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wehub-resource-sync
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commit b957a53def
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// Copyright (c) Microsoft. All rights reserved.
#pragma warning disable VSTHRD111 // Use ConfigureAwait(bool)
#pragma warning disable CA1050 // Declare types in namespaces
#pragma warning disable CA2007 // Consider calling ConfigureAwait on the awaited task
using System.ComponentModel;
using Microsoft.Extensions.Configuration;
using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.ChatCompletion;
using Microsoft.SemanticKernel.Connectors.OpenAI;
var config = new ConfigurationBuilder()
.AddUserSecrets<Program>()
.AddEnvironmentVariables()
.Build()
?? throw new InvalidOperationException("Configuration is not provided.");
ArgumentNullException.ThrowIfNull(config["OpenAI:ChatModelId"], "OpenAI:ChatModelId");
ArgumentNullException.ThrowIfNull(config["OpenAI:ApiKey"], "OpenAI:ApiKey");
var kernelBuilder = Kernel.CreateBuilder().AddOpenAIChatCompletion(
modelId: config["OpenAI:ChatModelId"]!,
apiKey: config["OpenAI:ApiKey"]!);
kernelBuilder.Plugins.AddFromType<TimeInformationPlugin>();
var kernel = kernelBuilder.Build();
// Get chat completion service
var chatCompletionService = kernel.GetRequiredService<IChatCompletionService>();
// Enable auto function calling
OpenAIPromptExecutionSettings openAIPromptExecutionSettings = new()
{
FunctionChoiceBehavior = FunctionChoiceBehavior.Auto()
};
Console.WriteLine("Ask questions to use the Time Plugin such as:\n" +
"- What time is it?");
ChatHistory chatHistory = [];
string? input = null;
while (true)
{
Console.Write("\nUser > ");
input = Console.ReadLine();
if (string.IsNullOrWhiteSpace(input))
{
// Leaves if the user hit enter without typing any word
break;
}
chatHistory.AddUserMessage(input);
var chatResult = await chatCompletionService.GetChatMessageContentAsync(chatHistory, openAIPromptExecutionSettings, kernel);
Console.Write($"\nAssistant > {chatResult}\n");
}
/// <summary>
/// A plugin that returns the current time.
/// </summary>
public class TimeInformationPlugin
{
/// <summary>
/// Retrieves the current time in UTC.
/// </summary>
/// <returns>The current time in UTC. </returns>
[KernelFunction, Description("Retrieves the current time in UTC.")]
public string GetCurrentUtcTime()
=> DateTime.UtcNow.ToString("R");
}
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# Time Plugin - Demo Application
This is an example how you can easily use Plugins with the Power of Auto Function Calling from AI Models.
Here we have a simple Time Plugin created in C# that can be called from the AI Model to get the current time.
## Semantic Kernel Features Used
- [Plugin](https://github.com/microsoft/semantic-kernel/blob/main/dotnet/src/SemanticKernel.Abstractions/Functions/KernelPlugin.cs) - Creating a Plugin from a native C# Booking class to be used by the Kernel to interact with Bookings API.
- [Chat Completion Service](https://github.com/microsoft/semantic-kernel/blob/main/dotnet/src/SemanticKernel.Abstractions/AI/ChatCompletion/IChatCompletionService.cs) - Using the Chat Completion Service [OpenAI Connector implementation](https://github.com/microsoft/semantic-kernel/blob/main/dotnet/src/Connectors/Connectors.OpenAI/Services/OpenAIChatCompletionService.cs) to generate responses from the LLM.
- [Chat History](https://github.com/microsoft/semantic-kernel/blob/main/dotnet/src/SemanticKernel.Abstractions/AI/ChatCompletion/ChatHistory.cs) Using the Chat History abstraction to create, update and retrieve chat history from Chat Completion Models.
- [Auto Function Calling](https://github.com/microsoft/semantic-kernel/blob/main/dotnet/samples/Concepts/ChatCompletion/OpenAI_FunctionCalling.cs) Enables the LLM to have knowledge of current importedUsing the Function Calling feature automatically call the Booking Plugin from the LLM.
## Prerequisites
- [.NET 10](https://dotnet.microsoft.com/download/dotnet/10.0).
### Function Calling Enabled Models
This sample uses function calling capable models and has been tested with the following models:
| Model type | Model name/id | Model version | Supported |
| --------------- | ------------------------- | ------------------: | --------- |
| Chat Completion | gpt-3.5-turbo | 0125 | ✅ |
| Chat Completion | gpt-3.5-turbo-1106 | 1106 | ✅ |
| Chat Completion | gpt-3.5-turbo-0613 | 0613 | ✅ |
| Chat Completion | gpt-3.5-turbo-0301 | 0301 | ❌ |
| Chat Completion | gpt-3.5-turbo-16k | 0613 | ✅ |
| Chat Completion | gpt-4 | 0613 | ✅ |
| Chat Completion | gpt-4-0613 | 0613 | ✅ |
| Chat Completion | gpt-4-0314 | 0314 | ❌ |
| Chat Completion | gpt-4-turbo | 2024-04-09 | ✅ |
| Chat Completion | gpt-4-turbo-2024-04-09 | 2024-04-09 | ✅ |
| Chat Completion | gpt-4-turbo-preview | 0125-preview | ✅ |
| Chat Completion | gpt-4-0125-preview | 0125-preview | ✅ |
| Chat Completion | gpt-4-vision-preview | 1106-vision-preview | ✅ |
| Chat Completion | gpt-4-1106-vision-preview | 1106-vision-preview | ✅ |
️ OpenAI Models older than 0613 version do not support function calling.
## Configuring the sample
The sample can be configured by using the command line with .NET [Secret Manager](https://learn.microsoft.com/en-us/aspnet/core/security/app-secrets) to avoid the risk of leaking secrets into the repository, branches and pull requests.
### Using .NET [Secret Manager](https://learn.microsoft.com/en-us/aspnet/core/security/app-secrets)
```powershell
# OpenAI
dotnet user-secrets set "OpenAI:ChatModelId" "gpt-3.5-turbo"
dotnet user-secrets set "OpenAI:ApiKey" "... your api key ... "
```
## Running the sample
After configuring the sample, to build and run the console application just hit `F5`.
To build and run the console application from the terminal use the following commands:
```powershell
dotnet build
dotnet run
```
### Example of a conversation
Ask questions to use the Time Plugin such as:
- What time is it?
**User** > What time is it ?
**Assistant** > The current time is Sun, 12 May 2024 15:53:54 GMT.
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<Project Sdk="Microsoft.NET.Sdk">
<PropertyGroup>
<OutputType>Exe</OutputType>
<TargetFramework>net10.0</TargetFramework>
<ImplicitUsings>enable</ImplicitUsings>
<Nullable>enable</Nullable>
<UserSecretsId>5ee045b0-aea3-4f08-8d31-32d1a6f8fed0</UserSecretsId>
<NoWarn>$(NoWarn);SKEXP0001</NoWarn>
</PropertyGroup>
<ItemGroup>
<PackageReference Include="Microsoft.Extensions.Configuration.UserSecrets" />
<PackageReference Include="Microsoft.Extensions.Configuration.EnvironmentVariables" />
</ItemGroup>
<ItemGroup>
<ProjectReference Include="..\..\..\src\Connectors\Connectors.OpenAI\Connectors.OpenAI.csproj" />
<ProjectReference Include="..\..\..\src\SemanticKernel.Abstractions\SemanticKernel.Abstractions.csproj" />
<ProjectReference Include="..\..\..\src\SemanticKernel.Core\SemanticKernel.Core.csproj" />
</ItemGroup>
</Project>