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20 changes: 20 additions & 0 deletions
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...-agents/Agents/Agent_Step20_DynamicFunctionTools/Agent_Step20_DynamicFunctionTools.csproj
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| <Project Sdk="Microsoft.NET.Sdk"> | ||
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| <PropertyGroup> | ||
| <OutputType>Exe</OutputType> | ||
| <TargetFrameworks>net10.0</TargetFrameworks> | ||
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| <Nullable>enable</Nullable> | ||
| <ImplicitUsings>enable</ImplicitUsings> | ||
| </PropertyGroup> | ||
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| <ItemGroup> | ||
| <PackageReference Include="Azure.AI.OpenAI" /> | ||
| <PackageReference Include="Azure.Identity" /> | ||
| </ItemGroup> | ||
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| <ItemGroup> | ||
| <ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI.OpenAI\Microsoft.Agents.AI.OpenAI.csproj" /> | ||
| </ItemGroup> | ||
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| </Project> |
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dotnet/samples/02-agents/Agents/Agent_Step20_DynamicFunctionTools/Program.cs
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| // Copyright (c) Microsoft. All rights reserved. | ||
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| // This sample demonstrates how to dynamically expand the set of function tools available to an | ||
| // agent during a function-calling loop. The agent starts with a single "RequestTools" function. | ||
| // When the model calls RequestTools with a description of the capabilities needed, the function | ||
| // uses the ambient FunctionInvocationContext to add new tools to ChatOptions.Tools. The agent | ||
| // can then use the newly added tools in subsequent iterations of the same function-calling loop. | ||
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| using System.ComponentModel; | ||
| using Azure.AI.OpenAI; | ||
| using Azure.Identity; | ||
| using Microsoft.Agents.AI; | ||
| using Microsoft.Extensions.AI; | ||
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| 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-5.4-mini"; | ||
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| // Pre-defined tool implementations that can be loaded on demand. | ||
| [Description("Get the current weather for a city.")] | ||
| static string GetWeather([Description("The city name.")] string city) => | ||
| city.ToUpperInvariant() switch | ||
| { | ||
| "SEATTLE" => "Seattle: 55°F, cloudy with light rain.", | ||
| "NEW YORK" => "New York: 72°F, sunny and warm.", | ||
| "LONDON" => "London: 48°F, overcast with fog.", | ||
| _ => $"{city}: weather data not available, please provide one of the following city names: 'Seattle', 'New York', 'London'." | ||
| }; | ||
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| [Description("Get the current local time for a city.")] | ||
| static string GetTime([Description("The city name.")] string city) => | ||
| city.ToUpperInvariant() switch | ||
| { | ||
| "SEATTLE" => "Seattle: 9:00 AM PST", | ||
| "NEW YORK" => "New York: 12:00 PM EST", | ||
| "LONDON" => "London: 5:00 PM GMT", | ||
| _ => $"{city}: time data not available, please provide one of the following city names: 'Seattle', 'New York', 'London'." | ||
| }; | ||
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| [Description("Convert a temperature from Fahrenheit to Celsius.")] | ||
| static string ConvertFahrenheitToCelsius([Description("The temperature in Fahrenheit.")] double fahrenheit) => | ||
| $"{fahrenheit}°F = {(fahrenheit - 32) * 5 / 9:F1}°C"; | ||
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| // A registry of tool sets that can be loaded by description keyword. | ||
| Dictionary<string, List<AITool>> toolCatalog = new(StringComparer.OrdinalIgnoreCase) | ||
| { | ||
| ["weather"] = [AIFunctionFactory.Create(GetWeather, name: "GetWeather")], | ||
| ["time"] = [AIFunctionFactory.Create(GetTime, name: "GetTime")], | ||
| ["temperature"] = [AIFunctionFactory.Create(ConvertFahrenheitToCelsius, name: "ConvertFahrenheitToCelsius")], | ||
| }; | ||
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| // The RequestTools function uses the ambient FunctionInvocationContext to add tools dynamically. | ||
| AIFunction requestToolsFunction = AIFunctionFactory.Create( | ||
| [Description("Request additional tools to be loaded based on a description of the functionality needed. " + | ||
| "Call this when you need capabilities that are not yet available in your current tool set.")] ( | ||
| [Description("A description of the functionality required, e.g. 'weather', 'time', or 'temperature conversion'.")] string description | ||
| ) => | ||
| { | ||
| // Access the ambient FunctionInvocationContext provided by FunctionInvokingChatClient. | ||
| var context = FunctionInvokingChatClient.CurrentContext | ||
| ?? throw new InvalidOperationException("No ambient FunctionInvocationContext available."); | ||
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| var tools = context.Options?.Tools; | ||
| if (tools is null) | ||
| { | ||
| return "Unable to register new tools: ChatOptions.Tools is not available."; | ||
| } | ||
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| // Find matching tool sets from the catalog. | ||
| List<string> addedToolNames = []; | ||
| foreach (var kvp in toolCatalog) | ||
| { | ||
| var keyword = kvp.Key; | ||
| var catalogTools = kvp.Value; | ||
| if (description.Contains(keyword, StringComparison.OrdinalIgnoreCase)) | ||
| { | ||
| foreach (var tool in catalogTools) | ||
| { | ||
| // Avoid adding duplicates. | ||
| if (tool is AIFunction fn && !tools.Any(t => t is AIFunction existing && existing.Name == fn.Name)) | ||
| { | ||
| tools.Add(tool); | ||
| addedToolNames.Add(fn.Name); | ||
| } | ||
| } | ||
| } | ||
| } | ||
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| return addedToolNames.Count > 0 | ||
| ? "Successfully loaded tools" | ||
| : $"No tools matched the description '{description}'. Available categories: {string.Join(", ", toolCatalog.Keys)}."; | ||
| }, | ||
| name: "RequestTools"); | ||
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| // Create the agent with only the RequestTools function initially. | ||
| // Insert chat client middleware that logs the tools available on each LLM call, | ||
| // making the dynamic expansion visible in the console output. | ||
| // 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) | ||
| .AsIChatClient() | ||
| .AsBuilder() | ||
| .Use(getResponseFunc: ToolLoggingMiddleware, getStreamingResponseFunc: ToolLoggingStreamingMiddleware) | ||
| .BuildAIAgent( | ||
| instructions: """ | ||
| You are a helpful assistant. You start with limited tools. | ||
| When you need functionality that you don't currently have, call RequestTools with a description | ||
| of what you need. After new tools are loaded, use them to answer the user's question. | ||
| """, | ||
| tools: [requestToolsFunction]); | ||
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| // Run a conversation that triggers dynamic tool expansion. | ||
| Console.WriteLine("=== Dynamic Function Tools Sample ===\n"); | ||
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| string[] prompts = | ||
| [ | ||
| "What's the weather like in Seattle and London?", | ||
| "What time is it in New York?", | ||
| "Can you convert those temperatures to Celsius?" | ||
| ]; | ||
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| // --- Non-Streaming Mode --- | ||
| Console.ForegroundColor = ConsoleColor.Yellow; | ||
| Console.WriteLine("=== Non-Streaming Mode ==="); | ||
| Console.ResetColor(); | ||
| Console.WriteLine(); | ||
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| AgentSession session = await agent.CreateSessionAsync(); | ||
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| foreach (var prompt in prompts) | ||
| { | ||
| Console.ForegroundColor = ConsoleColor.Green; | ||
| Console.Write("[User] "); | ||
| Console.ResetColor(); | ||
| Console.WriteLine(prompt); | ||
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| var response = await agent.RunAsync(prompt, session); | ||
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| // Print all message contents including tool calls, tool results, and text. | ||
| foreach (var message in response.Messages) | ||
| { | ||
| foreach (var content in message.Contents) | ||
| { | ||
| switch (content) | ||
| { | ||
| case FunctionCallContent functionCall: | ||
| Console.ForegroundColor = ConsoleColor.Yellow; | ||
| Console.WriteLine($" [Tool Call] {functionCall.Name}({string.Join(", ", functionCall.Arguments?.Select(a => $"{a.Key}: {a.Value}") ?? [])})"); | ||
| Console.ResetColor(); | ||
| break; | ||
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| case FunctionResultContent functionResult: | ||
| Console.ForegroundColor = ConsoleColor.DarkYellow; | ||
| Console.WriteLine($" [Tool Result] {functionResult.CallId} => {functionResult.Result}"); | ||
| Console.ResetColor(); | ||
| break; | ||
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| case TextContent textContent when !string.IsNullOrWhiteSpace(textContent.Text): | ||
| Console.ForegroundColor = ConsoleColor.Cyan; | ||
| Console.Write("[Agent] "); | ||
| Console.ResetColor(); | ||
| Console.WriteLine(textContent.Text); | ||
| break; | ||
| } | ||
| } | ||
| } | ||
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| Console.WriteLine(); | ||
| } | ||
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| // --- Streaming Mode --- | ||
| Console.ForegroundColor = ConsoleColor.Yellow; | ||
| Console.WriteLine("=== Streaming Mode ==="); | ||
| Console.ResetColor(); | ||
| Console.WriteLine(); | ||
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| AgentSession streamingSession = await agent.CreateSessionAsync(); | ||
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| foreach (var prompt in prompts) | ||
| { | ||
| Console.ForegroundColor = ConsoleColor.Green; | ||
| Console.Write("[User] "); | ||
| Console.ResetColor(); | ||
| Console.WriteLine(prompt); | ||
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| bool inAgentText = false; | ||
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| await foreach (var update in agent.RunStreamingAsync(prompt, streamingSession)) | ||
| { | ||
| foreach (var content in update.Contents) | ||
| { | ||
| switch (content) | ||
| { | ||
| case FunctionCallContent functionCall: | ||
| if (inAgentText) | ||
| { | ||
| Console.WriteLine(); | ||
| inAgentText = false; | ||
| } | ||
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| Console.ForegroundColor = ConsoleColor.Yellow; | ||
| Console.WriteLine($" [Tool Call] {functionCall.Name}({string.Join(", ", functionCall.Arguments?.Select(a => $"{a.Key}: {a.Value}") ?? [])})"); | ||
| Console.ResetColor(); | ||
| break; | ||
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| case FunctionResultContent functionResult: | ||
| Console.ForegroundColor = ConsoleColor.DarkYellow; | ||
| Console.WriteLine($" [Tool Result] {functionResult.CallId} => {functionResult.Result}"); | ||
| Console.ResetColor(); | ||
| break; | ||
|
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| case TextContent textContent when !string.IsNullOrWhiteSpace(textContent.Text): | ||
| if (!inAgentText) | ||
| { | ||
| Console.ForegroundColor = ConsoleColor.Cyan; | ||
| Console.Write("[Agent] "); | ||
| Console.ResetColor(); | ||
| inAgentText = true; | ||
| } | ||
|
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| Console.Write(textContent.Text); | ||
| break; | ||
| } | ||
| } | ||
| } | ||
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| if (inAgentText) | ||
| { | ||
| Console.WriteLine(); | ||
| } | ||
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| Console.WriteLine(); | ||
| } | ||
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| // Chat client middleware that logs the number and names of tools on each LLM request. | ||
| async Task<ChatResponse> ToolLoggingMiddleware( | ||
| IEnumerable<ChatMessage> messages, | ||
| ChatOptions? options, | ||
| IChatClient innerChatClient, | ||
| CancellationToken cancellationToken) | ||
| { | ||
| LogTools(options); | ||
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| return await innerChatClient.GetResponseAsync(messages, options, cancellationToken); | ||
| } | ||
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| // Streaming version of the tool logging middleware. | ||
| async IAsyncEnumerable<ChatResponseUpdate> ToolLoggingStreamingMiddleware( | ||
| IEnumerable<ChatMessage> messages, | ||
| ChatOptions? options, | ||
| IChatClient innerChatClient, | ||
| [System.Runtime.CompilerServices.EnumeratorCancellation] CancellationToken cancellationToken) | ||
| { | ||
| LogTools(options); | ||
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| await foreach (var update in innerChatClient.GetStreamingResponseAsync(messages, options, cancellationToken)) | ||
| { | ||
| yield return update; | ||
| } | ||
| } | ||
|
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| // Shared helper to log the current tool set. | ||
| void LogTools(ChatOptions? options) | ||
| { | ||
| if (options?.Tools is { Count: > 0 } tools) | ||
| { | ||
| var toolNames = tools.OfType<AIFunction>().Select(t => t.Name); | ||
| Console.ForegroundColor = ConsoleColor.DarkGray; | ||
| Console.WriteLine($" [Middleware] LLM call with {tools.Count} tool(s): {string.Join(", ", toolNames)}"); | ||
| Console.ResetColor(); | ||
| } | ||
| else | ||
| { | ||
| Console.ForegroundColor = ConsoleColor.DarkGray; | ||
| Console.WriteLine(" [Middleware] LLM call with 0 tools"); | ||
| Console.ResetColor(); | ||
| } | ||
| } |
38 changes: 38 additions & 0 deletions
38
dotnet/samples/02-agents/Agents/Agent_Step20_DynamicFunctionTools/README.md
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,38 @@ | ||
| # Dynamic Function Tools | ||
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| This sample demonstrates how to dynamically expand the set of function tools available to an agent during a function-calling loop. | ||
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| ## What it demonstrates | ||
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| - The agent starts with only a single `RequestTools` function | ||
| - When the model needs capabilities it doesn't have, it calls `RequestTools` with a description of the functionality needed | ||
| - The `RequestTools` function uses the ambient `FunctionInvokingChatClient.CurrentContext` to access `ChatOptions.Tools` and add new tools at runtime | ||
| - The agent then uses the newly added tools in subsequent iterations of the same function-calling loop | ||
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| ## How it works | ||
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| 1. A tool catalog maps keywords (e.g. "weather", "time", "temperature") to pre-built `AIFunction` instances | ||
| 2. The `RequestTools` function matches the description against catalog keywords and adds matching tools to `ChatOptions.Tools` | ||
| 3. `FunctionInvokingChatClient` automatically picks up the new tools on the next iteration of its loop | ||
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| ## Prerequisites | ||
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| - .NET 10 SDK or later | ||
| - Azure OpenAI service endpoint and deployment configured | ||
| - Azure CLI installed and authenticated (for Azure credential authentication) | ||
| - User has the `Cognitive Services OpenAI Contributor` role for the Azure OpenAI resource | ||
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| ## Running the sample | ||
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| Set the required environment variables: | ||
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| ```powershell | ||
| $env:AZURE_OPENAI_ENDPOINT="https://your-resource.openai.azure.com/" | ||
| $env:AZURE_OPENAI_DEPLOYMENT_NAME="gpt-5.4-mini" # Optional, defaults to gpt-5.4-mini | ||
| ``` | ||
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| Run the sample: | ||
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| ```powershell | ||
| dotnet run | ||
| ``` | ||
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