233 lines
9.7 KiB
C#
233 lines
9.7 KiB
C#
// Copyright (c) Microsoft. All rights reserved.
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using Microsoft.SemanticKernel;
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using Microsoft.SemanticKernel.Agents;
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using Microsoft.SemanticKernel.Agents.Chat;
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using Microsoft.SemanticKernel.ChatCompletion;
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using Microsoft.SemanticKernel.Connectors.OpenAI;
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using Resources;
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using ChatResponseFormat = OpenAI.Chat.ChatResponseFormat;
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namespace Agents;
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/// <summary>
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/// Demonstrate usage of <see cref="KernelFunctionTerminationStrategy"/> and <see cref="KernelFunctionSelectionStrategy"/>
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/// to manage <see cref="AgentGroupChat"/> execution.
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/// </summary>
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public class ComplexChat_NestedShopper(ITestOutputHelper output) : BaseAgentsTest(output)
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{
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private const string InternalLeaderName = "InternalLeader";
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private const string InternalLeaderInstructions =
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"""
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Your job is to clearly and directly communicate the current assistant response to the user.
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If information has been requested, only repeat the request.
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If information is provided, only repeat the information.
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Do not come up with your own shopping suggestions.
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""";
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private const string InternalGiftIdeaAgentName = "InternalGiftIdeas";
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private const string InternalGiftIdeaAgentInstructions =
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"""
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You are a personal shopper that provides gift ideas.
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Only provide ideas when the following is known about the gift recipient:
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- Relationship to giver
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- Reason for gift
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Request any missing information before providing ideas.
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Only describe the gift by name.
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Always immediately incorporate review feedback and provide an updated response.
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""";
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private const string InternalGiftReviewerName = "InternalGiftReviewer";
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private const string InternalGiftReviewerInstructions =
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"""
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Review the most recent shopping response.
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Either provide critical feedback to improve the response without introducing new ideas or state that the response is adequate.
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""";
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private const string InnerSelectionInstructions =
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$$$"""
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Select which participant will take the next turn based on the conversation history.
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Only choose from these participants:
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- {{{InternalGiftIdeaAgentName}}}
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- {{{InternalGiftReviewerName}}}
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- {{{InternalLeaderName}}}
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Choose the next participant according to the action of the most recent participant:
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- After user input, it is {{{InternalGiftIdeaAgentName}}}'a turn.
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- After {{{InternalGiftIdeaAgentName}}} replies with ideas, it is {{{InternalGiftReviewerName}}}'s turn.
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- After {{{InternalGiftIdeaAgentName}}} requests additional information, it is {{{InternalLeaderName}}}'s turn.
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- After {{{InternalGiftReviewerName}}} provides feedback or instruction, it is {{{InternalGiftIdeaAgentName}}}'s turn.
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- After {{{InternalGiftReviewerName}}} states the {{{InternalGiftIdeaAgentName}}}'s response is adequate, it is {{{InternalLeaderName}}}'s turn.
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Respond in JSON format. The JSON schema can include only:
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{
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"name": "string (the name of the assistant selected for the next turn)",
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"reason": "string (the reason for the participant was selected)"
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}
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History:
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{{${{{KernelFunctionSelectionStrategy.DefaultHistoryVariableName}}}}}
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""";
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private const string OuterTerminationInstructions =
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$$$"""
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Determine if user request has been fully answered.
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Respond in JSON format. The JSON schema can include only:
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{
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"isAnswered": "bool (true if the user request has been fully answered)",
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"reason": "string (the reason for your determination)"
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}
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History:
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{{${{{KernelFunctionTerminationStrategy.DefaultHistoryVariableName}}}}}
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""";
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[Theory]
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[InlineData(true)]
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[InlineData(false)]
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public async Task NestedChatWithAggregatorAgent(bool useChatClient)
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{
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Console.WriteLine($"! {Model}");
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OpenAIPromptExecutionSettings jsonSettings = new() { ResponseFormat = ChatResponseFormat.CreateJsonObjectFormat() };
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PromptExecutionSettings autoInvokeSettings = new() { FunctionChoiceBehavior = FunctionChoiceBehavior.Auto() };
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ChatCompletionAgent internalLeaderAgent = CreateAgent(InternalLeaderName, InternalLeaderInstructions);
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ChatCompletionAgent internalGiftIdeaAgent = CreateAgent(InternalGiftIdeaAgentName, InternalGiftIdeaAgentInstructions);
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ChatCompletionAgent internalGiftReviewerAgent = CreateAgent(InternalGiftReviewerName, InternalGiftReviewerInstructions);
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KernelFunction innerSelectionFunction = KernelFunctionFactory.CreateFromPrompt(InnerSelectionInstructions, jsonSettings);
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KernelFunction outerTerminationFunction = KernelFunctionFactory.CreateFromPrompt(OuterTerminationInstructions, jsonSettings);
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AggregatorAgent personalShopperAgent =
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new(CreateChat)
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{
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Name = "PersonalShopper",
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Mode = AggregatorMode.Nested,
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};
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AgentGroupChat chat =
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new(personalShopperAgent)
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{
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ExecutionSettings =
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new()
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{
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TerminationStrategy =
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new KernelFunctionTerminationStrategy(outerTerminationFunction, CreateKernelWithChatCompletion(useChatClient, out var chatClient))
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{
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ResultParser =
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(result) =>
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{
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OuterTerminationResult? jsonResult = JsonResultTranslator.Translate<OuterTerminationResult>(result.GetValue<string>());
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return jsonResult?.isAnswered ?? false;
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},
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MaximumIterations = 5,
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},
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}
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};
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// Invoke chat and display messages.
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Console.WriteLine("\n######################################");
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Console.WriteLine("# DYNAMIC CHAT");
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Console.WriteLine("######################################");
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await InvokeChatAsync("Can you provide three original birthday gift ideas. I don't want a gift that someone else will also pick.");
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await InvokeChatAsync("The gift is for my adult brother.");
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if (!chat.IsComplete)
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{
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await InvokeChatAsync("He likes photography.");
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}
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Console.WriteLine("\n\n>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>");
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Console.WriteLine(">>>> AGGREGATED CHAT");
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Console.WriteLine(">>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>");
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await foreach (ChatMessageContent message in chat.GetChatMessagesAsync(personalShopperAgent).Reverse())
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{
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this.WriteAgentChatMessage(message);
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}
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chatClient?.Dispose();
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async Task InvokeChatAsync(string input)
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{
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ChatMessageContent message = new(AuthorRole.User, input);
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chat.AddChatMessage(message);
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this.WriteAgentChatMessage(message);
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await foreach (ChatMessageContent response in chat.InvokeAsync(personalShopperAgent))
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{
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this.WriteAgentChatMessage(response);
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}
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Console.WriteLine($"\n# IS COMPLETE: {chat.IsComplete}");
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}
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ChatCompletionAgent CreateAgent(string agentName, string agentInstructions) =>
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new()
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{
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Instructions = agentInstructions,
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Name = agentName,
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Kernel = this.CreateKernelWithChatCompletion(),
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};
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AgentGroupChat CreateChat() =>
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new(internalLeaderAgent, internalGiftReviewerAgent, internalGiftIdeaAgent)
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{
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ExecutionSettings =
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new()
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{
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SelectionStrategy =
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new KernelFunctionSelectionStrategy(innerSelectionFunction, CreateKernelWithChatCompletion())
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{
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ResultParser =
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(result) =>
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{
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AgentSelectionResult? jsonResult = JsonResultTranslator.Translate<AgentSelectionResult>(result.GetValue<string>());
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string? agentName = string.IsNullOrWhiteSpace(jsonResult?.name) ? null : jsonResult?.name;
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agentName ??= InternalGiftIdeaAgentName;
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Console.WriteLine($"\t>>>> INNER TURN: {agentName}");
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return agentName;
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}
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},
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TerminationStrategy =
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new AgentTerminationStrategy()
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{
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Agents = [internalLeaderAgent],
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MaximumIterations = 7,
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AutomaticReset = true,
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},
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}
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};
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}
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private sealed record OuterTerminationResult(bool isAnswered, string reason);
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private sealed record AgentSelectionResult(string name, string reason);
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private sealed class AgentTerminationStrategy : TerminationStrategy
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{
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/// <inheritdoc/>
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protected override Task<bool> ShouldAgentTerminateAsync(Agent agent, IReadOnlyList<ChatMessageContent> history, CancellationToken cancellationToken = default)
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{
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return Task.FromResult(true);
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}
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}
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}
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