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228 lines
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C#

// Copyright (c) Microsoft. All rights reserved.
using System.ComponentModel;
using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.Agents.Bedrock;
using Microsoft.SemanticKernel.ChatCompletion;
namespace GettingStarted.BedrockAgents;
/// <summary>
/// This example demonstrates how to interact with a <see cref="BedrockAgent"/> with kernel functions.
/// </summary>
public class Step03_BedrockAgent_Functions(ITestOutputHelper output) : BaseBedrockAgentTest(output)
{
/// <summary>
/// Demonstrates how to create a new <see cref="BedrockAgent"/> with kernel functions enabled and interact with it.
/// The agent will respond to the user query by calling kernel functions to provide weather information.
/// </summary>
[Fact]
public async Task UseAgentWithFunctions()
{
// Create the agent
var bedrockAgent = await this.CreateAgentAsync("Step03_BedrockAgent_Functions");
// Respond to user input
try
{
var responses = bedrockAgent.InvokeAsync(
new ChatMessageContent(AuthorRole.User, "What is the weather in Seattle?"),
null);
await foreach (ChatMessageContent response in responses)
{
if (response.Content != null)
{
this.Output.WriteLine(response.Content);
}
}
}
finally
{
await bedrockAgent.Client.DeleteAgentAsync(new() { AgentId = bedrockAgent.Id });
}
}
/// <summary>
/// Demonstrates how to create a new <see cref="BedrockAgent"/> with kernel functions enabled and interact with it.
/// The agent will respond to the user query by calling kernel functions that returns complex types to provide
/// information about the menu.
/// </summary>
[Fact]
public async Task UseAgentWithFunctionsComplexType()
{
// Create the agent
var bedrockAgent = await this.CreateAgentAsync("Step03_BedrockAgent_Functions_Complex_Types");
// Respond to user input
try
{
var responses = bedrockAgent.InvokeAsync(
new ChatMessageContent(AuthorRole.User, "What is the special soup and how much does it cost?"),
null);
await foreach (ChatMessageContent response in responses)
{
if (response.Content != null)
{
this.Output.WriteLine(response.Content);
}
}
}
finally
{
await bedrockAgent.Client.DeleteAgentAsync(new() { AgentId = bedrockAgent.Id });
}
}
/// <summary>
/// Demonstrates how to create a new <see cref="BedrockAgent"/> with kernel functions enabled and interact with it using streaming.
/// The agent will respond to the user query by calling kernel functions to provide weather information.
/// </summary>
[Fact]
public async Task UseAgentStreamingWithFunctions()
{
// Create the agent
var bedrockAgent = await this.CreateAgentAsync("Step03_BedrockAgent_Functions_Streaming");
// Respond to user input
try
{
var streamingResponses = bedrockAgent.InvokeStreamingAsync(
new ChatMessageContent(AuthorRole.User, "What is the weather forecast in Seattle?"),
null);
await foreach (StreamingChatMessageContent response in streamingResponses)
{
if (response.Content != null)
{
this.Output.WriteLine(response.Content);
}
}
}
finally
{
await bedrockAgent.Client.DeleteAgentAsync(new() { AgentId = bedrockAgent.Id });
}
}
/// <summary>
/// Demonstrates how to create a new <see cref="BedrockAgent"/> with kernel functions enabled and interact with it.
/// The agent will respond to the user query by calling multiple kernel functions in parallel to provide weather information.
/// </summary>
[Fact]
public async Task UseAgentWithParallelFunctionsAsync()
{
// Create the agent
var bedrockAgent = await this.CreateAgentAsync("Step03_BedrockAgent_Functions_Parallel");
// Respond to user input
try
{
var responses = bedrockAgent.InvokeAsync(
new ChatMessageContent(AuthorRole.User, "What is the current weather in Seattle and what is the weather forecast in Seattle?"),
null);
await foreach (ChatMessageContent response in responses)
{
if (response.Content != null)
{
this.Output.WriteLine(response.Content);
}
}
}
finally
{
await bedrockAgent.Client.DeleteAgentAsync(new() { AgentId = bedrockAgent.Id });
}
}
protected override async Task<BedrockAgent> CreateAgentAsync(string agentName)
{
// Create a new agent on the Bedrock Agent service and prepare it for use
var agentModel = await this.Client.CreateAndPrepareAgentAsync(this.GetCreateAgentRequest(agentName));
// Create a new kernel with plugins
Kernel kernel = new();
kernel.Plugins.Add(KernelPluginFactory.CreateFromType<WeatherPlugin>());
kernel.Plugins.Add(KernelPluginFactory.CreateFromType<MenuPlugin>());
// Create a new BedrockAgent instance with the agent model and the client
// so that we can interact with the agent using Semantic Kernel contents.
var bedrockAgent = new BedrockAgent(agentModel, this.Client, this.RuntimeClient);
// Create the kernel function action group and prepare the agent for interaction
await bedrockAgent.CreateKernelFunctionActionGroupAsync();
return bedrockAgent;
}
private sealed class WeatherPlugin
{
[KernelFunction, Description("Provides real-time weather information.")]
public string Current([Description("The location to get the weather for.")] string location)
{
return $"The current weather in {location} is 72 degrees.";
}
[KernelFunction, Description("Forecast weather information.")]
public string Forecast([Description("The location to get the weather for.")] string location)
{
return $"The forecast for {location} is 75 degrees tomorrow.";
}
}
private sealed class MenuPlugin
{
[KernelFunction, Description("Get the menu.")]
public MenuItem[] GetMenu()
{
return s_menuItems;
}
[KernelFunction, Description("Provides a list of specials from the menu.")]
public MenuItem[] GetSpecials()
{
return [.. s_menuItems.Where(i => i.IsSpecial)];
}
[KernelFunction, Description("Provides the price of the requested menu item.")]
public float? GetItemPrice([Description("The name of the menu item.")] string menuItem)
{
return s_menuItems.FirstOrDefault(i => i.Name.Equals(menuItem, StringComparison.OrdinalIgnoreCase))?.Price;
}
private static readonly MenuItem[] s_menuItems =
[
new()
{
Category = "Soup",
Name = "Clam Chowder",
Price = 4.95f,
IsSpecial = true,
},
new()
{
Category = "Soup",
Name = "Tomato Soup",
Price = 4.95f,
IsSpecial = false,
},
new()
{
Category = "Salad",
Name = "Cobb Salad",
Price = 9.99f,
},
new()
{
Category = "Drink",
Name = "Chai Tea",
Price = 2.95f,
IsSpecial = true,
},
];
public sealed class MenuItem
{
public string Category { get; init; }
public string Name { get; init; }
public float Price { get; init; }
public bool IsSpecial { get; init; }
}
}
}