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C#

// Copyright (c) Microsoft. All rights reserved.
using System.ComponentModel;
using Amazon.BedrockAgent;
using Microsoft.Extensions.DependencyInjection;
using Microsoft.SemanticKernel;
using Microsoft.SemanticKernel.Agents;
using Microsoft.SemanticKernel.Agents.Bedrock;
namespace GettingStarted.BedrockAgents;
/// <summary>
/// This example demonstrates how to declaratively create instances of <see cref="BedrockAgent"/>.
/// </summary>
public class Step07_BedrockAgent_Declarative : BaseBedrockAgentTest
{
/// <summary>
/// Demonstrates creating and using a Bedrock Agent with using configuration settings.
/// </summary>
[Fact]
public async Task BedrockAgentWithConfiguration()
{
var text =
"""
type: bedrock_agent
name: StoryAgent
description: Story Telling Agent
instructions: Tell a story suitable for children about the topic provided by the user.
model:
id: ${BedrockAgent:FoundationModel}
connection:
type: bedrock
agent_resource_role_arn: ${BedrockAgent:AgentResourceRoleArn}
""";
BedrockAgentFactory factory = new();
var agent = await factory.CreateAgentFromYamlAsync(text, configuration: TestConfiguration.ConfigurationRoot);
await InvokeAgentAsync(agent!, "Cats and Dogs");
}
/// <summary>
/// Demonstrates loading an existing Bedrock Agent.
/// </summary>
[Fact]
public async Task BedrockAgentWithId()
{
var text =
"""
id: ${BedrockAgent:AgentId}
type: bedrock_agent
""";
BedrockAgentFactory factory = new();
var agent = await factory.CreateAgentFromYamlAsync(text, configuration: TestConfiguration.ConfigurationRoot);
await InvokeAgentAsync(agent!, "What is Semantic Kernel?", false);
}
/// <summary>
/// Demonstrates creating and using a Bedrock Agent with a code interpreter.
/// </summary>
[Fact]
public async Task BedrockAgentWithCodeInterpreter()
{
var text =
"""
type: bedrock_agent
name: CodeInterpreterAgent
instructions: Use the code interpreter tool to answer questions which require code to be generated and executed.
description: Agent with code interpreter tool.
model:
id: ${BedrockAgent:FoundationModel}
connection:
type: bedrock
agent_resource_role_arn: ${BedrockAgent:AgentResourceRoleArn}
tools:
- type: code_interpreter
""";
BedrockAgentFactory factory = new();
var agent = await factory.CreateAgentFromYamlAsync(text, new() { Kernel = this._kernel }, TestConfiguration.ConfigurationRoot);
await InvokeAgentAsync(agent!, "Use code to determine the values in the Fibonacci sequence that are less then the value of 101?");
}
/// <summary>
/// Demonstrates creating and using a Bedrock Agent with functions.
/// </summary>
[Fact]
public async Task BedrockAgentWithFunctions()
{
var text =
"""
type: bedrock_agent
name: FunctionCallingAgent
instructions: Use the provided functions to answer questions about the menu.
description: This agent uses the provided functions to answer questions about the menu.
model:
id: ${BedrockAgent:FoundationModel}
connection:
type: bedrock
agent_resource_role_arn: ${BedrockAgent:AgentResourceRoleArn}
tools:
- id: Current
type: function
description: Provides real-time weather information.
options:
parameters:
- name: location
type: string
required: true
description: The location to get the weather for.
- id: Forecast
type: function
description: Forecast weather information.
options:
parameters:
- name: location
type: string
required: true
description: The location to get the weather for.
""";
BedrockAgentFactory factory = new();
KernelPlugin plugin = KernelPluginFactory.CreateFromType<WeatherPlugin>();
this._kernel.Plugins.Add(plugin);
var agent = await factory.CreateAgentFromYamlAsync(text, new() { Kernel = this._kernel }, TestConfiguration.ConfigurationRoot);
await InvokeAgentAsync(agent!, "What is the current weather in Seattle and what is the weather forecast in Seattle?");
}
/// <summary>
/// Demonstrates creating and using a Bedrock Agent with a knowledge base.
/// </summary>
[Fact]
public async Task BedrockAgentWithKnowledgeBase()
{
var text =
"""
type: bedrock_agent
name: KnowledgeBaseAgent
instructions: Use the provided knowledge base to answer questions.
description: This agent uses the provided knowledge base to answer questions.
model:
id: ${BedrockAgent:FoundationModel}
connection:
type: bedrock
agent_resource_role_arn: ${BedrockAgent:AgentResourceRoleArn}
tools:
- type: knowledge_base
description: You will find information here.
options:
knowledge_base_id: ${BedrockAgent:KnowledgeBaseId}
""";
BedrockAgentFactory factory = new();
var agent = await factory.CreateAgentFromYamlAsync(text, new() { Kernel = this._kernel }, TestConfiguration.ConfigurationRoot);
await InvokeAgentAsync(agent!, "What is Semantic Kernel?");
}
public Step07_BedrockAgent_Declarative(ITestOutputHelper output) : base(output)
{
var builder = Kernel.CreateBuilder();
builder.Services.AddSingleton<AmazonBedrockAgentClient>(this.Client);
this._kernel = builder.Build();
}
protected override async Task<BedrockAgent> CreateAgentAsync(string agentName)
{
// Create a new agent on the Bedrock Agent service and prepare it for use
var agentModel = await this.Client.CreateAndPrepareAgentAsync(this.GetCreateAgentRequest(agentName));
// Create a new kernel with plugins
Kernel kernel = new();
kernel.Plugins.Add(KernelPluginFactory.CreateFromType<WeatherPlugin>());
// Create a new BedrockAgent instance with the agent model and the client
// so that we can interact with the agent using Semantic Kernel contents.
var bedrockAgent = new BedrockAgent(agentModel, this.Client, this.RuntimeClient)
{
Kernel = kernel,
};
// Create the kernel function action group and prepare the agent for interaction
await bedrockAgent.CreateKernelFunctionActionGroupAsync();
return bedrockAgent;
}
#region private
private readonly Kernel _kernel;
/// <summary>
/// Invoke the agent with the user input.
/// </summary>
private async Task InvokeAgentAsync(Agent agent, string input, bool deleteAgent = true)
{
AgentThread? agentThread = null;
try
{
await foreach (AgentResponseItem<ChatMessageContent> response in agent.InvokeAsync(input))
{
agentThread = response.Thread;
WriteAgentChatMessage(response);
}
}
catch (Exception e)
{
Console.WriteLine($"Error invoking agent: {e.Message}");
}
finally
{
if (deleteAgent)
{
var bedrockAgent = agent as BedrockAgent;
await bedrockAgent!.Client.DeleteAgentAsync(new() { AgentId = bedrockAgent.Id });
}
if (agentThread is not null)
{
await agentThread.DeleteAsync();
}
}
}
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.";
}
}
#endregion
}