Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[.Net] Bring Semantic-Kernel to AutoGen && Propose a new message abstraction to support multi-modal/parallel function call && potential breaking change from openai api #1676

Merged
merged 32 commits into from
Mar 3, 2024
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
32 commits
Select commit Hold shift + click to select a range
1486f4b
refactor message
LittleLittleCloud Feb 13, 2024
f876431
refactor over IMessage
LittleLittleCloud Feb 14, 2024
e9a472f
add more tests
LittleLittleCloud Feb 14, 2024
8919058
add more test
LittleLittleCloud Feb 14, 2024
f99659e
fix build error
LittleLittleCloud Feb 14, 2024
1e3364b
rename header
LittleLittleCloud Feb 14, 2024
01e492e
add semantic kernel project
LittleLittleCloud Feb 14, 2024
bccfbc5
update sk example
LittleLittleCloud Feb 14, 2024
a4e592c
Merge branch 'dotnet' into u/xiaoyun/dotnet/message
LittleLittleCloud Feb 14, 2024
1935f70
update dotnet version
LittleLittleCloud Feb 14, 2024
4d24b68
Merge branch 'dotnet' into u/xiaoyun/dotnet/message
LittleLittleCloud Feb 20, 2024
53a481d
Merge branch 'dotnet' into u/xiaoyun/dotnet/message
LittleLittleCloud Feb 28, 2024
3682e8e
Merge branch 'dotnet' into u/xiaoyun/dotnet/message
LittleLittleCloud Feb 29, 2024
4068373
Merge branch 'dotnet' into u/xiaoyun/dotnet/message
LittleLittleCloud Feb 29, 2024
f079405
use IMessage
LittleLittleCloud Feb 29, 2024
5194e23
more updates
LittleLittleCloud Feb 29, 2024
da89fb0
update
LittleLittleCloud Mar 1, 2024
fb36566
fix test
LittleLittleCloud Mar 1, 2024
bc3e1df
add comments
LittleLittleCloud Mar 1, 2024
0d5fdac
use FunctionContract to replace FunctionDefinition
LittleLittleCloud Mar 1, 2024
4a1e288
move AutoGen contrac to AutoGen.Core
LittleLittleCloud Mar 1, 2024
5ed491d
update installation
LittleLittleCloud Mar 1, 2024
273b283
refactor streamingAgent by adding StreamingMessage type
LittleLittleCloud Mar 1, 2024
40265e6
update sample
LittleLittleCloud Mar 1, 2024
a392b23
update samples
LittleLittleCloud Mar 2, 2024
6a268a7
update
LittleLittleCloud Mar 2, 2024
d301ea3
update
LittleLittleCloud Mar 2, 2024
f9ff7e6
add test
LittleLittleCloud Mar 3, 2024
b32f5b5
fix test
LittleLittleCloud Mar 3, 2024
9bb9fd9
bump version
LittleLittleCloud Mar 3, 2024
cbacdc7
add openaichat test
LittleLittleCloud Mar 3, 2024
222a57c
update
LittleLittleCloud Mar 3, 2024
File filter

Filter by extension

Filter by extension


Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
3 changes: 0 additions & 3 deletions dotnet/.editorconfig
Original file line number Diff line number Diff line change
Expand Up @@ -167,9 +167,6 @@ dotnet_diagnostic.IDE0005.severity = error
# IDE0069: Remove unused local variable
dotnet_diagnostic.IDE0069.severity = error

# IDE0060: Remove unused parameter
dotnet_diagnostic.IDE0060.severity = warning

# disable CS1573: Parameter has no matching param tag in the XML comment for
dotnet_diagnostic.CS1573.severity = none

Expand Down
23 changes: 22 additions & 1 deletion dotnet/AutoGen.sln
Original file line number Diff line number Diff line change
Expand Up @@ -21,7 +21,13 @@ Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "sample", "sample", "{FBFEAD
EndProject
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AutoGen.DotnetInteractive", "src\AutoGen.DotnetInteractive\AutoGen.DotnetInteractive.csproj", "{B61D8008-7FB7-4C0E-8044-3A74AA63A596}"
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "AutoGen.LMStudio", "src\AutoGen.LMStudio\AutoGen.LMStudio.csproj", "{F98BDA9B-8657-4BA8-9B03-BAEA454CAE60}"
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AutoGen.LMStudio", "src\AutoGen.LMStudio\AutoGen.LMStudio.csproj", "{F98BDA9B-8657-4BA8-9B03-BAEA454CAE60}"
EndProject
Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "AutoGen.SemanticKernel", "src\AutoGen.SemanticKernel\AutoGen.SemanticKernel.csproj", "{45D6FC80-36F3-4967-9663-E20B63824621}"
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "AutoGen.Core", "src\AutoGen.Core\AutoGen.Core.csproj", "{D58D43D1-0617-4A3D-9932-C773E6398535}"
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "AutoGen.OpenAI", "src\AutoGen.OpenAI\AutoGen.OpenAI.csproj", "{63445BB7-DBB9-4AEF-9D6F-98BBE75EE1EC}"
EndProject
Global
GlobalSection(SolutionConfigurationPlatforms) = preSolution
Expand Down Expand Up @@ -57,6 +63,18 @@ Global
{F98BDA9B-8657-4BA8-9B03-BAEA454CAE60}.Debug|Any CPU.Build.0 = Debug|Any CPU
{F98BDA9B-8657-4BA8-9B03-BAEA454CAE60}.Release|Any CPU.ActiveCfg = Release|Any CPU
{F98BDA9B-8657-4BA8-9B03-BAEA454CAE60}.Release|Any CPU.Build.0 = Release|Any CPU
{45D6FC80-36F3-4967-9663-E20B63824621}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{45D6FC80-36F3-4967-9663-E20B63824621}.Debug|Any CPU.Build.0 = Debug|Any CPU
{45D6FC80-36F3-4967-9663-E20B63824621}.Release|Any CPU.ActiveCfg = Release|Any CPU
{45D6FC80-36F3-4967-9663-E20B63824621}.Release|Any CPU.Build.0 = Release|Any CPU
{D58D43D1-0617-4A3D-9932-C773E6398535}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{D58D43D1-0617-4A3D-9932-C773E6398535}.Debug|Any CPU.Build.0 = Debug|Any CPU
{D58D43D1-0617-4A3D-9932-C773E6398535}.Release|Any CPU.ActiveCfg = Release|Any CPU
{D58D43D1-0617-4A3D-9932-C773E6398535}.Release|Any CPU.Build.0 = Release|Any CPU
{63445BB7-DBB9-4AEF-9D6F-98BBE75EE1EC}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
{63445BB7-DBB9-4AEF-9D6F-98BBE75EE1EC}.Debug|Any CPU.Build.0 = Debug|Any CPU
{63445BB7-DBB9-4AEF-9D6F-98BBE75EE1EC}.Release|Any CPU.ActiveCfg = Release|Any CPU
{63445BB7-DBB9-4AEF-9D6F-98BBE75EE1EC}.Release|Any CPU.Build.0 = Release|Any CPU
EndGlobalSection
GlobalSection(SolutionProperties) = preSolution
HideSolutionNode = FALSE
Expand All @@ -69,6 +87,9 @@ Global
{7EBF916A-A7B1-4B74-AF10-D705B7A18F58} = {FBFEAD1F-29EB-4D99-A672-0CD8473E10B9}
{B61D8008-7FB7-4C0E-8044-3A74AA63A596} = {18BF8DD7-0585-48BF-8F97-AD333080CE06}
{F98BDA9B-8657-4BA8-9B03-BAEA454CAE60} = {18BF8DD7-0585-48BF-8F97-AD333080CE06}
{45D6FC80-36F3-4967-9663-E20B63824621} = {18BF8DD7-0585-48BF-8F97-AD333080CE06}
{D58D43D1-0617-4A3D-9932-C773E6398535} = {18BF8DD7-0585-48BF-8F97-AD333080CE06}
{63445BB7-DBB9-4AEF-9D6F-98BBE75EE1EC} = {18BF8DD7-0585-48BF-8F97-AD333080CE06}
EndGlobalSection
GlobalSection(ExtensibilityGlobals) = postSolution
SolutionGuid = {93384647-528D-46C8-922C-8DB36A382F0B}
Expand Down
2 changes: 2 additions & 0 deletions dotnet/Directory.Build.props
Original file line number Diff line number Diff line change
Expand Up @@ -13,6 +13,8 @@
<NoWarn>$(NoWarn);$(CSNoWarn);NU5104</NoWarn>
<TreatWarningsAsErrors>true</TreatWarningsAsErrors>
<IsPackable>false</IsPackable>
<EnableNetAnalyzers>true</EnableNetAnalyzers>
<EnforceCodeStyleInBuild>true</EnforceCodeStyleInBuild>
</PropertyGroup>

<PropertyGroup>
Expand Down
4 changes: 2 additions & 2 deletions dotnet/eng/MetaInfo.props
Original file line number Diff line number Diff line change
@@ -1,9 +1,9 @@
<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="4.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<PropertyGroup>
<VersionPrefix>0.0.8</VersionPrefix>
<VersionPrefix>0.0.9</VersionPrefix>
<Authors>AutoGen</Authors>
<PackageProjectUrl>https://github.com/microsoft/autogen</PackageProjectUrl>
<PackageProjectUrl>https://microsoft.github.io/autogen-for-net/</PackageProjectUrl>
<RepositoryUrl>https://github.com/microsoft/autogen</RepositoryUrl>
<RepositoryType>git</RepositoryType>
<PackageLicenseExpression>MIT</PackageLicenseExpression>
Expand Down
7 changes: 4 additions & 3 deletions dotnet/eng/Version.props
Original file line number Diff line number Diff line change
@@ -1,11 +1,12 @@
<?xml version="1.0" encoding="utf-8"?>
<Project ToolsVersion="4.0" xmlns="http://schemas.microsoft.com/developer/msbuild/2003">
<PropertyGroup>
<AzureOpenAIVersion>1.0.0-beta.12</AzureOpenAIVersion>
<SemanticKernelVersion>1.0.1</SemanticKernelVersion>
<AzureOpenAIVersion>1.0.0-beta.13</AzureOpenAIVersion>
<SemanticKernelVersion>1.5.0</SemanticKernelVersion>
<SemanticKernelExperimentalVersion>1.5.0-alpha</SemanticKernelExperimentalVersion>
<SystemCodeDomVersion>5.0.0</SystemCodeDomVersion>
<MicrosoftCodeAnalysisVersion>4.3.0</MicrosoftCodeAnalysisVersion>
<ApprovalTestVersion>5.2.4</ApprovalTestVersion>
<ApprovalTestVersion>6.0.0</ApprovalTestVersion>
<FluentAssertionVersion>6.8.0</FluentAssertionVersion>
<XUnitVersion>2.4.2</XUnitVersion>
<MicrosoftNETTestSdkVersion>17.7.0</MicrosoftNETTestSdkVersion>
Expand Down
2 changes: 1 addition & 1 deletion dotnet/global.json
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
{
"sdk": {
"version": "8.0.101",
"rollForward": "latestMajor"
"rollForward": "latestMinor"
}
}
5 changes: 5 additions & 0 deletions dotnet/nuget/NUGET.md
Original file line number Diff line number Diff line change
@@ -1,4 +1,9 @@
## AutoGen
#### Update on 0.0.9 (2024-03-02)
- Refactor over @AutoGen.Message and introducing `TextMessage`, `ImageMessage`, `MultiModalMessage` and so on. PR [#1676](https://github.com/microsoft/autogen/pull/1676)
- Add `AutoGen.SemanticKernel` to support seamless integration with Semantic Kernel
- Move the agent contract abstraction to `AutoGen.Core` package. The `AutoGen.Core` package provides the abstraction for message type, agent and group chat and doesn't contain dependencies over `Azure.AI.OpenAI` or `Semantic Kernel`. This is useful when you want to leverage AutoGen's abstraction only and want to avoid introducing any other dependencies.
- Move `GPTAgent`, `OpenAIChatAgent` and all openai-dependencies to `AutoGen.OpenAI`
#### Update on 0.0.8 (2024-02-28)
- Fix [#1804](https://github.com/microsoft/autogen/pull/1804)
- Streaming support for IAgent [#1656](https://github.com/microsoft/autogen/pull/1656)
Expand Down
4 changes: 2 additions & 2 deletions dotnet/sample/AutoGen.BasicSamples/AutoGen.BasicSample.csproj
Original file line number Diff line number Diff line change
Expand Up @@ -6,14 +6,14 @@
<ImplicitUsings>enable</ImplicitUsings>
<Nullable>enable</Nullable>
<GenerateDocumentationFile>True</GenerateDocumentationFile>
<NoWarn>$(NoWarn);CS8981;CS8600;CS8602;CS8604;CS8618;CS0219</NoWarn>
<NoWarn>$(NoWarn);CS8981;CS8600;CS8602;CS8604;CS8618;CS0219;SKEXP0054</NoWarn>
</PropertyGroup>

<ItemGroup>
<ProjectReference Include="..\..\src\AutoGen.DotnetInteractive\AutoGen.DotnetInteractive.csproj" />
<ProjectReference Include="..\..\src\AutoGen.LMStudio\AutoGen.LMStudio.csproj" />
<ProjectReference Include="..\..\src\AutoGen.SourceGenerator\AutoGen.SourceGenerator.csproj" OutputItemType="Analyzer" ReferenceOutputAssembly="false" />
<ProjectReference Include="..\..\src\AutoGen\AutoGen.csproj" />
<PackageReference Include="FluentAssertions" Version="$(FluentAssertionVersion)" />
<PackageReference Include="Microsoft.SemanticKernel.Plugins.Web" Version="$(SemanticKernelExperimentalVersion)" />
</ItemGroup>
</Project>
19 changes: 12 additions & 7 deletions dotnet/sample/AutoGen.BasicSamples/CodeSnippet/CreateAnAgent.cs
Original file line number Diff line number Diff line change
Expand Up @@ -86,15 +86,17 @@ public async Task CodeSnippet4()
{
llmConfig
},
FunctionDefinitions = new[]
FunctionContracts = new[]
{
this.UpperCaseFunction, // The FunctionDefinition object for the UpperCase function
this.UpperCaseFunctionContract, // The FunctionDefinition object for the UpperCase function
},
});

var response = await assistantAgent.SendAsync("hello");
response.FunctionName.Should().Be("UpperCase");
response.Content.Should().BeNullOrEmpty();
response.Should().BeOfType<ToolCallMessage>();
var toolCallMessage = (ToolCallMessage)response;
toolCallMessage.ToolCalls.Count().Should().Be(1);
toolCallMessage.ToolCalls.First().FunctionName.Should().Be("UpperCase");
#endregion code_snippet_4
}

Expand All @@ -119,9 +121,9 @@ public async Task CodeSnippet5()
{
llmConfig
},
FunctionDefinitions = new[]
FunctionContracts = new[]
{
this.UpperCaseFunction, // The FunctionDefinition object for the UpperCase function
this.UpperCaseFunctionContract, // The FunctionDefinition object for the UpperCase function
},
},
functionMap: new Dictionary<string, Func<string, Task<string>>>
Expand All @@ -130,7 +132,10 @@ public async Task CodeSnippet5()
});

var response = await assistantAgent.SendAsync("hello");
response.Content.Should().Be("HELLO");
response.Should().BeOfType<TextMessage>();
response.From.Should().Be("assistant");
var textMessage = (TextMessage)response;
textMessage.Content.Should().Be("HELLO");
#endregion code_snippet_5
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -3,7 +3,6 @@

using AutoGen;
using AutoGen.OpenAI;
using AutoGen.OpenAI.Extension;
using FluentAssertions;

public partial class FunctionCallCodeSnippet
Expand All @@ -30,15 +29,18 @@ public async Task CodeSnippet4()
{
llmConfig
},
FunctionDefinitions = new[]
FunctionContracts = new[]
{
function.WeatherReportFunctionContract.ToOpenAIFunctionDefinition(), // The FunctionDefinition object for the weather report function
function.WeatherReportFunctionContract,
},
});

var response = await assistantAgent.SendAsync("hello What's the weather in Seattle today? today is 2024-01-01");
response.FunctionName.Should().Be("WeatherReport");
response.FunctionArguments.Should().Be(@"{""location"":""Seattle"",""date"":""2024-01-01""}");
response.Should().BeOfType<ToolCallMessage>();
var toolCallMessage = (ToolCallMessage)response;
toolCallMessage.ToolCalls.Count().Should().Be(1);
toolCallMessage.ToolCalls[0].FunctionName.Should().Be("WeatherReport");
toolCallMessage.ToolCalls[0].FunctionArguments.Should().Be(@"{""location"":""Seattle"",""date"":""2024-01-01""}");
#endregion code_snippet_4
}

Expand All @@ -64,9 +66,9 @@ public async Task CodeSnippet6()
{
llmConfig
},
FunctionDefinitions = new[]
FunctionContracts = new[]
{
function.WeatherReportFunctionContract.ToOpenAIFunctionDefinition(), // The FunctionDefinition object for the weather report function
function.WeatherReportFunctionContract,
},
},
functionMap: new Dictionary<string, Func<string, Task<string>>>
Expand All @@ -78,7 +80,9 @@ public async Task CodeSnippet6()

#region code_snippet_6_1
var response = await assistantAgent.SendAsync("What's the weather in Seattle today? today is 2024-01-01");
response.Content.Should().Be("Weather report for Seattle on 2024-01-01 is sunny");
response.Should().BeOfType<TextMessage>();
var textMessage = (TextMessage)response;
textMessage.Content.Should().Be("Weather report for Seattle on 2024-01-01 is sunny");
#endregion code_snippet_6_1
}

Expand All @@ -95,9 +99,9 @@ public async Task TwoAgentWeatherChatTestAsync()
llmConfig: new ConversableAgentConfig
{
ConfigList = new[] { config },
FunctionDefinitions = new[]
FunctionContracts = new[]
{
function.WeatherReportFunctionContract.ToOpenAIFunctionDefinition(),
function.WeatherReportFunctionContract,
},
});

Expand All @@ -111,4 +115,4 @@ public async Task TwoAgentWeatherChatTestAsync()
await user.InitiateChatAsync(assistant, "what's weather in Seattle today, today is 2024-01-01", 10);
#endregion two_agent_weather_chat
}
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -20,54 +20,56 @@ public async Task CodeSnippet1()
// Since no middleware is added, middlewareAgent will simply proxy into the inner agent to generate reply.
var reply = await middlewareAgent.SendAsync("Hello World");
reply.From.Should().Be("assistant");
reply.Content.Should().Be("Hello World");
reply.GetContent().Should().Be("Hello World");
#endregion code_snippet_1

#region code_snippet_2
middlewareAgent.Use(async (messages, options, agent, ct) =>
{
var lastMessage = messages.Last();
var lastMessage = messages.Last() as TextMessage;
lastMessage.Content = $"[middleware 0] {lastMessage.Content}";
return await agent.GenerateReplyAsync(messages, options, ct);
});

reply = await middlewareAgent.SendAsync("Hello World");
reply.Content.Should().Be("[middleware 0] Hello World");
reply.Should().BeOfType<TextMessage>();
var textReply = (TextMessage)reply;
textReply.Content.Should().Be("[middleware 0] Hello World");
#endregion code_snippet_2
#region code_snippet_2_1
middlewareAgent = agent.RegisterMiddleware(async (messages, options, agnet, ct) =>
{
var lastMessage = messages.Last();
var lastMessage = messages.Last() as TextMessage;
lastMessage.Content = $"[middleware 0] {lastMessage.Content}";
return await agent.GenerateReplyAsync(messages, options, ct);
});

reply = await middlewareAgent.SendAsync("Hello World");
reply.Content.Should().Be("[middleware 0] Hello World");
reply.GetContent().Should().Be("[middleware 0] Hello World");
#endregion code_snippet_2_1
#region code_snippet_3
middlewareAgent.Use(async (messages, options, agent, ct) =>
{
var lastMessage = messages.Last();
var lastMessage = messages.Last() as TextMessage;
lastMessage.Content = $"[middleware 1] {lastMessage.Content}";
return await agent.GenerateReplyAsync(messages, options, ct);
});

reply = await middlewareAgent.SendAsync("Hello World");
reply.Content.Should().Be("[middleware 0] [middleware 1] Hello World");
reply.GetContent().Should().Be("[middleware 0] [middleware 1] Hello World");
#endregion code_snippet_3

#region code_snippet_4
middlewareAgent.Use(async (messages, options, next, ct) =>
{
var lastMessage = messages.Last();
var lastMessage = messages.Last() as TextMessage;
lastMessage.Content = $"[middleware shortcut]";

return lastMessage;
});

reply = await middlewareAgent.SendAsync("Hello World");
reply.Content.Should().Be("[middleware shortcut]");
reply.GetContent().Should().Be("[middleware shortcut]");
#endregion code_snippet_4

#region retrieve_inner_agent
Expand All @@ -92,7 +94,7 @@ public async Task CodeSnippet1()
var reply = await agent.GenerateReplyAsync(messages, options, ct);
while (maxAttempt-- > 0)
{
if (JsonSerializer.Deserialize<Dictionary<string, object>>(reply.Content) is { } dict)
if (JsonSerializer.Deserialize<Dictionary<string, object>>(reply.GetContent()) is { } dict)
{
return reply;
}
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,6 @@
// TypeSafeFunctionCallCodeSnippet.cs

using System.Text.Json;
using AutoGen;
using AutoGen.OpenAI.Extension;
using Azure.AI.OpenAI;

Expand Down
18 changes: 9 additions & 9 deletions dotnet/sample/AutoGen.BasicSamples/Example01_AssistantAgent.cs
Original file line number Diff line number Diff line change
Expand Up @@ -2,8 +2,8 @@
// Example01_AssistantAgent.cs

using AutoGen;
using AutoGen.BasicSample;
using FluentAssertions;
using autogen = AutoGen.LLMConfigAPI;

/// <summary>
/// This example shows the basic usage of <see cref="ConversableAgent"/> class.
Expand All @@ -12,13 +12,11 @@ public static class Example01_AssistantAgent
{
public static async Task RunAsync()
{
// get OpenAI Key and create config
var openAIKey = Environment.GetEnvironmentVariable("OPENAI_API_KEY") ?? throw new Exception("Please set OPENAI_API_KEY environment variable.");
var llmConfig = autogen.GetOpenAIConfigList(openAIKey, new[] { "gpt-3.5-turbo" });
var gpt35 = LLMConfiguration.GetAzureOpenAIGPT3_5_Turbo();
var config = new ConversableAgentConfig
{
Temperature = 0,
ConfigList = llmConfig,
ConfigList = [gpt35],
};

// create assistant agent
Expand All @@ -30,16 +28,18 @@ public static async Task RunAsync()

// talk to the assistant agent
var reply = await assistantAgent.SendAsync("hello world");
reply.Content?.Should().Be("HELLO WORLD");
reply.Should().BeOfType<TextMessage>();
reply.GetContent().Should().Be("HELLO WORLD");

// to carry on the conversation, pass the previous conversation history to the next call
var conversationHistory = new List<Message>
var conversationHistory = new List<IMessage>
{
new Message(Role.User, "hello world"), // first message
new TextMessage(Role.User, "hello world"), // first message
reply, // reply from assistant agent
};

reply = await assistantAgent.SendAsync("hello world again", conversationHistory);
reply.Content?.Should().Be("HELLO WORLD AGAIN");
reply.Should().BeOfType<TextMessage>();
reply.GetContent().Should().Be("HELLO WORLD AGAIN");
}
}
Loading
Loading