline. +if (app.Environment.IsDevelopment()) +{ + app.UseSwagger(); + app.UseSwaggerUI(); +} + +app.UseHttpsRedirection(); + +if (app.Environment.IsDevelopment()) +{ + app.MapGet("/", () => Results.Redirect("/swagger")).ExcludeFromDescription(); +} + +var summaries = new[] +{ + "Freezing", "Bracing", "Chilly", "Cool", "Mild", "Warm", "Balmy", "Hot", "Sweltering", "Scorching" +}; + +app.MapGet("/weatherforecast", () => +{ + var forecast = Enumerable.Range(1, 5).Select(index => + new WeatherForecast + ( + DateOnly.FromDateTime(DateTime.Now.AddDays(index)), + Random.Shared.Next(-20, 55), + summaries[Random.Shared.Next(summaries.Length)] + )) + .ToArray(); + return forecast; +}) +.WithName("GetWeatherForecast") +.WithOpenApi(); + +app.MapPost("/summarise", async ([FromBody] SummaryRequest req, YouTubeSummariserService service) => +{ + var summary = await service.SummariseAsync(req); + return summary; +}) +.WithName("GetSummary") +.WithOpenApi(); + +app.Run(); + +record WeatherForecast(DateOnly Date, int TemperatureC, string? Summary) +{ + public int TemperatureF => 32 + (int)(TemperatureC / 0.5556); +} + +record SummaryRequest(string? YouTubeLinkUrl, string VideoLanguageCode, string? SummaryLanguageCode); + +internal class YouTubeSummariserService(IYouTubeVideo youtube, AzureOpenAIClient openai, IConfiguration config) +{ + private readonly IYouTubeVideo _youtube = youtube ?? throw new ArgumentNullException(nameof(youtube)); + private readonly AzureOpenAIClient _openai = openai ?? throw new ArgumentNullException(nameof(openai)); + private readonly IConfiguration _config = config ?? throw new ArgumentNullException(nameof(config)); + + 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) => $"{a}\n{b}"); + + var chat = this._openai.GetChatClient(this._config["OpenAI:DeploymentName"]); + var messages = new List() + { + new SystemChatMessage(this._config["Prompt:System"]), + new SystemChatMessage($"Here's the transcript. Summarise it in 5 bullet point items in the given language code of \"{req.SummaryLanguageCode}\"."), + new UserChatMessage(caption), + }; + ChatCompletionOptions options = new() + { + MaxTokens = int.TryParse(this._config["Prompt:MaxTokens"], out var maxTokens) ? maxTokens : 3000, + Temperature = float.TryParse(this._config["Prompt:Temperature"], out var temperature) ? temperature : 0.7f, + }; + + var response = await chat.CompleteChatAsync(messages, options).ConfigureAwait(false); + var summary = response.Value.Content[0].Text; + + return summary; + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.ApiApp/Properties/launchSettings.json b/save-points/session-07/AspireYouTubeSummariser.ApiApp/Properties/launchSettings.json new file mode 100644 index 0000000..aead875 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ApiApp/Properties/launchSettings.json @@ -0,0 +1,41 @@ +{ + "$schema": "http://json.schemastore.org/launchsettings.json", + "iisSettings": { + "windowsAuthentication": false, + "anonymousAuthentication": true, + "iisExpress": { + "applicationUrl": "http://localhost:5050", + "sslPort": 5051 + } + }, + "profiles": { + "http": { + "commandName": "Project", + "dotnetRunMessages": true, + "launchBrowser": true, + "launchUrl": "swagger", + "applicationUrl": "http://localhost:5050", + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development" + } + }, + "https": { + "commandName": "Project", + "dotnetRunMessages": true, + "launchBrowser": true, + "launchUrl": "swagger", + "applicationUrl": "https://localhost:5051;http://localhost:5050", + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development" + } + }, + "IIS Express": { + "commandName": "IISExpress", + "launchBrowser": true, + "launchUrl": "swagger", + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development" + } + } + } +} \ No newline at end of file diff --git a/save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.Development.sample.json b/save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.Development.sample.json new file mode 100644 index 0000000..970db9c --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.Development.sample.json @@ -0,0 +1,14 @@ +{ + "Logging": { + "LogLevel": { + "Default": "Information", + "Microsoft.AspNetCore": "Warning" + } + }, + + "OpenAI": { + "Endpoint": "https://proxy.endpoint.azure.openai", + "ApiKey": "proxy.apikey.azure.openai", + "DeploymentName": "proxy.deploymentname.azure.openai" + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.json b/save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.json new file mode 100644 index 0000000..1f7a788 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ApiApp/appsettings.json @@ -0,0 +1,22 @@ +{ + "Logging": { + "LogLevel": { + "Default": "Information", + "Microsoft.AspNetCore": "Warning" + } + }, + + "OpenAI": { + "Endpoint": "https://proxy.endpoint.azure.openai", + "ApiKey": "proxy.apikey.azure.openai", + "DeploymentName": "proxy.deploymentname.azure.openai" + }, + + "Prompt": { + "System": "You are the expert of summarising long contents. You are going to summarise the following YouTube video transcript in a given language code.", + "MaxTokens": 3000, + "Temperature": 0.7 + }, + + "AllowedHosts": "*" +} diff --git a/save-points/session-07/AspireYouTubeSummariser.AppHost/AspireYouTubeSummariser.AppHost.csproj b/save-points/session-07/AspireYouTubeSummariser.AppHost/AspireYouTubeSummariser.AppHost.csproj new file mode 100644 index 0000000..265eef8 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.AppHost/AspireYouTubeSummariser.AppHost.csproj @@ -0,0 +1,23 @@ + + + + true + Exe + + c86b168f-0abb-4a82-b830-7b75af6e2b83 + + AspireYouTubeSummariser.AppHost + AspireYouTubeSummariser.AppHost + + + + + + + + + + + + + diff --git a/save-points/session-07/AspireYouTubeSummariser.AppHost/Program.cs b/save-points/session-07/AspireYouTubeSummariser.AppHost/Program.cs new file mode 100644 index 0000000..df6c9cb --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.AppHost/Program.cs @@ -0,0 +1,17 @@ +var builder = DistributedApplication.CreateBuilder(args); + +var cache = builder.AddRedis("cache"); + +var config = builder.Configuration; + +var apiapp = builder.AddProject("apiapp") + .WithEnvironment("OpenAI__Endpoint", config["OpenAI:Endpoint"]) + .WithEnvironment("OpenAI__ApiKey", config["OpenAI:ApiKey"]) + .WithEnvironment("OpenAI__DeploymentName", config["OpenAI:DeploymentName"]); + +builder.AddProject("webapp") + .WithExternalHttpEndpoints() + .WithReference(cache) + .WithReference(apiapp); + +builder.Build().Run(); diff --git a/save-points/session-07/AspireYouTubeSummariser.AppHost/Properties/launchSettings.json b/save-points/session-07/AspireYouTubeSummariser.AppHost/Properties/launchSettings.json new file mode 100644 index 0000000..08a7b5e --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.AppHost/Properties/launchSettings.json @@ -0,0 +1,29 @@ +{ + "$schema": "https://json.schemastore.org/launchsettings.json", + "profiles": { + "https": { + "commandName": "Project", + "dotnetRunMessages": true, + "launchBrowser": true, + "applicationUrl": "https://localhost:17015;http://localhost:15221", + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development", + "DOTNET_ENVIRONMENT": "Development", + "DOTNET_DASHBOARD_OTLP_ENDPOINT_URL": "https://localhost:21127", + "DOTNET_RESOURCE_SERVICE_ENDPOINT_URL": "https://localhost:22033" + } + }, + "http": { + "commandName": "Project", + "dotnetRunMessages": true, + "launchBrowser": true, + "applicationUrl": "http://localhost:15221", + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development", + "DOTNET_ENVIRONMENT": "Development", + "DOTNET_DASHBOARD_OTLP_ENDPOINT_URL": "http://localhost:19255", + "DOTNET_RESOURCE_SERVICE_ENDPOINT_URL": "http://localhost:20298" + } + } + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.Development.sample.json b/save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.Development.sample.json new file mode 100644 index 0000000..970db9c --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.Development.sample.json @@ -0,0 +1,14 @@ +{ + "Logging": { + "LogLevel": { + "Default": "Information", + "Microsoft.AspNetCore": "Warning" + } + }, + + "OpenAI": { + "Endpoint": "https://proxy.endpoint.azure.openai", + "ApiKey": "proxy.apikey.azure.openai", + "DeploymentName": "proxy.deploymentname.azure.openai" + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.json b/save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.json new file mode 100644 index 0000000..b6c3fb0 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.AppHost/appsettings.json @@ -0,0 +1,15 @@ +{ + "Logging": { + "LogLevel": { + "Default": "Information", + "Microsoft.AspNetCore": "Warning", + "Aspire.Hosting.Dcp": "Warning" + } + }, + + "OpenAI": { + "Endpoint": "https://proxy.endpoint.azure.openai", + "ApiKey": "proxy.apikey.azure.openai", + "DeploymentName": "proxy.deploymentname.azure.openai" + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/AspireYouTubeSummariser.ServiceDefaults.csproj b/save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/AspireYouTubeSummariser.ServiceDefaults.csproj new file mode 100644 index 0000000..ba90399 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/AspireYouTubeSummariser.ServiceDefaults.csproj @@ -0,0 +1,22 @@ + + + + true + + AspireYouTubeSummariser.ServiceDefaults + AspireYouTubeSummariser.ServiceDefaults + + + + + + + + + + + + + + + diff --git a/save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/Extensions.cs b/save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/Extensions.cs new file mode 100644 index 0000000..b8c2914 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.ServiceDefaults/Extensions.cs @@ -0,0 +1,148 @@ +using System.Net; + +using Microsoft.AspNetCore.Builder; +using Microsoft.AspNetCore.Diagnostics.HealthChecks; +using Microsoft.Extensions.DependencyInjection; +using Microsoft.Extensions.Diagnostics.HealthChecks; +using Microsoft.Extensions.Http.Resilience; +using Microsoft.Extensions.Logging; +using OpenTelemetry; +using OpenTelemetry.Metrics; +using OpenTelemetry.Trace; + +using Polly; + +namespace Microsoft.Extensions.Hosting; + +// Adds common .NET Aspire services: service discovery, resilience, health checks, and OpenTelemetry. +// This project should be referenced by each service project in your solution. +// To learn more about using this project, see https://aka.ms/dotnet/aspire/service-defaults +public static class Extensions +{ + public static IHostApplicationBuilder AddServiceDefaults(this IHostApplicationBuilder builder) + { + builder.ConfigureOpenTelemetry(); + + builder.AddDefaultHealthChecks(); + + builder.Services.AddServiceDiscovery(); + + builder.Services.ConfigureHttpClientDefaults(http => + { + // Turn on resilience by default + // http.AddStandardResilienceHandler(); + http.AddResilienceHandler("custom", builder => + { + // See: https://www.pollydocs.org/strategies/retry.html + builder.AddRetry(new HttpRetryStrategyOptions + { + // Customize and configure the retry logic. + BackoffType = DelayBackoffType.Exponential, + MaxRetryAttempts = 5, + UseJitter = true + }); + + // See: https://www.pollydocs.org/strategies/circuit-breaker.html + builder.AddCircuitBreaker(new HttpCircuitBreakerStrategyOptions + { + // Customize and configure the circuit breaker logic. + SamplingDuration = TimeSpan.FromSeconds(10), + FailureRatio = 0.2, + MinimumThroughput = 3, + ShouldHandle = static args => + { + return ValueTask.FromResult(args is + { + Outcome.Result.StatusCode: + HttpStatusCode.RequestTimeout or + HttpStatusCode.TooManyRequests + }); + } + }); + + // See: https://www.pollydocs.org/strategies/timeout.html + builder.AddTimeout(TimeSpan.FromSeconds(60)); + }); + + // Turn on service discovery by default + http.AddServiceDiscovery(); + }); + + return builder; + } + + public static IHostApplicationBuilder ConfigureOpenTelemetry(this IHostApplicationBuilder builder) + { + builder.Logging.AddOpenTelemetry(logging => + { + logging.IncludeFormattedMessage = true; + logging.IncludeScopes = true; + }); + + builder.Services.AddOpenTelemetry() + .WithMetrics(metrics => + { + metrics.AddAspNetCoreInstrumentation() + .AddHttpClientInstrumentation() + .AddRuntimeInstrumentation(); + }) + .WithTracing(tracing => + { + tracing.AddAspNetCoreInstrumentation() + // Uncomment the following line to enable gRPC instrumentation (requires the OpenTelemetry.Instrumentation.GrpcNetClient package) + //.AddGrpcClientInstrumentation() + .AddHttpClientInstrumentation(); + }); + + builder.AddOpenTelemetryExporters(); + + return builder; + } + + private static IHostApplicationBuilder AddOpenTelemetryExporters(this IHostApplicationBuilder builder) + { + var useOtlpExporter = !string.IsNullOrWhiteSpace(builder.Configuration["OTEL_EXPORTER_OTLP_ENDPOINT"]); + + if (useOtlpExporter) + { + builder.Services.AddOpenTelemetry().UseOtlpExporter(); + } + + // Uncomment the following lines to enable the Azure Monitor exporter (requires the Azure.Monitor.OpenTelemetry.AspNetCore package) + //if (!string.IsNullOrEmpty(builder.Configuration["APPLICATIONINSIGHTS_CONNECTION_STRING"])) + //{ + // builder.Services.AddOpenTelemetry() + // .UseAzureMonitor(); + //} + + return builder; + } + + public static IHostApplicationBuilder AddDefaultHealthChecks(this IHostApplicationBuilder builder) + { + builder.Services.AddHealthChecks() + // Add a default liveness check to ensure app is responsive + .AddCheck("self", () => HealthCheckResult.Healthy(), ["live"]); + + return builder; + } + + public static WebApplication MapDefaultEndpoints(this WebApplication app) + { + // Adding health checks endpoints to applications in non-development environments has security implications. + // See https://aka.ms/dotnet/aspire/healthchecks for details before enabling these endpoints in non-development environments. + if (app.Environment.IsDevelopment()) + { + // All health checks must pass for app to be considered ready to accept traffic after starting + app.MapHealthChecks("/health"); + + // Only health checks tagged with the "live" tag must pass for app to be considered alive + app.MapHealthChecks("/alive", new HealthCheckOptions + { + Predicate = r => r.Tags.Contains("live") + }); + } + + return app; + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/AspireYouTubeSummariser.WebApp.csproj b/save-points/session-07/AspireYouTubeSummariser.WebApp/AspireYouTubeSummariser.WebApp.csproj new file mode 100644 index 0000000..19f75cd --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/AspireYouTubeSummariser.WebApp.csproj @@ -0,0 +1,31 @@ + + + + AspireYouTubeSummariser.WebApp + AspireYouTubeSummariser.WebApp + + JSInterop/ + $(DefaultItemExcludes);$(JSInteropRoot)node_modules/** + + + + + + + + + + + + + + + + + + + + + + + diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Clients/ApiAppClient.cs b/save-points/session-07/AspireYouTubeSummariser.WebApp/Clients/ApiAppClient.cs new file mode 100644 index 0000000..65915d9 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Clients/ApiAppClient.cs @@ -0,0 +1,38 @@ +namespace AspireYouTubeSummariser.WebApp.Clients; + +public interface IApiAppClient +{ + Task> WeatherForecastAsync(); + Task SummariseAsync(string youTubeLinkUrl, string videoLanguageCode, string summaryLanguageCode); +} + +public class ApiAppClient(HttpClient http) : IApiAppClient +{ + private readonly HttpClient _http = http ?? throw new ArgumentNullException(nameof(http)); + + public async Task> WeatherForecastAsync() + { + using var response = await _http.GetAsync("weatherforecast").ConfigureAwait(false); + + var forecasts = await response.Content.ReadFromJsonAsync>().ConfigureAwait(false); + return forecasts ?? []; + } + + public async Task SummariseAsync(string youTubeLinkUrl, string videoLanguageCode, string summaryLanguageCode) + { + using var response = await _http.PostAsJsonAsync( + "summarise", + new { youTubeLinkUrl, videoLanguageCode, summaryLanguageCode }).ConfigureAwait(false); + + var summary = await response.Content.ReadAsStringAsync().ConfigureAwait(false); + return summary; + } + + public class WeatherForecast + { + public DateOnly Date { get; set; } + public int TemperatureC { get; set; } + public string? Summary { get; set; } + public int TemperatureF => 32 + (int)(TemperatureC / 0.5556); + } +} \ No newline at end of file diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/App.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/App.razor new file mode 100644 index 0000000..fe51865 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/App.razor @@ -0,0 +1,21 @@ + + + + + + + + + + + + + + + + + + + + + diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor new file mode 100644 index 0000000..5a24bb1 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor @@ -0,0 +1,23 @@ +@inherits LayoutComponentBase + +
+
+ +
+ +
+
+ About +
+ +
+ @Body +
+
+
+ +
+ An unhandled error has occurred. + Reload + 🗙 +
diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor.css b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor.css new file mode 100644 index 0000000..038baf1 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/MainLayout.razor.css @@ -0,0 +1,96 @@ +.page { + position: relative; + display: flex; + flex-direction: column; +} + +main { + flex: 1; +} + +.sidebar { + background-image: linear-gradient(180deg, rgb(5, 39, 103) 0%, #3a0647 70%); +} + +.top-row { + background-color: #f7f7f7; + border-bottom: 1px solid #d6d5d5; + justify-content: flex-end; + height: 3.5rem; + display: flex; + align-items: center; +} + + .top-row ::deep a, .top-row ::deep .btn-link { + white-space: nowrap; + margin-left: 1.5rem; + text-decoration: none; + } + + .top-row ::deep a:hover, .top-row ::deep .btn-link:hover { + text-decoration: underline; + } + + .top-row ::deep a:first-child { + overflow: hidden; + text-overflow: ellipsis; + } + +@media (max-width: 640.98px) { + .top-row { + justify-content: space-between; + } + + .top-row ::deep a, .top-row ::deep .btn-link { + margin-left: 0; + } +} + +@media (min-width: 641px) { + .page { + flex-direction: row; + } + + .sidebar { + width: 250px; + height: 100vh; + position: sticky; + top: 0; + } + + .top-row { + position: sticky; + top: 0; + z-index: 1; + } + + .top-row.auth ::deep a:first-child { + flex: 1; + text-align: right; + width: 0; + } + + .top-row, article { + padding-left: 2rem !important; + padding-right: 1.5rem !important; + } +} + +#blazor-error-ui { + background: lightyellow; + bottom: 0; + box-shadow: 0 -1px 2px rgba(0, 0, 0, 0.2); + display: none; + left: 0; + padding: 0.6rem 1.25rem 0.7rem 1.25rem; + position: fixed; + width: 100%; + z-index: 1000; +} + + #blazor-error-ui .dismiss { + cursor: pointer; + position: absolute; + right: 0.75rem; + top: 0.5rem; + } diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor new file mode 100644 index 0000000..9ef3b56 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor @@ -0,0 +1,30 @@ +
+
+ YouTube Summariser +
+
+ + + +
+ +
+ diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor.css b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor.css new file mode 100644 index 0000000..4e15395 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Layout/NavMenu.razor.css @@ -0,0 +1,105 @@ +.navbar-toggler { + appearance: none; + cursor: pointer; + width: 3.5rem; + height: 2.5rem; + color: white; + position: absolute; + top: 0.5rem; + right: 1rem; + border: 1px solid rgba(255, 255, 255, 0.1); + background: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e") no-repeat center/1.75rem rgba(255, 255, 255, 0.1); +} + +.navbar-toggler:checked { + background-color: rgba(255, 255, 255, 0.5); +} + +.top-row { + height: 3.5rem; + background-color: rgba(0,0,0,0.4); +} + +.navbar-brand { + font-size: 1.1rem; +} + +.bi { + display: inline-block; + position: relative; + width: 1.25rem; + height: 1.25rem; + margin-right: 0.75rem; + top: -1px; + background-size: cover; +} + +.bi-house-door-fill-nav-menu { + background-image: url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='16' height='16' fill='white' class='bi bi-house-door-fill' viewBox='0 0 16 16'%3E%3Cpath d='M6.5 14.5v-3.505c0-.245.25-.495.5-.495h2c.25 0 .5.25.5.5v3.5a.5.5 0 0 0 .5.5h4a.5.5 0 0 0 .5-.5v-7a.5.5 0 0 0-.146-.354L13 5.793V2.5a.5.5 0 0 0-.5-.5h-1a.5.5 0 0 0-.5.5v1.293L8.354 1.146a.5.5 0 0 0-.708 0l-6 6A.5.5 0 0 0 1.5 7.5v7a.5.5 0 0 0 .5.5h4a.5.5 0 0 0 .5-.5Z'/%3E%3C/svg%3E"); +} + +.bi-plus-square-fill-nav-menu { + background-image: url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='16' height='16' fill='white' class='bi bi-plus-square-fill' viewBox='0 0 16 16'%3E%3Cpath d='M2 0a2 2 0 0 0-2 2v12a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V2a2 2 0 0 0-2-2H2zm6.5 4.5v3h3a.5.5 0 0 1 0 1h-3v3a.5.5 0 0 1-1 0v-3h-3a.5.5 0 0 1 0-1h3v-3a.5.5 0 0 1 1 0z'/%3E%3C/svg%3E"); +} + +.bi-list-nested-nav-menu { + background-image: url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='16' height='16' fill='white' class='bi bi-list-nested' viewBox='0 0 16 16'%3E%3Cpath fill-rule='evenodd' d='M4.5 11.5A.5.5 0 0 1 5 11h10a.5.5 0 0 1 0 1H5a.5.5 0 0 1-.5-.5zm-2-4A.5.5 0 0 1 3 7h10a.5.5 0 0 1 0 1H3a.5.5 0 0 1-.5-.5zm-2-4A.5.5 0 0 1 1 3h10a.5.5 0 0 1 0 1H1a.5.5 0 0 1-.5-.5z'/%3E%3C/svg%3E"); +} + +.nav-item { + font-size: 0.9rem; + padding-bottom: 0.5rem; +} + + .nav-item:first-of-type { + padding-top: 1rem; + } + + .nav-item:last-of-type { + padding-bottom: 1rem; + } + + .nav-item ::deep .nav-link { + color: #d7d7d7; + background: none; + border: none; + border-radius: 4px; + height: 3rem; + display: flex; + align-items: center; + line-height: 3rem; + width: 100%; + } + +.nav-item ::deep a.active { + background-color: rgba(255,255,255,0.37); + color: white; +} + +.nav-item ::deep .nav-link:hover { + background-color: rgba(255,255,255,0.1); + color: white; +} + +.nav-scrollable { + display: none; +} + +.navbar-toggler:checked ~ .nav-scrollable { + display: block; +} + +@media (min-width: 641px) { + .navbar-toggler { + display: none; + } + + .nav-scrollable { + /* Never collapse the sidebar for wide screens */ + display: block; + + /* Allow sidebar to scroll for tall menus */ + height: calc(100vh - 3.5rem); + overflow-y: auto; + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Counter.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Counter.razor new file mode 100644 index 0000000..1a4f8e7 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Counter.razor @@ -0,0 +1,19 @@ +@page "/counter" +@rendermode InteractiveServer + +Counter + +

Counter

+ +

Current count: @currentCount

+ + + +@code { + private int currentCount = 0; + + private void IncrementCount() + { + currentCount++; + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Error.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Error.razor new file mode 100644 index 0000000..576cc2d --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Error.razor @@ -0,0 +1,36 @@ +@page "/Error" +@using System.Diagnostics + +Error + +

Error.

+

An error occurred while processing your request.

+ +@if (ShowRequestId) +{ +

+ Request ID: @RequestId +

+} + +

Development Mode

+

+ Swapping to Development environment will display more detailed information about the error that occurred. +

+

+ The Development environment shouldn't be enabled for deployed applications. + It can result in displaying sensitive information from exceptions to end users. + For local debugging, enable the Development environment by setting the ASPNETCORE_ENVIRONMENT environment variable to Development + and restarting the app. +

+ +@code{ + [CascadingParameter] + private HttpContext? HttpContext { get; set; } + + private string? RequestId { get; set; } + private bool ShowRequestId => !string.IsNullOrEmpty(RequestId); + + protected override void OnInitialized() => + RequestId = Activity.Current?.Id ?? HttpContext?.TraceIdentifier; +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Home.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Home.razor new file mode 100644 index 0000000..c2d41d0 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Home.razor @@ -0,0 +1,10 @@ +@page "/" +@using AspireYouTubeSummariser.WebApp.Components.UI + +Home + +

Hello, world!

+ +Welcome to your new app. + + \ No newline at end of file diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Weather.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Weather.razor new file mode 100644 index 0000000..d69256e --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Pages/Weather.razor @@ -0,0 +1,52 @@ +@page "/weather" +@using AspireYouTubeSummariser.WebApp.Clients +@using Microsoft.AspNetCore.OutputCaching + +@attribute [StreamRendering(true)] +@attribute [OutputCache(Duration = 5)] + +@inject IApiAppClient ApiApp + +Weather + +

Weather

+ +

This component demonstrates showing data.

+ +@if (forecasts == null) +{ +

Loading...

+} +else +{ + + + + + + + + + + + @foreach (var forecast in forecasts) + { + + + + + + + } + +
DateTemp. (C)Temp. (F)Summary
@forecast.Date.ToShortDateString()@forecast.TemperatureC@forecast.TemperatureF@forecast.Summary
+} + +@code { + private List? forecasts; + + protected override async Task OnInitializedAsync() + { + forecasts = await ApiApp.WeatherForecastAsync(); + } +} \ No newline at end of file diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Routes.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Routes.razor new file mode 100644 index 0000000..f756e19 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/Routes.razor @@ -0,0 +1,6 @@ + + + + + + diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/UI/YouTubeSummariserComponent.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/UI/YouTubeSummariserComponent.razor new file mode 100644 index 0000000..c639079 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/UI/YouTubeSummariserComponent.razor @@ -0,0 +1,92 @@ +@using AspireYouTubeSummariser.WebApp.Clients +@inject IApiAppClient ApiApp +@inject IJSRuntime JSR + +
+
+

YouTube Summariser

+
+ +
+
+
+ + +
+
+
+
+ + +
+
+
+
+ + +
+
+
+ +
+
+ + +
+
+ +
+
+ +
+
+ +
+
+ + +
+
+
+ +@code { + private string youTubeLinkUrl = string.Empty; + private string videoLanguageCode = "en"; + private string summaryLanguageCode = "en"; + private string summaryResult = string.Empty; + private bool summaryCompleted; + + private async Task SummariseAsync() + { + try + { + summaryCompleted = false; + await JSR.InvokeVoidAsync("YouTube.RenderProgressBar"); + + var result = await ApiApp.SummariseAsync(youTubeLinkUrl, videoLanguageCode, summaryLanguageCode); + summaryResult = result; + + summaryCompleted = true; + } + catch (Exception ex) + { + summaryResult = ex.Message; + } + } + + private async Task ClearAsync() + { + youTubeLinkUrl = string.Empty; + videoLanguageCode = "en"; + summaryLanguageCode = "en"; + summaryResult = string.Empty; + + await Task.CompletedTask; + } +} \ No newline at end of file diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/_Imports.razor b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/_Imports.razor new file mode 100644 index 0000000..381acee --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Components/_Imports.razor @@ -0,0 +1,10 @@ +@using System.Net.Http +@using System.Net.Http.Json +@using Microsoft.AspNetCore.Components.Forms +@using Microsoft.AspNetCore.Components.Routing +@using Microsoft.AspNetCore.Components.Web +@using static Microsoft.AspNetCore.Components.Web.RenderMode +@using Microsoft.AspNetCore.Components.Web.Virtualization +@using Microsoft.JSInterop +@using AspireYouTubeSummariser.WebApp +@using AspireYouTubeSummariser.WebApp.Components diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/package-lock.json b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/package-lock.json new file mode 100644 index 0000000..7487d92 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/package-lock.json @@ -0,0 +1,2402 @@ +{ + "name": "jsinterop", + "version": "1.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "jsinterop", + "version": "1.0.0", + "license": "ISC", + "dependencies": { + "@fluentui/react": "^8.118.6", + "react": "^18.3.1", + "react-dom": "^18.3.1" + }, + "devDependencies": { + "@babel/core": "^7.24.6", + "babel-loader": "^9.1.3", + "webpack": "^5.91.0", + "webpack-cli": "^5.1.4" + } + }, + "node_modules/@ampproject/remapping": { + "version": "2.3.0", + "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz", + "integrity": "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==", + "dev": true, + "dependencies": { + "@jridgewell/gen-mapping": "^0.3.5", + "@jridgewell/trace-mapping": "^0.3.24" + }, + "engines": { + "node": ">=6.0.0" + } + }, + "node_modules/@babel/code-frame": { + "version": "7.24.6", + "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.24.6.tgz", + "integrity": 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a/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/package.json b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/package.json new file mode 100644 index 0000000..f3288c5 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/package.json @@ -0,0 +1,22 @@ +{ + "name": "jsinterop", + "version": "1.0.0", + "main": "index.js", + "scripts": { + "build": "webpack --mode production" + }, + "author": "", + "license": "ISC", + "description": "", + "devDependencies": { + "@babel/core": "^7.24.6", + "babel-loader": "^9.1.3", + "webpack": "^5.91.0", + "webpack-cli": "^5.1.4" + }, + "dependencies": { + "@fluentui/react": "^8.118.6", + "react": "^18.3.1", + "react-dom": "^18.3.1" + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/src/index.js b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/src/index.js new file mode 100644 index 0000000..9790f2b --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/src/index.js @@ -0,0 +1,5 @@ +import { renderProgressBar } from './progressbar'; + +export function RenderProgressBar() { + return renderProgressBar(); +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/src/progressbar.js b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/src/progressbar.js new file mode 100644 index 0000000..247ee30 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/src/progressbar.js @@ -0,0 +1,16 @@ +import * as React from 'react'; +import ReactDOM from 'react-dom'; +import { ProgressIndicator } from '@fluentui/react/lib/ProgressIndicator'; + +export function renderProgressBar(count) { + const Progress = () => React.createElement( + ProgressIndicator, + { + 'label': 'Summarising...', + 'description': '' + }, + null + ); + + ReactDOM.render(Progress(), document.getElementById('progressBar')); +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/webpack.config.js b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/webpack.config.js new file mode 100644 index 0000000..7eae6c7 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/JSInterop/webpack.config.js @@ -0,0 +1,21 @@ +const path = require("path"); + +module.exports = { + module: { + rules: [ + { + test: /\.js$/, + exclude: /node_modules/, + use: { + loader: "babel-loader" + } + } + ] + }, + output: { + path: path.resolve(__dirname, '../wwwroot/js'), + filename: "bundle.js", + library: "YouTube", + libraryTarget: "window" + } +}; diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Program.cs b/save-points/session-07/AspireYouTubeSummariser.WebApp/Program.cs new file mode 100644 index 0000000..76d4d1a --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Program.cs @@ -0,0 +1,39 @@ +using AspireYouTubeSummariser.WebApp.Clients; +using AspireYouTubeSummariser.WebApp.Components; + +var builder = WebApplication.CreateBuilder(args); + +builder.AddServiceDefaults(); + +builder.AddRedisOutputCache("cache"); + +// Add services to the container. +builder.Services.AddRazorComponents() + .AddInteractiveServerComponents(); + +// builder.Services.AddHttpClient(p => p.BaseAddress = new Uri("http://localhost:5050")); +builder.Services.AddHttpClient(p => p.BaseAddress = new Uri("https+http://apiapp")); + +var app = builder.Build(); + +app.UseOutputCache(); + +app.MapDefaultEndpoints(); + +// Configure the HTTP request pipeline. +if (!app.Environment.IsDevelopment()) +{ + app.UseExceptionHandler("/Error", createScopeForErrors: true); + // The default HSTS value is 30 days. You may want to change this for production scenarios, see https://aka.ms/aspnetcore-hsts. + app.UseHsts(); +} + +app.UseHttpsRedirection(); + +app.UseStaticFiles(); +app.UseAntiforgery(); + +app.MapRazorComponents() + .AddInteractiveServerRenderMode(); + +app.Run(); diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/Properties/launchSettings.json b/save-points/session-07/AspireYouTubeSummariser.WebApp/Properties/launchSettings.json new file mode 100644 index 0000000..19bffd7 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/Properties/launchSettings.json @@ -0,0 +1,38 @@ +{ + "$schema": "http://json.schemastore.org/launchsettings.json", + "iisSettings": { + "windowsAuthentication": false, + "anonymousAuthentication": true, + "iisExpress": { + "applicationUrl": "http://localhost:5000", + "sslPort": 5001 + } + }, + "profiles": { + "http": { + "commandName": "Project", + "dotnetRunMessages": true, + "launchBrowser": true, + "applicationUrl": "http://localhost:5000", + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development" + } + }, + "https": { + "commandName": "Project", + "dotnetRunMessages": true, + "launchBrowser": true, + "applicationUrl": "https://localhost:5001;http://localhost:5000", + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development" + } + }, + "IIS Express": { + "commandName": "IISExpress", + "launchBrowser": true, + "environmentVariables": { + "ASPNETCORE_ENVIRONMENT": "Development" + } + } + } +} \ No newline at end of file diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.Development.sample.json b/save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.Development.sample.json new file mode 100644 index 0000000..0c208ae --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.Development.sample.json @@ -0,0 +1,8 @@ +{ + "Logging": { + "LogLevel": { + "Default": "Information", + "Microsoft.AspNetCore": "Warning" + } + } +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.json b/save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.json new file mode 100644 index 0000000..ec04bc1 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/appsettings.json @@ -0,0 +1,9 @@ +{ + "Logging": { + "LogLevel": { + "Default": "Information", + "Microsoft.AspNetCore": "Warning" + } + }, + "AllowedHosts": "*" +} \ No newline at end of file diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/app.css b/save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/app.css new file mode 100644 index 0000000..2bd9b78 --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/app.css @@ -0,0 +1,51 @@ +html, body { + font-family: 'Helvetica Neue', Helvetica, Arial, sans-serif; +} + +a, .btn-link { + color: #006bb7; +} + +.btn-primary { + color: #fff; + background-color: #1b6ec2; + border-color: #1861ac; +} + +.btn:focus, .btn:active:focus, .btn-link.nav-link:focus, .form-control:focus, .form-check-input:focus { + box-shadow: 0 0 0 0.1rem white, 0 0 0 0.25rem #258cfb; +} + +.content { + padding-top: 1.1rem; +} + +h1:focus { + outline: none; +} + +.valid.modified:not([type=checkbox]) { + outline: 1px solid #26b050; +} + +.invalid { + outline: 1px solid #e50000; +} + +.validation-message { + color: #e50000; +} + +.blazor-error-boundary { + background: 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no-repeat 1rem/1.8rem, #b32121; + padding: 1rem 1rem 1rem 3.7rem; + color: white; +} + + .blazor-error-boundary::after { + content: "An error has occurred." + } + +.darker-border-checkbox.form-check-input { + border-color: #929292; +} diff --git a/save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/bootstrap/bootstrap.min.css b/save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/bootstrap/bootstrap.min.css new file mode 100644 index 0000000..02ae65b --- /dev/null +++ b/save-points/session-07/AspireYouTubeSummariser.WebApp/wwwroot/bootstrap/bootstrap.min.css @@ -0,0 +1,7 @@ +@charset "UTF-8";/*! + * Bootstrap v5.1.0 (https://getbootstrap.com/) + * Copyright 2011-2021 The Bootstrap Authors + * Copyright 2011-2021 Twitter, Inc. + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE) + 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\"carousel\";\n@import \"spinners\";\n@import \"offcanvas\";\n@import \"placeholders\";\n\n// Helpers\n@import \"helpers\";\n\n// Utilities\n@import \"utilities/api\";\n// scss-docs-end import-stack\n",":root {\n // Note: Custom variable values only support SassScript inside `#{}`.\n\n // Colors\n //\n // Generate palettes for full colors, grays, and theme colors.\n\n @each $color, $value in $colors {\n --#{$variable-prefix}#{$color}: #{$value};\n }\n\n @each $color, $value in $grays {\n --#{$variable-prefix}gray-#{$color}: #{$value};\n }\n\n @each $color, $value in $theme-colors {\n --#{$variable-prefix}#{$color}: #{$value};\n }\n\n @each $color, $value in $theme-colors-rgb {\n --#{$variable-prefix}#{$color}-rgb: #{$value};\n }\n\n --#{$variable-prefix}white-rgb: #{to-rgb($white)};\n --#{$variable-prefix}black-rgb: #{to-rgb($black)};\n --#{$variable-prefix}body-rgb: #{to-rgb($body-color)};\n\n // Fonts\n\n // Note: Use `inspect` for lists so that quoted items keep the quotes.\n // See 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Set correct height and prevent the `size` attribute to make the `hr` look like an input field\n\nhr {\n margin: $hr-margin-y 0;\n color: $hr-color; // 1\n background-color: currentColor;\n border: 0;\n opacity: $hr-opacity;\n}\n\nhr:not([size]) {\n height: $hr-height; // 2\n}\n\n\n// Typography\n//\n// 1. Remove top margins from headings\n// By default, `

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` all receive top and bottom margins. We nuke the top\n// margin for easier control within type scales as it avoids margin collapsing.\n\n%heading {\n margin-top: 0; // 1\n margin-bottom: $headings-margin-bottom;\n font-family: $headings-font-family;\n font-style: $headings-font-style;\n font-weight: $headings-font-weight;\n line-height: $headings-line-height;\n color: $headings-color;\n}\n\nh1 {\n @extend %heading;\n @include font-size($h1-font-size);\n}\n\nh2 {\n @extend %heading;\n @include font-size($h2-font-size);\n}\n\nh3 {\n @extend %heading;\n @include font-size($h3-font-size);\n}\n\nh4 {\n @extend %heading;\n @include font-size($h4-font-size);\n}\n\nh5 {\n @extend %heading;\n @include font-size($h5-font-size);\n}\n\nh6 {\n @extend %heading;\n @include font-size($h6-font-size);\n}\n\n\n// Reset margins on paragraphs\n//\n// Similarly, the top margin on `

`s get reset. However, we also reset the\n// bottom margin to use `rem` units instead of `em`.\n\np {\n margin-top: 0;\n margin-bottom: $paragraph-margin-bottom;\n}\n\n\n// Abbreviations\n//\n// 1. Duplicate behavior to the data-bs-* attribute for our tooltip plugin\n// 2. Add the correct text decoration in Chrome, Edge, Opera, and Safari.\n// 3. Add explicit cursor to indicate changed behavior.\n// 4. Prevent the text-decoration to be skipped.\n\nabbr[title],\nabbr[data-bs-original-title] { // 1\n text-decoration: underline dotted; // 2\n cursor: help; // 3\n text-decoration-skip-ink: none; // 4\n}\n\n\n// Address\n\naddress {\n margin-bottom: 1rem;\n font-style: normal;\n line-height: inherit;\n}\n\n\n// Lists\n\nol,\nul {\n padding-left: 2rem;\n}\n\nol,\nul,\ndl {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n margin-bottom: 0;\n}\n\ndt {\n font-weight: $dt-font-weight;\n}\n\n// 1. Undo browser default\n\ndd {\n margin-bottom: .5rem;\n margin-left: 0; // 1\n}\n\n\n// Blockquote\n\nblockquote {\n margin: 0 0 1rem;\n}\n\n\n// Strong\n//\n// Add the correct font weight in Chrome, Edge, and Safari\n\nb,\nstrong {\n font-weight: $font-weight-bolder;\n}\n\n\n// Small\n//\n// Add the correct font size in all browsers\n\nsmall {\n @include font-size($small-font-size);\n}\n\n\n// Mark\n\nmark {\n padding: $mark-padding;\n background-color: $mark-bg;\n}\n\n\n// Sub and Sup\n//\n// Prevent `sub` and `sup` elements from affecting the line height in\n// all browsers.\n\nsub,\nsup {\n position: relative;\n @include font-size($sub-sup-font-size);\n line-height: 0;\n vertical-align: baseline;\n}\n\nsub { bottom: -.25em; }\nsup { top: -.5em; }\n\n\n// Links\n\na {\n color: $link-color;\n text-decoration: $link-decoration;\n\n &:hover {\n color: $link-hover-color;\n text-decoration: $link-hover-decoration;\n }\n}\n\n// And undo these styles for placeholder links/named anchors (without href).\n// It would be more straightforward to just use a[href] in previous block, but that\n// causes specificity issues in many other styles that are too complex to fix.\n// See https://github.com/twbs/bootstrap/issues/19402\n\na:not([href]):not([class]) {\n &,\n &:hover {\n color: inherit;\n text-decoration: none;\n }\n}\n\n\n// Code\n\npre,\ncode,\nkbd,\nsamp {\n font-family: $font-family-code;\n @include font-size(1em); // Correct the odd `em` font sizing in all browsers.\n direction: ltr #{\"/* rtl:ignore */\"};\n unicode-bidi: bidi-override;\n}\n\n// 1. Remove browser default top margin\n// 2. Reset browser default of `1em` to use `rem`s\n// 3. Don't allow content to break outside\n\npre {\n display: block;\n margin-top: 0; // 1\n margin-bottom: 1rem; // 2\n overflow: auto; // 3\n @include font-size($code-font-size);\n color: $pre-color;\n\n // Account for some code outputs that place code tags in pre tags\n code {\n @include font-size(inherit);\n color: inherit;\n word-break: normal;\n }\n}\n\ncode {\n @include font-size($code-font-size);\n color: $code-color;\n word-wrap: break-word;\n\n // Streamline the style when inside anchors to avoid broken underline and more\n a > & {\n color: inherit;\n }\n}\n\nkbd {\n padding: $kbd-padding-y $kbd-padding-x;\n @include font-size($kbd-font-size);\n color: $kbd-color;\n background-color: $kbd-bg;\n @include border-radius($border-radius-sm);\n\n kbd {\n padding: 0;\n @include font-size(1em);\n font-weight: $nested-kbd-font-weight;\n }\n}\n\n\n// Figures\n//\n// Apply a consistent margin strategy (matches our type styles).\n\nfigure {\n margin: 0 0 1rem;\n}\n\n\n// Images and content\n\nimg,\nsvg {\n vertical-align: middle;\n}\n\n\n// Tables\n//\n// Prevent double borders\n\ntable {\n caption-side: bottom;\n border-collapse: collapse;\n}\n\ncaption {\n padding-top: $table-cell-padding-y;\n padding-bottom: $table-cell-padding-y;\n color: $table-caption-color;\n text-align: left;\n}\n\n// 1. Removes font-weight bold by inheriting\n// 2. Matches default `` alignment by inheriting `text-align`.\n// 3. Fix alignment for Safari\n\nth {\n font-weight: $table-th-font-weight; // 1\n text-align: inherit; // 2\n text-align: -webkit-match-parent; // 3\n}\n\nthead,\ntbody,\ntfoot,\ntr,\ntd,\nth {\n border-color: inherit;\n border-style: solid;\n border-width: 0;\n}\n\n\n// Forms\n//\n// 1. Allow labels to use `margin` for spacing.\n\nlabel {\n display: inline-block; // 1\n}\n\n// Remove the default `border-radius` that macOS Chrome adds.\n// See https://github.com/twbs/bootstrap/issues/24093\n\nbutton {\n // stylelint-disable-next-line property-disallowed-list\n border-radius: 0;\n}\n\n// Explicitly remove focus outline in Chromium when it shouldn't be\n// visible (e.g. as result of mouse click or touch tap). It already\n// should be doing this automatically, but seems to currently be\n// confused and applies its very visible two-tone outline anyway.\n\nbutton:focus:not(:focus-visible) {\n outline: 0;\n}\n\n// 1. Remove the margin in Firefox and Safari\n\ninput,\nbutton,\nselect,\noptgroup,\ntextarea {\n margin: 0; // 1\n font-family: inherit;\n @include font-size(inherit);\n line-height: inherit;\n}\n\n// Remove the inheritance of text transform in Firefox\nbutton,\nselect {\n text-transform: none;\n}\n// Set the cursor for non-`