├── .gitignore ├── Azure Zero to Hero - Semantic Kernel.pdf ├── Example-1 ├── Program.cs ├── SemanticKernel.Prompt.csproj └── SemanticKernel.Prompt.sln ├── Example-2 ├── Program.cs ├── SemanticKernel.Chat.csproj └── SemanticKernel.Chat.sln ├── Example-3 ├── Program.cs ├── SemanticKernel.ChatHistory.csproj └── SemanticKernel.ChatHistory.sln ├── Example-4 ├── Program.cs ├── SemanticKernel.SystemMessage.csproj └── SemanticKernel.SystemMessage.sln ├── Example-5 ├── GeneralPlugin.cs ├── Program.cs ├── SemanticKernel.NativeFunction.csproj └── SemanticKernel.NativeFunction.sln ├── Example-6 └── readme.md ├── Example-8 └── readme.md ├── Example-9 ├── MathFunctions.cs ├── MathPlanner.cs ├── Program.cs ├── SemanticKernel.Planner.csproj └── SemanticKernel.Planner.sln ├── LICENSE ├── README.md └── _slides ├── 00.jpg ├── 01.jpg ├── 02.jpg ├── 03.jpg ├── 04.jpg ├── 05.jpg ├── 06.jpg ├── 07.jpg ├── 08.jpg ├── 09.jpg └── 10.jpg /.gitignore: -------------------------------------------------------------------------------- 1 | ## Ignore Visual Studio temporary files, build results, and 2 | ## files generated by popular Visual Studio add-ons. 3 | ## 4 | ## Get latest from https://github.com/github/gitignore/blob/main/VisualStudio.gitignore 5 | 6 | # User-specific files 7 | *.rsuser 8 | *.suo 9 | *.user 10 | *.userosscache 11 | *.sln.docstates 12 | 13 | # User-specific files (MonoDevelop/Xamarin Studio) 14 | *.userprefs 15 | 16 | # Mono auto generated files 17 | mono_crash.* 18 | 19 | # Build results 20 | [Dd]ebug/ 21 | [Dd]ebugPublic/ 22 | [Rr]elease/ 23 | [Rr]eleases/ 24 | x64/ 25 | x86/ 26 | [Ww][Ii][Nn]32/ 27 | [Aa][Rr][Mm]/ 28 | [Aa][Rr][Mm]64/ 29 | bld/ 30 | [Bb]in/ 31 | [Oo]bj/ 32 | [Ll]og/ 33 | [Ll]ogs/ 34 | 35 | # Visual Studio 2015/2017 cache/options directory 36 | .vs/ 37 | # Uncomment if you have tasks that create the project's static files in wwwroot 38 | #wwwroot/ 39 | 40 | # Visual Studio 2017 auto generated files 41 | Generated\ Files/ 42 | 43 | # MSTest test Results 44 | [Tt]est[Rr]esult*/ 45 | [Bb]uild[Ll]og.* 46 | 47 | # NUnit 48 | *.VisualState.xml 49 | TestResult.xml 50 | nunit-*.xml 51 | 52 | # Build Results of an ATL Project 53 | [Dd]ebugPS/ 54 | [Rr]eleasePS/ 55 | dlldata.c 56 | 57 | # Benchmark Results 58 | BenchmarkDotNet.Artifacts/ 59 | 60 | # .NET Core 61 | project.lock.json 62 | project.fragment.lock.json 63 | artifacts/ 64 | 65 | # ASP.NET Scaffolding 66 | ScaffoldingReadMe.txt 67 | 68 | # StyleCop 69 | StyleCopReport.xml 70 | 71 | # Files built by Visual Studio 72 | *_i.c 73 | *_p.c 74 | *_h.h 75 | *.ilk 76 | *.meta 77 | *.obj 78 | *.iobj 79 | *.pch 80 | *.pdb 81 | *.ipdb 82 | *.pgc 83 | *.pgd 84 | *.rsp 85 | *.sbr 86 | *.tlb 87 | *.tli 88 | *.tlh 89 | *.tmp 90 | *.tmp_proj 91 | *_wpftmp.csproj 92 | *.log 93 | *.tlog 94 | *.vspscc 95 | *.vssscc 96 | .builds 97 | *.pidb 98 | *.svclog 99 | *.scc 100 | 101 | # Chutzpah Test files 102 | _Chutzpah* 103 | 104 | # Visual C++ cache files 105 | ipch/ 106 | *.aps 107 | *.ncb 108 | *.opendb 109 | *.opensdf 110 | *.sdf 111 | *.cachefile 112 | *.VC.db 113 | *.VC.VC.opendb 114 | 115 | # Visual Studio profiler 116 | *.psess 117 | *.vsp 118 | *.vspx 119 | *.sap 120 | 121 | # Visual Studio Trace Files 122 | *.e2e 123 | 124 | # TFS 2012 Local Workspace 125 | $tf/ 126 | 127 | # Guidance Automation Toolkit 128 | *.gpState 129 | 130 | # ReSharper is a .NET coding add-in 131 | _ReSharper*/ 132 | *.[Rr]e[Ss]harper 133 | *.DotSettings.user 134 | 135 | # TeamCity is a build add-in 136 | _TeamCity* 137 | 138 | # DotCover is a Code Coverage Tool 139 | *.dotCover 140 | 141 | # AxoCover is a Code Coverage Tool 142 | .axoCover/* 143 | !.axoCover/settings.json 144 | 145 | # Coverlet is a free, cross platform Code Coverage Tool 146 | coverage*.json 147 | coverage*.xml 148 | coverage*.info 149 | 150 | # Visual Studio code coverage results 151 | *.coverage 152 | *.coveragexml 153 | 154 | # NCrunch 155 | _NCrunch_* 156 | .*crunch*.local.xml 157 | nCrunchTemp_* 158 | 159 | # MightyMoose 160 | *.mm.* 161 | AutoTest.Net/ 162 | 163 | # Web workbench (sass) 164 | .sass-cache/ 165 | 166 | # Installshield output folder 167 | [Ee]xpress/ 168 | 169 | # DocProject is a documentation generator add-in 170 | DocProject/buildhelp/ 171 | DocProject/Help/*.HxT 172 | DocProject/Help/*.HxC 173 | DocProject/Help/*.hhc 174 | DocProject/Help/*.hhk 175 | DocProject/Help/*.hhp 176 | DocProject/Help/Html2 177 | DocProject/Help/html 178 | 179 | # Click-Once directory 180 | publish/ 181 | 182 | # Publish Web Output 183 | *.[Pp]ublish.xml 184 | *.azurePubxml 185 | # Note: Comment the next line if you want to checkin your web deploy settings, 186 | # but database connection strings (with potential passwords) will be unencrypted 187 | *.pubxml 188 | *.publishproj 189 | 190 | # Microsoft Azure Web App publish settings. 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2 | 3 | 4 | var endpoint = Environment.GetEnvironmentVariable("OPENAI_ENDPOINT"); 5 | var key = Environment.GetEnvironmentVariable("OPENAI_KEY"); 6 | 7 | var builder = Kernel.CreateBuilder(); 8 | builder.AddAzureOpenAIChatCompletion( 9 | "gpt-4", // Azure OpenAI Deployment Name 10 | endpoint, // Azure OpenAI Endpoint 11 | key); // Azure OpenAI Key 12 | var kernel = builder.Build(); 13 | 14 | 15 | // Running your first prompt with Semantic Kernel 16 | string request = "I want to know how much power my solar panels are providing."; 17 | string prompt = $"What is the intent of this request? {request}"; 18 | Console.WriteLine(await kernel.InvokePromptAsync(prompt)); 19 | Console.WriteLine("---------------------"); 20 | 21 | 22 | // Improving the prompt with prompt engineering 23 | prompt = @$"What is the intent of this request? {request} 24 | You can choose between GetSolarEnergyToday, GetSolarPower, GetSolarBatteryPercentage, StartChargingCar."; 25 | Console.WriteLine(await kernel.InvokePromptAsync(prompt)); 26 | Console.WriteLine("---------------------"); 27 | 28 | 29 | // Add structure to the output with formatting 30 | prompt = @$"Instructions: What is the intent of this request? 31 | Choices: GetSolarEnergyToday, GetSolarPower, GetSolarBatteryPercentage, StartChargingCar. 32 | User Input: {request} 33 | Intent: "; 34 | Console.WriteLine(await kernel.InvokePromptAsync(prompt)); 35 | Console.WriteLine("---------------------"); 36 | 37 | prompt = $$""" 38 | ## Instructions 39 | Provide the intent of the request using the following format: 40 | 41 | ```json 42 | { 43 | "intent": {intent} 44 | } 45 | ``` 46 | 47 | ## Choices 48 | You can choose between the following intents: 49 | 50 | ```json 51 | ["GetSolarEnergyToday", "GetSolarPower", "GetSolarBatteryPercentage", "StartChargingCar"] 52 | ``` 53 | 54 | ## User Input 55 | The user input is: 56 | 57 | ```json 58 | { 59 | "request": "{{request}}" 60 | } 61 | ``` 62 | 63 | ## Intent 64 | """; 65 | Console.WriteLine(await kernel.InvokePromptAsync(prompt)); 66 | Console.WriteLine("---------------------"); 67 | 68 | 69 | // Provide examples with few-shot prompting 70 | prompt = @$"Instructions: What is the intent of this request? 71 | Choices: GetSolarEnergyToday, GetSolarPower, GetSolarBatteryPercentage, StartChargingCar. 72 | 73 | User Input: How much energy did my solar panels provide today? 74 | Intent: GetSolarEnergyToday 75 | 76 | User Input: Can you start charging my car? 77 | Intent: StartChargingCar 78 | 79 | User Input: {request} 80 | Intent: "; 81 | Console.WriteLine(await kernel.InvokePromptAsync(prompt)); 82 | Console.WriteLine("---------------------"); 83 | 84 | 85 | // Tell the AI what to do to avoid doing something wrong 86 | prompt = $""" 87 | Instructions: What is the intent of this request? 88 | If you don't know the intent, don't guess; instead respond with "Unknown". 89 | Choices: GetSolarEnergyToday, GetSolarPower, GetSolarBatteryPercentage, StartChargingCar. 90 | 91 | User Input: How much energy did my solar panels provide today? 92 | Intent: GetSolarEnergyToday 93 | 94 | User Input: Can you start charging my car? 95 | Intent: StartChargingCar 96 | 97 | User Input: {request} 98 | Intent: 99 | """; 100 | Console.WriteLine(await kernel.InvokePromptAsync(prompt)); 101 | Console.WriteLine("---------------------"); 102 | 103 | 104 | Console.ReadKey(); -------------------------------------------------------------------------------- /Example-1/SemanticKernel.Prompt.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 9 | 10 | 11 | 12 | 13 | 14 | -------------------------------------------------------------------------------- /Example-1/SemanticKernel.Prompt.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 17 4 | VisualStudioVersion = 17.9.34728.123 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "SemanticKernel.Prompt", "SemanticKernel.Prompt.csproj", "{1F33C0FB-012C-4ABE-A83E-FB88A8B2A3C3}" 7 | EndProject 8 | Global 9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 10 | Debug|Any CPU = Debug|Any CPU 11 | Release|Any CPU = Release|Any CPU 12 | EndGlobalSection 13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 14 | {1F33C0FB-012C-4ABE-A83E-FB88A8B2A3C3}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 15 | {1F33C0FB-012C-4ABE-A83E-FB88A8B2A3C3}.Debug|Any CPU.Build.0 = Debug|Any CPU 16 | {1F33C0FB-012C-4ABE-A83E-FB88A8B2A3C3}.Release|Any CPU.ActiveCfg = Release|Any CPU 17 | {1F33C0FB-012C-4ABE-A83E-FB88A8B2A3C3}.Release|Any CPU.Build.0 = Release|Any CPU 18 | EndGlobalSection 19 | GlobalSection(SolutionProperties) = preSolution 20 | HideSolutionNode = FALSE 21 | EndGlobalSection 22 | GlobalSection(ExtensibilityGlobals) = postSolution 23 | SolutionGuid = {13714658-4F3B-4848-84F0-E52D432BF954} 24 | EndGlobalSection 25 | EndGlobal 26 | -------------------------------------------------------------------------------- /Example-2/Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using Microsoft.SemanticKernel.ChatCompletion; 3 | 4 | 5 | var endpoint = Environment.GetEnvironmentVariable("OPENAI_ENDPOINT"); 6 | var key = Environment.GetEnvironmentVariable("OPENAI_KEY"); 7 | 8 | var builder = Kernel.CreateBuilder(); 9 | builder.AddAzureOpenAIChatCompletion( 10 | "gpt-4", // Azure OpenAI Deployment Name 11 | endpoint, // Azure OpenAI Endpoint 12 | key); // Azure OpenAI Key 13 | var kernel = builder.Build(); 14 | 15 | var chatCompletionService = kernel.GetRequiredService(); 16 | 17 | while (true) 18 | { 19 | Console.ForegroundColor = ConsoleColor.Green; 20 | Console.Write("User > "); 21 | Console.ForegroundColor = ConsoleColor.White; 22 | var request = Console.ReadLine(); 23 | 24 | var result = chatCompletionService.GetStreamingChatMessageContentsAsync(request!, kernel: kernel); 25 | 26 | string fullMessage = ""; 27 | Console.ForegroundColor = ConsoleColor.Cyan; 28 | Console.Write("Assistant > "); 29 | 30 | await foreach (var content in result) 31 | { 32 | Console.Write(content.Content); 33 | fullMessage += content.Content; 34 | } 35 | 36 | Console.WriteLine(); 37 | } -------------------------------------------------------------------------------- /Example-2/SemanticKernel.Chat.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | -------------------------------------------------------------------------------- /Example-2/SemanticKernel.Chat.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 17 4 | VisualStudioVersion = 17.9.34728.123 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "SemanticKernel.Chat", "SemanticKernel.Chat.csproj", "{1131EBC7-9805-4EEE-B0B8-7D6B1025DE03}" 7 | EndProject 8 | Global 9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 10 | Debug|Any CPU = Debug|Any CPU 11 | Release|Any CPU = Release|Any CPU 12 | EndGlobalSection 13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 14 | {1131EBC7-9805-4EEE-B0B8-7D6B1025DE03}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 15 | {1131EBC7-9805-4EEE-B0B8-7D6B1025DE03}.Debug|Any CPU.Build.0 = Debug|Any CPU 16 | {1131EBC7-9805-4EEE-B0B8-7D6B1025DE03}.Release|Any CPU.ActiveCfg = Release|Any CPU 17 | {1131EBC7-9805-4EEE-B0B8-7D6B1025DE03}.Release|Any CPU.Build.0 = Release|Any CPU 18 | EndGlobalSection 19 | GlobalSection(SolutionProperties) = preSolution 20 | HideSolutionNode = FALSE 21 | EndGlobalSection 22 | GlobalSection(ExtensibilityGlobals) = postSolution 23 | SolutionGuid = {A12C9460-2C5B-435D-992E-C595D85C2847} 24 | EndGlobalSection 25 | EndGlobal 26 | -------------------------------------------------------------------------------- /Example-3/Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using Microsoft.SemanticKernel.ChatCompletion; 3 | 4 | 5 | var endpoint = Environment.GetEnvironmentVariable("OPENAI_ENDPOINT"); 6 | var key = Environment.GetEnvironmentVariable("OPENAI_KEY"); 7 | 8 | var builder = Kernel.CreateBuilder(); 9 | builder.AddAzureOpenAIChatCompletion( 10 | "gpt-4", // Azure OpenAI Deployment Name 11 | endpoint, // Azure OpenAI Endpoint 12 | key); // Azure OpenAI Key 13 | var kernel = builder.Build(); 14 | 15 | ChatHistory history = []; 16 | 17 | var chatCompletionService = kernel.GetRequiredService(); 18 | 19 | while (true) 20 | { 21 | Console.ForegroundColor = ConsoleColor.Green; 22 | Console.Write("User > "); 23 | Console.ForegroundColor = ConsoleColor.White; 24 | var request = Console.ReadLine(); 25 | history.AddUserMessage(request!); 26 | 27 | var result = chatCompletionService.GetStreamingChatMessageContentsAsync(history, kernel: kernel); 28 | 29 | string fullMessage = ""; 30 | Console.ForegroundColor = ConsoleColor.Cyan; 31 | Console.Write("Assistant > "); 32 | await foreach (var content in result) 33 | { 34 | Console.Write(content.Content); 35 | fullMessage += content.Content; 36 | } 37 | Console.WriteLine(); 38 | 39 | history.AddAssistantMessage(fullMessage); 40 | } -------------------------------------------------------------------------------- /Example-3/SemanticKernel.ChatHistory.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | -------------------------------------------------------------------------------- /Example-3/SemanticKernel.ChatHistory.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 17 4 | VisualStudioVersion = 17.9.34728.123 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "SemanticKernel.ChatHistory", "SemanticKernel.ChatHistory.csproj", "{31DC6753-23B5-4E96-A1E7-800653D8EC28}" 7 | EndProject 8 | Global 9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 10 | Debug|Any CPU = Debug|Any CPU 11 | Release|Any CPU = Release|Any CPU 12 | EndGlobalSection 13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 14 | {31DC6753-23B5-4E96-A1E7-800653D8EC28}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 15 | {31DC6753-23B5-4E96-A1E7-800653D8EC28}.Debug|Any CPU.Build.0 = Debug|Any CPU 16 | {31DC6753-23B5-4E96-A1E7-800653D8EC28}.Release|Any CPU.ActiveCfg = Release|Any CPU 17 | {31DC6753-23B5-4E96-A1E7-800653D8EC28}.Release|Any CPU.Build.0 = Release|Any CPU 18 | EndGlobalSection 19 | GlobalSection(SolutionProperties) = preSolution 20 | HideSolutionNode = FALSE 21 | EndGlobalSection 22 | GlobalSection(ExtensibilityGlobals) = postSolution 23 | SolutionGuid = {088A0F91-6DC3-45B6-99F5-33CE5A3C44DC} 24 | EndGlobalSection 25 | EndGlobal 26 | -------------------------------------------------------------------------------- /Example-4/Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using Microsoft.SemanticKernel.ChatCompletion; 3 | 4 | 5 | var endpoint = Environment.GetEnvironmentVariable("OPENAI_ENDPOINT"); 6 | var key = Environment.GetEnvironmentVariable("OPENAI_KEY"); 7 | 8 | var builder = Kernel.CreateBuilder(); 9 | builder.AddAzureOpenAIChatCompletion( 10 | "gpt-4", // Azure OpenAI Deployment Name 11 | endpoint, // Azure OpenAI Endpoint 12 | key); // Azure OpenAI Key 13 | var kernel = builder.Build(); 14 | 15 | ChatHistory history = []; 16 | 17 | var chatCompletionService = kernel.GetRequiredService(); 18 | 19 | history.AddSystemMessage("You should answer as a 10-year old child."); 20 | 21 | while (true) 22 | { 23 | Console.ForegroundColor = ConsoleColor.Green; 24 | Console.Write("User > "); 25 | Console.ForegroundColor = ConsoleColor.White; 26 | var request = Console.ReadLine(); 27 | history.AddUserMessage(request!); 28 | 29 | var result = chatCompletionService.GetStreamingChatMessageContentsAsync(history, kernel: kernel); 30 | 31 | string fullMessage = ""; 32 | Console.ForegroundColor = ConsoleColor.Cyan; 33 | Console.Write("Assistant > "); 34 | 35 | await foreach (var content in result) 36 | { 37 | Console.Write(content.Content); 38 | fullMessage += content.Content; 39 | } 40 | 41 | Console.WriteLine(); 42 | 43 | history.AddAssistantMessage(fullMessage); 44 | } -------------------------------------------------------------------------------- /Example-4/SemanticKernel.SystemMessage.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 9 | 10 | 11 | 12 | 13 | 14 | -------------------------------------------------------------------------------- /Example-4/SemanticKernel.SystemMessage.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 17 4 | VisualStudioVersion = 17.9.34728.123 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "SemanticKernel.SystemMessage", "SemanticKernel.SystemMessage.csproj", "{8D1480E8-6597-4E69-A731-6FB8EC10BF2E}" 7 | EndProject 8 | Global 9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 10 | Debug|Any CPU = Debug|Any CPU 11 | Release|Any CPU = Release|Any CPU 12 | EndGlobalSection 13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 14 | {8D1480E8-6597-4E69-A731-6FB8EC10BF2E}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 15 | {8D1480E8-6597-4E69-A731-6FB8EC10BF2E}.Debug|Any CPU.Build.0 = Debug|Any CPU 16 | {8D1480E8-6597-4E69-A731-6FB8EC10BF2E}.Release|Any CPU.ActiveCfg = Release|Any CPU 17 | {8D1480E8-6597-4E69-A731-6FB8EC10BF2E}.Release|Any CPU.Build.0 = Release|Any CPU 18 | EndGlobalSection 19 | GlobalSection(SolutionProperties) = preSolution 20 | HideSolutionNode = FALSE 21 | EndGlobalSection 22 | GlobalSection(ExtensibilityGlobals) = postSolution 23 | SolutionGuid = {F8945325-D05E-447C-AC61-9E9E63EAD1A3} 24 | EndGlobalSection 25 | EndGlobal 26 | -------------------------------------------------------------------------------- /Example-5/GeneralPlugin.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using System.ComponentModel; 3 | 4 | namespace SemanticKernel.NativeFunction; 5 | 6 | public class GeneralPlugin 7 | { 8 | [KernelFunction] 9 | [Description("Gets the current time.")] 10 | public TimeSpan GetTime() 11 | { 12 | return TimeProvider.System.GetLocalNow().TimeOfDay; 13 | } 14 | 15 | [KernelFunction] 16 | [Description("Gets the current date.")] 17 | public DateTime GetDate() 18 | { 19 | return TimeProvider.System.GetLocalNow().Date; 20 | } 21 | } -------------------------------------------------------------------------------- /Example-5/Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using Microsoft.SemanticKernel.ChatCompletion; 3 | using Microsoft.SemanticKernel.Connectors.OpenAI; 4 | using SemanticKernel.NativeFunction; 5 | 6 | 7 | var endpoint = Environment.GetEnvironmentVariable("OPENAI_ENDPOINT"); 8 | var key = Environment.GetEnvironmentVariable("OPENAI_KEY"); 9 | 10 | var builder = Kernel.CreateBuilder(); 11 | builder.AddAzureOpenAIChatCompletion( 12 | "gpt-4", // Azure OpenAI Deployment Name 13 | endpoint, // Azure OpenAI Endpoint 14 | key); // Azure OpenAI Key 15 | 16 | builder.Plugins.AddFromType(); 17 | 18 | var kernel = builder.Build(); 19 | 20 | var executionSettings = new OpenAIPromptExecutionSettings 21 | { 22 | ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions 23 | }; 24 | 25 | ChatHistory history = []; 26 | 27 | var chatCompletionService = kernel.GetRequiredService(); 28 | 29 | while (true) 30 | { 31 | Console.ForegroundColor = ConsoleColor.Green; 32 | Console.Write("User > "); 33 | Console.ForegroundColor = ConsoleColor.White; 34 | var request = Console.ReadLine(); 35 | history.AddUserMessage(request!); 36 | 37 | var result = chatCompletionService.GetStreamingChatMessageContentsAsync(history, executionSettings, kernel); 38 | 39 | string fullMessage = ""; 40 | Console.ForegroundColor = ConsoleColor.Cyan; 41 | Console.Write("Assistant > "); 42 | 43 | await foreach (var content in result) 44 | { 45 | Console.Write(content.Content); 46 | fullMessage += content.Content; 47 | } 48 | 49 | Console.WriteLine(); 50 | 51 | history.AddAssistantMessage(fullMessage); 52 | } -------------------------------------------------------------------------------- /Example-5/SemanticKernel.NativeFunction.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 9 | 10 | 11 | 12 | 13 | 14 | -------------------------------------------------------------------------------- /Example-5/SemanticKernel.NativeFunction.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 17 4 | VisualStudioVersion = 17.9.34728.123 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "SemanticKernel.NativeFunction", "SemanticKernel.NativeFunction.csproj", "{51682527-C49D-4A80-904A-665F761A112D}" 7 | EndProject 8 | Global 9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 10 | Debug|Any CPU = Debug|Any CPU 11 | Release|Any CPU = Release|Any CPU 12 | EndGlobalSection 13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 14 | {51682527-C49D-4A80-904A-665F761A112D}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 15 | {51682527-C49D-4A80-904A-665F761A112D}.Debug|Any CPU.Build.0 = Debug|Any CPU 16 | {51682527-C49D-4A80-904A-665F761A112D}.Release|Any CPU.ActiveCfg = Release|Any CPU 17 | {51682527-C49D-4A80-904A-665F761A112D}.Release|Any CPU.Build.0 = Release|Any CPU 18 | EndGlobalSection 19 | GlobalSection(SolutionProperties) = preSolution 20 | HideSolutionNode = FALSE 21 | EndGlobalSection 22 | GlobalSection(ExtensibilityGlobals) = postSolution 23 | SolutionGuid = {D7566360-BB54-419E-9A7C-BE1C5870FD58} 24 | EndGlobalSection 25 | EndGlobal 26 | -------------------------------------------------------------------------------- /Example-6/readme.md: -------------------------------------------------------------------------------- 1 | # NativeFunction in a real-life scenario 2 | 3 | [MijnThuis](https://github.com/Djohnnie/MijnThuis) - An application that combines all my smart-home hardware into a single dashboard including a Copilot using Speech-To-Text. -------------------------------------------------------------------------------- /Example-8/readme.md: -------------------------------------------------------------------------------- 1 | # Handlebars in a real-life scenario 2 | 3 | [CSharpWars](https://github.com/Djohnnie/CSharpWars-Orleans) - An educational game to learn C# by scripting a virtual robot that fights in an arena. -------------------------------------------------------------------------------- /Example-9/MathFunctions.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using System.ComponentModel; 3 | 4 | namespace SemanticKernel.Planner; 5 | 6 | public class MathFunctions 7 | { 8 | [KernelFunction, Description("Take the square root of a number")] 9 | public static double Sqrt([Description("The number to take a square root of")] double number) 10 | { 11 | Console.WriteLine($"{nameof(Sqrt)} function has been called with {nameof(number)}={number}"); 12 | return Math.Sqrt(number); 13 | } 14 | 15 | [KernelFunction, Description("Add two numbers")] 16 | public static double Add( 17 | [Description("The first number to add")] double number1, 18 | [Description("The second number to add")] double number2) 19 | { 20 | Console.WriteLine($"{nameof(Add)} function has been called with {nameof(number1)}={number1} and {nameof(number2)}={number2}"); 21 | return number1 + number2; 22 | } 23 | 24 | [KernelFunction, Description("Subtract two numbers")] 25 | public static double Subtract( 26 | [Description("The first number to subtract from")] double number1, 27 | [Description("The second number to subtract away")] double number2) 28 | { 29 | Console.WriteLine($"{nameof(Subtract)} function has been called with {nameof(number1)}={number1} and {nameof(number2)}={number2}"); 30 | return number1 - number2; 31 | } 32 | 33 | [KernelFunction, Description("Multiply two numbers. When increasing by a percentage, don't forget to add 1 to the percentage.")] 34 | public static double Multiply( 35 | [Description("The first number to multiply")] double number1, 36 | [Description("The second number to multiply")] double number2) 37 | { 38 | Console.WriteLine($"{nameof(Multiply)} function has been called with {nameof(number1)}={number1} and {nameof(number2)}={number2}"); 39 | return number1 * number2; 40 | } 41 | 42 | [KernelFunction, Description("Divide two numbers")] 43 | public static double Divide( 44 | [Description("The first number to divide from")] double number1, 45 | [Description("The second number to divide by")] double number2) 46 | { 47 | Console.WriteLine($"{nameof(Divide)} function has been called with {nameof(number1)}={number1} and {nameof(number2)}={number2}"); 48 | return number1 / number2; 49 | } 50 | 51 | [KernelFunction, Description("Raise a number to a power")] 52 | public static double Power( 53 | [Description("The number to raise")] double number1, 54 | [Description("The power to raise the number to")] double number2) 55 | { 56 | Console.WriteLine($"{nameof(Power)} function has been called with {nameof(number1)}={number1} and {nameof(number2)}={number2}"); 57 | return Math.Pow(number1, number2); 58 | } 59 | 60 | [KernelFunction, Description("Take the log of a number")] 61 | public static double Log( 62 | [Description("The number to take the log of")] double number1, 63 | [Description("The base of the log")] double number2) 64 | { 65 | Console.WriteLine($"{nameof(Log)} function has been called with {nameof(number1)}={number1} and {nameof(number2)}={number2}"); 66 | return Math.Log(number1, number2); 67 | } 68 | 69 | [KernelFunction, Description("Round a number to the target number of decimal places")] 70 | public static double Round( 71 | [Description("The number to round")] double number1, 72 | [Description("The number of decimal places to round to")] double number2) 73 | { 74 | Console.WriteLine($"{nameof(Round)} function has been called with {nameof(number1)}={number1} and {nameof(number2)}={number2}"); 75 | return Math.Round(number1, (int)number2); 76 | } 77 | 78 | [KernelFunction, Description("Take the absolute value of a number")] 79 | public static double Abs([Description("The number to take the absolute value of")] double number) 80 | { 81 | Console.WriteLine($"{nameof(Abs)} function has been called with {nameof(number)}={number}"); 82 | return Math.Abs(number); 83 | } 84 | 85 | [KernelFunction, Description("Take the floor of a number")] 86 | public static double Floor([Description("The number to take the floor of")] double number) 87 | { 88 | Console.WriteLine($"{nameof(Floor)} function has been called with {nameof(number)}={number}"); 89 | return Math.Floor(number); 90 | } 91 | 92 | [KernelFunction, Description("Take the ceiling of a number")] 93 | public static double Ceiling([Description("The number to take the ceiling of")] double number) 94 | { 95 | Console.WriteLine($"{nameof(Ceiling)} function has been called with {nameof(number)}={number}"); 96 | return Math.Ceiling(number); 97 | } 98 | 99 | [KernelFunction, Description("Take the sine of a number")] 100 | public static double Sin( 101 | [Description("The number to take the sine of")] double number) 102 | { 103 | Console.WriteLine($"{nameof(Sin)} function has been called with {nameof(number)}={number}"); 104 | return Math.Sin(number); 105 | } 106 | 107 | [KernelFunction, Description("Take the cosine of a number")] 108 | public static double Cos([Description("The number to take the cosine of")] double number) 109 | { 110 | Console.WriteLine($"{nameof(Cos)} function has been called with {nameof(number)}={number}"); 111 | return Math.Cos(number); 112 | } 113 | 114 | [KernelFunction, Description("Take the tangent of a number")] 115 | public static double Tan([Description("The number to take the tangent of")] double number) 116 | { 117 | Console.WriteLine($"{nameof(Tan)} function has been called with {nameof(number)}={number}"); 118 | return Math.Tan(number); 119 | } 120 | 121 | [KernelFunction, Description("Take the arcsine of a number")] 122 | public static double Asin([Description("The number to take the arcsine of")] double number) 123 | { 124 | Console.WriteLine($"{nameof(Asin)} function has been called with {nameof(number)}={number}"); 125 | return Math.Asin(number); 126 | } 127 | 128 | [KernelFunction, Description("Take the arccosine of a number")] 129 | public static double Acos([Description("The number to take the arccosine of")] double number) 130 | { 131 | Console.WriteLine($"{nameof(Acos)} function has been called with {nameof(number)}={number}"); 132 | return Math.Acos(number); 133 | } 134 | 135 | [KernelFunction, Description("Take the arctangent of a number")] 136 | public static double Atan([Description("The number to take the arctangent of")] double number) 137 | { 138 | Console.WriteLine($"{nameof(Atan)} function has been called with {nameof(number)}={number}"); 139 | return Math.Atan(number); 140 | } 141 | } -------------------------------------------------------------------------------- /Example-9/MathPlanner.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using Microsoft.SemanticKernel.Planning.Handlebars; 3 | using System.ComponentModel; 4 | namespace SemanticKernel.Planner; 5 | 6 | internal class MathPlanner 7 | { 8 | [KernelFunction] 9 | [Description("Solves a math problem.")] 10 | [return: Description("The solution to the math problem.")] 11 | public async Task SolveAsync( 12 | Kernel kernel, 13 | [Description("The math problem to solve; describe it in 2-3 sentences to ensure full context is provided")] string problem) 14 | { 15 | try 16 | { 17 | var kernelWithMath = kernel.Clone(); 18 | 19 | // Remove the math solver plugin so that we don't get into an infinite loop 20 | kernelWithMath.Plugins.Remove(kernelWithMath.Plugins["MathPlanner"]); 21 | 22 | // Add the math plugin so the LLM can solve the problem 23 | kernelWithMath.Plugins.AddFromType(); 24 | 25 | #pragma warning disable SKEXP0060 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed. 26 | var planner = new HandlebarsPlanner(new HandlebarsPlannerOptions() { AllowLoops = true }); 27 | 28 | // Create a plan 29 | var plan = await planner.CreatePlanAsync(kernelWithMath, problem); 30 | Console.ForegroundColor = ConsoleColor.Cyan; 31 | Console.WriteLine($"{plan}"); 32 | 33 | // Execute the plan 34 | Console.ForegroundColor = ConsoleColor.Yellow; 35 | var result = (await plan.InvokeAsync(kernelWithMath)).Trim(); 36 | #pragma warning restore SKEXP0060 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed. 37 | 38 | Console.ForegroundColor = ConsoleColor.White; 39 | return result; 40 | } 41 | catch (Exception ex) 42 | { 43 | Console.WriteLine(ex.ToString()); 44 | throw; 45 | } 46 | } 47 | } -------------------------------------------------------------------------------- /Example-9/Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.SemanticKernel; 2 | using Microsoft.SemanticKernel.ChatCompletion; 3 | using Microsoft.SemanticKernel.Connectors.OpenAI; 4 | using SemanticKernel.Planner; 5 | 6 | 7 | var endpoint = Environment.GetEnvironmentVariable("OPENAI_ENDPOINT"); 8 | var key = Environment.GetEnvironmentVariable("OPENAI_KEY"); 9 | 10 | var builder = Kernel.CreateBuilder(); 11 | builder.AddAzureOpenAIChatCompletion( 12 | "gpt-4", // Azure OpenAI Deployment Name 13 | endpoint, // Azure OpenAI Endpoint 14 | key); // Azure OpenAI Key 15 | 16 | builder.Plugins.AddFromType(); 17 | 18 | var kernel = builder.Build(); 19 | 20 | var executionSettings = new OpenAIPromptExecutionSettings 21 | { 22 | ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions 23 | }; 24 | 25 | ChatHistory history = []; 26 | 27 | var chatCompletionService = kernel.GetRequiredService(); 28 | 29 | while (true) 30 | { 31 | Console.ForegroundColor = ConsoleColor.Green; 32 | Console.Write("User > "); 33 | Console.ForegroundColor = ConsoleColor.White; 34 | var request = Console.ReadLine(); 35 | history.AddUserMessage(request!); 36 | 37 | var result = chatCompletionService.GetStreamingChatMessageContentsAsync(history, executionSettings, kernel); 38 | 39 | string fullMessage = ""; 40 | Console.ForegroundColor = ConsoleColor.Cyan; 41 | 42 | await foreach (var content in result) 43 | { 44 | Console.Write(content.Content); 45 | fullMessage += content.Content; 46 | } 47 | 48 | Console.WriteLine(); 49 | 50 | history.AddAssistantMessage(fullMessage); 51 | } -------------------------------------------------------------------------------- /Example-9/SemanticKernel.Planner.csproj: -------------------------------------------------------------------------------- 1 |  2 | 3 | 4 | Exe 5 | net8.0 6 | enable 7 | enable 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | -------------------------------------------------------------------------------- /Example-9/SemanticKernel.Planner.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 17 4 | VisualStudioVersion = 17.10.34916.146 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "SemanticKernel.Planner", "SemanticKernel.Planner.csproj", "{AEA63989-B65B-45D9-82C0-AAC4D82A5AD0}" 7 | EndProject 8 | Global 9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 10 | Debug|Any CPU = Debug|Any CPU 11 | Release|Any CPU = Release|Any CPU 12 | EndGlobalSection 13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 14 | {AEA63989-B65B-45D9-82C0-AAC4D82A5AD0}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 15 | {AEA63989-B65B-45D9-82C0-AAC4D82A5AD0}.Debug|Any CPU.Build.0 = Debug|Any CPU 16 | {AEA63989-B65B-45D9-82C0-AAC4D82A5AD0}.Release|Any CPU.ActiveCfg = Release|Any CPU 17 | {AEA63989-B65B-45D9-82C0-AAC4D82A5AD0}.Release|Any CPU.Build.0 = Release|Any CPU 18 | EndGlobalSection 19 | GlobalSection(SolutionProperties) = preSolution 20 | HideSolutionNode = FALSE 21 | EndGlobalSection 22 | GlobalSection(ExtensibilityGlobals) = postSolution 23 | SolutionGuid = {300E7610-47B1-4DE8-9844-06B491A81460} 24 | EndGlobalSection 25 | EndGlobal 26 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | This is free and unencumbered software released into the public domain. 2 | 3 | Anyone is free to copy, modify, publish, use, compile, sell, or 4 | distribute this software, either in source code form or as a compiled 5 | binary, for any purpose, commercial or non-commercial, and by any 6 | means. 7 | 8 | In jurisdictions that recognize copyright laws, the author or authors 9 | of this software dedicate any and all copyright interest in the 10 | software to the public domain. We make this dedication for the benefit 11 | of the public at large and to the detriment of our heirs and 12 | successors. We intend this dedication to be an overt act of 13 | relinquishment in perpetuity of all present and future rights to this 14 | software under copyright law. 15 | 16 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, 17 | EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF 18 | MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. 19 | IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR ANY CLAIM, DAMAGES OR 20 | OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, 21 | ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR 22 | OTHER DEALINGS IN THE SOFTWARE. 23 | 24 | For more information, please refer to 25 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024 2 | Building your own AI Agent using Semantic Kernel - Microsoft Learn Zero to Hero Community 2024 3 | 4 | ![Slide 1](_slides/00.jpg) 5 | 6 | ![Slide 2](_slides/01.jpg) 7 | 8 | ![Slide 3](_slides/02.jpg) 9 | 10 | ![Slide 4](_slides/03.jpg) 11 | 12 | ![Slide 5](_slides/04.jpg) 13 | 14 | ![Slide 6](_slides/05.jpg) 15 | 16 | ![Slide 7](_slides/06.jpg) 17 | 18 | ![Slide 8](_slides/07.jpg) 19 | 20 | ![Slide 9](_slides/08.jpg) 21 | 22 | ![Slide 10](_slides/09.jpg) 23 | 24 | ![Slide 11](_slides/10.jpg) -------------------------------------------------------------------------------- /_slides/00.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/00.jpg -------------------------------------------------------------------------------- /_slides/01.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/01.jpg -------------------------------------------------------------------------------- /_slides/02.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/02.jpg -------------------------------------------------------------------------------- /_slides/03.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/03.jpg -------------------------------------------------------------------------------- /_slides/04.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/04.jpg -------------------------------------------------------------------------------- /_slides/05.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/05.jpg -------------------------------------------------------------------------------- /_slides/06.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/06.jpg -------------------------------------------------------------------------------- /_slides/07.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/07.jpg -------------------------------------------------------------------------------- /_slides/08.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/08.jpg -------------------------------------------------------------------------------- /_slides/09.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/09.jpg -------------------------------------------------------------------------------- /_slides/10.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Djohnnie/BuildingAnAIAgentUsingSemanticKernel-MicrosoftLearnZeroToHeroCommunity-2024/dfcbc09ea298e5ee822beae773f10fb9b00a67ce/_slides/10.jpg --------------------------------------------------------------------------------