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agent-framework/dotnet/samples/02-agents/Agents/Agent_Step13_ChatReduction/Program.cs
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904a5b843e Python / .NET Samples - Restructure and Improve Samples (Feature Branc… (#4092)
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67 lines
3.7 KiB
C#

// Copyright (c) Microsoft. All rights reserved.
// This sample shows how to use a chat history reducer to keep the context within model size limits.
// Any implementation of Microsoft.Extensions.AI.IChatReducer can be used to customize how the chat history is reduced.
// NOTE: this feature is only supported where the chat history is stored locally, such as with OpenAI Chat Completion.
// Where the chat history is stored server side, such as with Azure Foundry Agents, the service must manage the chat history size.
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using OpenAI.Chat;
using ChatMessage = Microsoft.Extensions.AI.ChatMessage;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
// Construct the agent, and provide a factory to create an in-memory chat message store with a reducer that keeps only the last 2 non-system messages.
// WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
// In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
// latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
AIAgent agent = new AzureOpenAIClient(
new Uri(endpoint),
new DefaultAzureCredential())
.GetChatClient(deploymentName)
.AsAIAgent(new ChatClientAgentOptions
{
ChatOptions = new() { Instructions = "You are good at telling jokes." },
Name = "Joker",
ChatHistoryProvider = new InMemoryChatHistoryProvider(new() { ChatReducer = new MessageCountingChatReducer(2) })
});
AgentSession session = await agent.CreateSessionAsync();
// Invoke the agent and output the text result.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate.", session));
// Get the chat history to see how many messages are stored.
// We can use the ChatHistoryProvider, that is also used by the agent, to read the
// chat history from the session state, and see how the reducer is affecting the stored messages.
// Here we expect to see 2 messages, the original user message and the agent response message.
var provider = agent.GetService<InMemoryChatHistoryProvider>();
List<ChatMessage>? chatHistory = provider?.GetMessages(session);
Console.WriteLine($"\nChat history has {chatHistory?.Count} messages.\n");
// Invoke the agent a few more times.
Console.WriteLine(await agent.RunAsync("Tell me a joke about a robot.", session));
// Now we expect to see 4 messages in the chat history, 2 input and 2 output.
// While the target number of messages is 2, the default time for the InMemoryChatHistoryProvider
// to trigger the reducer is just before messages are contributed to a new agent run.
// So at this time, we have not yet triggered the reducer for the most recently added messages,
// and they are still in the chat history.
chatHistory = provider?.GetMessages(session);
Console.WriteLine($"\nChat history has {chatHistory?.Count} messages.\n");
Console.WriteLine(await agent.RunAsync("Tell me a joke about a lemur.", session));
chatHistory = provider?.GetMessages(session);
Console.WriteLine($"\nChat history has {chatHistory?.Count} messages.\n");
// At this point, the chat history has exceeded the limit and the original message will not exist anymore,
// so asking a follow up question about it may not work as expected.
Console.WriteLine(await agent.RunAsync("What was the first joke I asked you to tell again?", session));
chatHistory = provider?.GetMessages(session);
Console.WriteLine($"\nChat history has {chatHistory?.Count} messages.\n");