mirror of
https://github.com/microsoft/autogen.git
synced 2025-07-12 03:21:14 +00:00
326 lines
13 KiB
C#
326 lines
13 KiB
C#
![]() |
// Copyright (c) Microsoft Corporation. All rights reserved.
|
|||
|
// SingleAgentTest.cs
|
|||
|
|
|||
|
using System;
|
|||
|
using System.Collections.Generic;
|
|||
|
using System.Linq;
|
|||
|
using System.Threading.Tasks;
|
|||
|
using AutoGen.OpenAI;
|
|||
|
using Azure.AI.OpenAI;
|
|||
|
using FluentAssertions;
|
|||
|
using Xunit;
|
|||
|
using Xunit.Abstractions;
|
|||
|
|
|||
|
namespace AutoGen.Tests
|
|||
|
{
|
|||
|
public partial class SingleAgentTest
|
|||
|
{
|
|||
|
private ITestOutputHelper _output;
|
|||
|
public SingleAgentTest(ITestOutputHelper output)
|
|||
|
{
|
|||
|
_output = output;
|
|||
|
}
|
|||
|
|
|||
|
private ILLMConfig CreateAzureOpenAIGPT35TurboConfig()
|
|||
|
{
|
|||
|
var key = Environment.GetEnvironmentVariable("AZURE_OPENAI_API_KEY") ?? throw new ArgumentException("AZURE_OPENAI_API_KEY is not set");
|
|||
|
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new ArgumentException("AZURE_OPENAI_ENDPOINT is not set");
|
|||
|
return new AzureOpenAIConfig(endpoint, "gpt-35-turbo-16k", key);
|
|||
|
}
|
|||
|
|
|||
|
private ILLMConfig CreateOpenAIGPT4VisionConfig()
|
|||
|
{
|
|||
|
var key = Environment.GetEnvironmentVariable("OPENAI_API_KEY") ?? throw new ArgumentException("OPENAI_API_KEY is not set");
|
|||
|
return new OpenAIConfig(key, "gpt-4-vision-preview");
|
|||
|
}
|
|||
|
|
|||
|
[ApiKeyFact("AZURE_OPENAI_API_KEY", "AZURE_OPENAI_ENDPOINT")]
|
|||
|
public async Task GPTAgentTestAsync()
|
|||
|
{
|
|||
|
var config = this.CreateAzureOpenAIGPT35TurboConfig();
|
|||
|
|
|||
|
var agent = new GPTAgent("gpt", "You are a helpful AI assistant", config);
|
|||
|
|
|||
|
await UpperCaseTest(agent);
|
|||
|
await UpperCaseStreamingTestAsync(agent);
|
|||
|
}
|
|||
|
|
|||
|
[ApiKeyFact("OPENAI_API_KEY", "AZURE_OPENAI_API_KEY", "AZURE_OPENAI_ENDPOINT")]
|
|||
|
public async Task GPTAgentVisionTestAsync()
|
|||
|
{
|
|||
|
var visionConfig = this.CreateOpenAIGPT4VisionConfig();
|
|||
|
var visionAgent = new GPTAgent(
|
|||
|
name: "gpt",
|
|||
|
systemMessage: "You are a helpful AI assistant",
|
|||
|
config: visionConfig,
|
|||
|
temperature: 0);
|
|||
|
|
|||
|
var gpt3Config = this.CreateAzureOpenAIGPT35TurboConfig();
|
|||
|
var gpt3Agent = new GPTAgent(
|
|||
|
name: "gpt3",
|
|||
|
systemMessage: "You are a helpful AI assistant, return highest label from conversation",
|
|||
|
config: gpt3Config,
|
|||
|
temperature: 0,
|
|||
|
functions: new[] { this.GetHighestLabelFunction },
|
|||
|
functionMap: new Dictionary<string, Func<string, Task<string>>>
|
|||
|
{
|
|||
|
{ nameof(GetHighestLabel), this.GetHighestLabelWrapper },
|
|||
|
});
|
|||
|
|
|||
|
var imageUri = new Uri(@"https://microsoft.github.io/autogen/assets/images/level2algebra-659ba95286432d9945fc89e84d606797.png");
|
|||
|
var oaiMessage = new ChatRequestUserMessage(
|
|||
|
new ChatMessageTextContentItem("which label has the highest inference cost"),
|
|||
|
new ChatMessageImageContentItem(imageUri));
|
|||
|
var multiModalMessage = new MultiModalMessage(Role.User,
|
|||
|
[
|
|||
|
new TextMessage(Role.User, "which label has the highest inference cost", from: "user"),
|
|||
|
new ImageMessage(Role.User, imageUri, from: "user"),
|
|||
|
],
|
|||
|
from: "user");
|
|||
|
|
|||
|
var imageMessage = new ImageMessage(Role.User, imageUri, from: "user");
|
|||
|
|
|||
|
IMessage[] messages = [
|
|||
|
MessageEnvelope.Create(oaiMessage),
|
|||
|
multiModalMessage,
|
|||
|
imageMessage,
|
|||
|
];
|
|||
|
foreach (var message in messages)
|
|||
|
{
|
|||
|
var response = await visionAgent.SendAsync(message);
|
|||
|
response.From.Should().Be(visionAgent.Name);
|
|||
|
|
|||
|
var labelResponse = await gpt3Agent.SendAsync(response);
|
|||
|
labelResponse.From.Should().Be(gpt3Agent.Name);
|
|||
|
labelResponse.GetToolCalls()!.First().FunctionName.Should().Be(nameof(GetHighestLabel));
|
|||
|
}
|
|||
|
}
|
|||
|
|
|||
|
[ApiKeyFact("AZURE_OPENAI_API_KEY", "AZURE_OPENAI_ENDPOINT")]
|
|||
|
public async Task GPTFunctionCallAgentTestAsync()
|
|||
|
{
|
|||
|
var config = this.CreateAzureOpenAIGPT35TurboConfig();
|
|||
|
var agentWithFunction = new GPTAgent("gpt", "You are a helpful AI assistant", config, 0, functions: new[] { this.EchoAsyncFunction });
|
|||
|
|
|||
|
await EchoFunctionCallTestAsync(agentWithFunction);
|
|||
|
await UpperCaseTest(agentWithFunction);
|
|||
|
}
|
|||
|
|
|||
|
[ApiKeyFact("AZURE_OPENAI_API_KEY", "AZURE_OPENAI_ENDPOINT")]
|
|||
|
public async Task AssistantAgentFunctionCallTestAsync()
|
|||
|
{
|
|||
|
var config = this.CreateAzureOpenAIGPT35TurboConfig();
|
|||
|
|
|||
|
var llmConfig = new ConversableAgentConfig
|
|||
|
{
|
|||
|
Temperature = 0,
|
|||
|
FunctionContracts = new[]
|
|||
|
{
|
|||
|
this.EchoAsyncFunctionContract,
|
|||
|
},
|
|||
|
ConfigList = new[]
|
|||
|
{
|
|||
|
config,
|
|||
|
},
|
|||
|
};
|
|||
|
|
|||
|
var assistantAgent = new AssistantAgent(
|
|||
|
name: "assistant",
|
|||
|
llmConfig: llmConfig);
|
|||
|
|
|||
|
await EchoFunctionCallTestAsync(assistantAgent);
|
|||
|
await UpperCaseTest(assistantAgent);
|
|||
|
}
|
|||
|
|
|||
|
|
|||
|
[Fact]
|
|||
|
public async Task AssistantAgentDefaultReplyTestAsync()
|
|||
|
{
|
|||
|
var assistantAgent = new AssistantAgent(
|
|||
|
llmConfig: null,
|
|||
|
name: "assistant",
|
|||
|
defaultReply: "hello world");
|
|||
|
|
|||
|
var reply = await assistantAgent.SendAsync("hi");
|
|||
|
|
|||
|
reply.GetContent().Should().Be("hello world");
|
|||
|
reply.GetRole().Should().Be(Role.Assistant);
|
|||
|
reply.From.Should().Be(assistantAgent.Name);
|
|||
|
}
|
|||
|
|
|||
|
[ApiKeyFact("AZURE_OPENAI_API_KEY", "AZURE_OPENAI_ENDPOINT")]
|
|||
|
public async Task AssistantAgentFunctionCallSelfExecutionTestAsync()
|
|||
|
{
|
|||
|
var config = this.CreateAzureOpenAIGPT35TurboConfig();
|
|||
|
var llmConfig = new ConversableAgentConfig
|
|||
|
{
|
|||
|
FunctionContracts = new[]
|
|||
|
{
|
|||
|
this.EchoAsyncFunctionContract,
|
|||
|
},
|
|||
|
ConfigList = new[]
|
|||
|
{
|
|||
|
config,
|
|||
|
},
|
|||
|
};
|
|||
|
var assistantAgent = new AssistantAgent(
|
|||
|
name: "assistant",
|
|||
|
llmConfig: llmConfig,
|
|||
|
functionMap: new Dictionary<string, Func<string, Task<string>>>
|
|||
|
{
|
|||
|
{ nameof(EchoAsync), this.EchoAsyncWrapper },
|
|||
|
});
|
|||
|
|
|||
|
await EchoFunctionCallExecutionTestAsync(assistantAgent);
|
|||
|
await UpperCaseTest(assistantAgent);
|
|||
|
}
|
|||
|
|
|||
|
[ApiKeyFact("AZURE_OPENAI_API_KEY", "AZURE_OPENAI_ENDPOINT")]
|
|||
|
public async Task GPTAgentFunctionCallSelfExecutionTestAsync()
|
|||
|
{
|
|||
|
var config = this.CreateAzureOpenAIGPT35TurboConfig();
|
|||
|
var agent = new GPTAgent(
|
|||
|
name: "gpt",
|
|||
|
systemMessage: "You are a helpful AI assistant",
|
|||
|
config: config,
|
|||
|
temperature: 0,
|
|||
|
functions: new[] { this.EchoAsyncFunction },
|
|||
|
functionMap: new Dictionary<string, Func<string, Task<string>>>
|
|||
|
{
|
|||
|
{ nameof(EchoAsync), this.EchoAsyncWrapper },
|
|||
|
});
|
|||
|
|
|||
|
await EchoFunctionCallExecutionStreamingTestAsync(agent);
|
|||
|
await EchoFunctionCallExecutionTestAsync(agent);
|
|||
|
await UpperCaseTest(agent);
|
|||
|
}
|
|||
|
|
|||
|
/// <summary>
|
|||
|
/// echo when asked.
|
|||
|
/// </summary>
|
|||
|
/// <param name="message">message to echo</param>
|
|||
|
[FunctionAttribute]
|
|||
|
public async Task<string> EchoAsync(string message)
|
|||
|
{
|
|||
|
return $"[ECHO] {message}";
|
|||
|
}
|
|||
|
|
|||
|
/// <summary>
|
|||
|
/// return the label name with hightest inference cost
|
|||
|
/// </summary>
|
|||
|
/// <param name="labelName"></param>
|
|||
|
/// <returns></returns>
|
|||
|
[FunctionAttribute]
|
|||
|
public async Task<string> GetHighestLabel(string labelName, string color)
|
|||
|
{
|
|||
|
return $"[HIGHEST_LABEL] {labelName} {color}";
|
|||
|
}
|
|||
|
|
|||
|
public async Task EchoFunctionCallTestAsync(IAgent agent)
|
|||
|
{
|
|||
|
var message = new TextMessage(Role.System, "You are a helpful AI assistant that call echo function");
|
|||
|
var helloWorld = new TextMessage(Role.User, "echo Hello world");
|
|||
|
|
|||
|
var reply = await agent.SendAsync(chatHistory: new[] { message, helloWorld });
|
|||
|
|
|||
|
reply.From.Should().Be(agent.Name);
|
|||
|
reply.GetToolCalls()!.First().FunctionName.Should().Be(nameof(EchoAsync));
|
|||
|
}
|
|||
|
|
|||
|
public async Task EchoFunctionCallExecutionTestAsync(IAgent agent)
|
|||
|
{
|
|||
|
var message = new TextMessage(Role.System, "You are a helpful AI assistant that echo whatever user says");
|
|||
|
var helloWorld = new TextMessage(Role.User, "echo Hello world");
|
|||
|
|
|||
|
var reply = await agent.SendAsync(chatHistory: new[] { message, helloWorld });
|
|||
|
|
|||
|
reply.GetContent().Should().Be("[ECHO] Hello world");
|
|||
|
reply.From.Should().Be(agent.Name);
|
|||
|
reply.Should().BeOfType<AggregateMessage<ToolCallMessage, ToolCallResultMessage>>();
|
|||
|
}
|
|||
|
|
|||
|
public async Task EchoFunctionCallExecutionStreamingTestAsync(IStreamingAgent agent)
|
|||
|
{
|
|||
|
var message = new TextMessage(Role.System, "You are a helpful AI assistant that echo whatever user says");
|
|||
|
var helloWorld = new TextMessage(Role.User, "echo Hello world");
|
|||
|
var option = new GenerateReplyOptions
|
|||
|
{
|
|||
|
Temperature = 0,
|
|||
|
};
|
|||
|
var replyStream = await agent.GenerateStreamingReplyAsync(messages: new[] { message, helloWorld }, option);
|
|||
|
var answer = "[ECHO] Hello world";
|
|||
|
IStreamingMessage? finalReply = default;
|
|||
|
await foreach (var reply in replyStream)
|
|||
|
{
|
|||
|
reply.From.Should().Be(agent.Name);
|
|||
|
finalReply = reply;
|
|||
|
}
|
|||
|
|
|||
|
if (finalReply is AggregateMessage<ToolCallMessage, ToolCallResultMessage> aggregateMessage)
|
|||
|
{
|
|||
|
var toolCallResultMessage = aggregateMessage.Message2;
|
|||
|
toolCallResultMessage.ToolCalls.First().Result.Should().Be(answer);
|
|||
|
toolCallResultMessage.From.Should().Be(agent.Name);
|
|||
|
toolCallResultMessage.ToolCalls.First().FunctionName.Should().Be(nameof(EchoAsync));
|
|||
|
}
|
|||
|
else
|
|||
|
{
|
|||
|
throw new Exception("unexpected message type");
|
|||
|
}
|
|||
|
}
|
|||
|
|
|||
|
public async Task UpperCaseTest(IAgent agent)
|
|||
|
{
|
|||
|
var message = new TextMessage(Role.System, "You are a helpful AI assistant that convert user message to upper case");
|
|||
|
var uppCaseMessage = new TextMessage(Role.User, "abcdefg");
|
|||
|
|
|||
|
var reply = await agent.SendAsync(chatHistory: new[] { message, uppCaseMessage });
|
|||
|
|
|||
|
reply.GetContent().Should().Contain("ABCDEFG");
|
|||
|
reply.From.Should().Be(agent.Name);
|
|||
|
}
|
|||
|
|
|||
|
public async Task UpperCaseStreamingTestAsync(IStreamingAgent agent)
|
|||
|
{
|
|||
|
var message = new TextMessage(Role.System, "You are a helpful AI assistant that convert user message to upper case");
|
|||
|
var helloWorld = new TextMessage(Role.User, "a b c d e f g h i j k l m n");
|
|||
|
var option = new GenerateReplyOptions
|
|||
|
{
|
|||
|
Temperature = 0,
|
|||
|
};
|
|||
|
var replyStream = await agent.GenerateStreamingReplyAsync(messages: new[] { message, helloWorld }, option);
|
|||
|
var answer = "A B C D E F G H I J K L M N";
|
|||
|
TextMessage? finalReply = default;
|
|||
|
await foreach (var reply in replyStream)
|
|||
|
{
|
|||
|
if (reply is TextMessageUpdate update)
|
|||
|
{
|
|||
|
update.From.Should().Be(agent.Name);
|
|||
|
|
|||
|
if (finalReply is null)
|
|||
|
{
|
|||
|
finalReply = new TextMessage(update);
|
|||
|
}
|
|||
|
else
|
|||
|
{
|
|||
|
finalReply.Update(update);
|
|||
|
}
|
|||
|
|
|||
|
continue;
|
|||
|
}
|
|||
|
else if (reply is TextMessage textMessage)
|
|||
|
{
|
|||
|
finalReply = textMessage;
|
|||
|
continue;
|
|||
|
}
|
|||
|
|
|||
|
throw new Exception("unexpected message type");
|
|||
|
}
|
|||
|
|
|||
|
finalReply!.Content.Should().Contain(answer);
|
|||
|
finalReply!.Role.Should().Be(Role.Assistant);
|
|||
|
finalReply!.From.Should().Be(agent.Name);
|
|||
|
}
|
|||
|
}
|
|||
|
}
|