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.Net: Code interpreter tool abstraction and implementation examples (#110)
* Added code interpreter abstraction updates for OpenAI Assistants * Updated Persistent Agents implementation based on latest changes in SDK * Added code interpreter abstraction updates for Azure AI Persistent Agents * Small note for OpenAI responses code interpreter * Small update * Fixes after merge * Addressed PR feedback * Small update * Small fix * Fix after merge
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// Copyright (c) Microsoft. All rights reserved.
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using Microsoft.Extensions.AI;
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namespace GettingStarted.Tools.Abstractions;
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/// <summary>
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/// Proposal for abstraction updates based on the common code interpreter tool properties.
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/// Based on the decision, the <see cref="HostedCodeInterpreterTool"/> abstraction can be updated in M.E.AI or specific SDK if some properties are not common.
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/// </summary>
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public class NewHostedCodeInterpreterTool : HostedCodeInterpreterTool
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{
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public IList<string>? FileIds { get; set; }
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}
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// Copyright (c) Microsoft. All rights reserved.
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using System.Text;
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using Azure.AI.Agents.Persistent;
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using GettingStarted.Tools.Abstractions;
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using GettingStarted.Tools.Extensions;
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using Microsoft.Extensions.AI;
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using Microsoft.Extensions.AI.Agents;
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using OpenAI;
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using OpenAI.Files;
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#pragma warning disable OPENAI001
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namespace GettingStarted.Tools;
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public sealed class CodeInterpreterTools(ITestOutputHelper output) : AgentSample(output)
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{
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[Theory]
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[InlineData(ChatClientProviders.OpenAIAssistant)]
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[InlineData(ChatClientProviders.AzureAIAgentsPersistent)]
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public async Task RunningWithFileReferenceAsync(ChatClientProviders provider)
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{
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var fileId = await UploadTestFileAsync(provider);
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var chatOptions = new ChatOptions()
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{
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Tools = [new NewHostedCodeInterpreterTool { FileIds = [fileId] }]
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};
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var agentOptions = new ChatClientAgentOptions
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{
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Name = "HelpfulAssistant",
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Instructions = "You are a helpful assistant.",
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// Transformation is required until the abstraction will be added to either SDK provider or M.E.AI and
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// implementations will handle new properties/classes.
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ChatOptions = TransformChatOptions(chatOptions, provider)
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};
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using var chatClient = await base.GetChatClientAsync(provider, agentOptions);
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ChatClientAgent agent = new(chatClient, agentOptions);
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var thread = agent.GetNewThread();
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// Prompt which allows to verify that the data was processed from file correctly and current datetime is returned.
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const string Prompt = "Calculate the total number of items, identify the most frequently puchased item and return the result with today's datetime.";
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var assistantOutput = new StringBuilder();
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var codeInterpreterOutput = new StringBuilder();
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await foreach (var update in agent.RunStreamingAsync(Prompt, thread))
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{
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if (!string.IsNullOrWhiteSpace(update.Text))
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{
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assistantOutput.Append(update.Text);
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}
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else if (update.RawRepresentation is not null)
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{
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ProcessRawRepresentationOutput(update.RawRepresentation, codeInterpreterOutput, provider);
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}
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}
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Console.WriteLine("Assistant Output:");
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Console.WriteLine(assistantOutput.ToString());
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Console.WriteLine("Code interpreter Output:");
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Console.WriteLine(codeInterpreterOutput.ToString());
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}
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#region private
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/// <summary>
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/// This method creates a raw representation of tools from newly proposed abstractions, so underlying SDKs can work with it.
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/// Once the tool abstraction is added to either SDK provider or M.E.AI, this method can be removed.
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/// The logic under each provider case should go to related SDK.
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/// </summary>
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private static ChatOptions TransformChatOptions(ChatOptions chatOptions, ChatClientProviders provider)
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{
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return provider switch
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{
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ChatClientProviders.OpenAIAssistant => chatOptions.ToOpenAIAssistantChatOptions(),
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ChatClientProviders.AzureAIAgentsPersistent => chatOptions.ToAzureAIPersistentAgentChatOptions(),
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_ => chatOptions
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};
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}
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private Task<string> UploadTestFileAsync(ChatClientProviders provider)
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{
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var filePath = Path.GetFullPath(Path.Combine(Environment.CurrentDirectory, "Tools", "Files", "groceries.txt"));
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return UploadFileAsync(filePath, provider);
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}
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private async Task<string> UploadFileAsync(string filePath, ChatClientProviders provider)
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{
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switch (provider)
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{
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case ChatClientProviders.OpenAIAssistant:
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var fileClient = GetOpenAIFileClient();
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OpenAIFile openAIFileInfo = await fileClient.UploadFileAsync(filePath, FileUploadPurpose.Assistants);
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return openAIFileInfo.Id;
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case ChatClientProviders.AzureAIAgentsPersistent:
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PersistentAgentFileInfo persistentAgentFileInfo = await AzureAIPersistentAgentsClient.Files.UploadFileAsync(filePath, PersistentAgentFilePurpose.Agents);
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return persistentAgentFileInfo.Id;
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default:
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throw new NotSupportedException($"Client provider {provider} is not supported.");
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}
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}
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private static void ProcessRawRepresentationOutput(object rawRepresentation, StringBuilder builder, ChatClientProviders provider)
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{
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switch (provider)
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{
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case ChatClientProviders.OpenAIAssistant:
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if (rawRepresentation is OpenAI.Assistants.RunStepDetailsUpdate openAIStepDetailsUpdate)
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{
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builder.Append(openAIStepDetailsUpdate.CodeInterpreterInput);
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builder.Append(string.Join(string.Empty, openAIStepDetailsUpdate.CodeInterpreterOutputs.SelectMany(l => l.Logs)));
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}
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break;
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case ChatClientProviders.AzureAIAgentsPersistent:
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if (rawRepresentation is Azure.AI.Agents.Persistent.RunStepDetailsUpdate persistentAgentStepDetailsUpdate)
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{
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builder.Append(persistentAgentStepDetailsUpdate.CodeInterpreterInput);
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builder.Append(string.Join(string.Empty, persistentAgentStepDetailsUpdate
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.CodeInterpreterOutputs
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.OfType<RunStepDeltaCodeInterpreterLogOutput>().SelectMany(l => l.Logs)));
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}
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break;
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}
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}
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private OpenAIFileClient GetOpenAIFileClient() => OpenAIClient.GetOpenAIFileClient();
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#endregion
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}
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+47
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// Copyright (c) Microsoft. All rights reserved.
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using Azure.AI.Agents.Persistent;
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using GettingStarted.Tools.Abstractions;
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using Microsoft.Extensions.AI;
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namespace GettingStarted.Tools.Extensions;
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/// <summary>
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/// <see cref="ChatOptions"/> conversion for Azure AI Persistent Agent.
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/// When abstraction is in place, this logic should go to Azure AI Persistent Agents SDK.
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/// </summary>
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internal static class AzureAIPersistentAgentChatOptionsExtensions
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{
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public static ChatOptions ToAzureAIPersistentAgentChatOptions(this ChatOptions chatOptions)
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{
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var fileIds = new List<string>();
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foreach (var tool in chatOptions.Tools!)
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{
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if (tool is NewHostedCodeInterpreterTool codeInterpreterTool &&
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codeInterpreterTool.FileIds is { Count: > 0 })
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{
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fileIds.AddRange(codeInterpreterTool.FileIds);
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}
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}
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if (fileIds.Count > 0)
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{
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var toolResources = new Azure.AI.Agents.Persistent.ToolResources()
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{
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CodeInterpreter = new Azure.AI.Agents.Persistent.CodeInterpreterToolResource()
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};
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foreach (var fileId in fileIds)
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{
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toolResources.CodeInterpreter.FileIds.Add(fileId);
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}
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var threadAndRunOptions = new ThreadAndRunOptions { ToolResources = toolResources };
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chatOptions.RawRepresentationFactory = (_) => threadAndRunOptions;
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}
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return chatOptions;
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}
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}
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+49
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// Copyright (c) Microsoft. All rights reserved.
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using GettingStarted.Tools.Abstractions;
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using Microsoft.Extensions.AI;
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using OpenAI.Assistants;
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#pragma warning disable OPENAI001
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namespace GettingStarted.Tools.Extensions;
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/// <summary>
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/// <see cref="ChatOptions"/> conversion for OpenAI Assistants.
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/// When abstraction is in place, this logic should go to OpenAI Assistants SDK.
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/// </summary>
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internal static class OpenAIAssistantChatOptionsExtensions
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{
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public static ChatOptions ToOpenAIAssistantChatOptions(this ChatOptions chatOptions)
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{
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// File references can be added on message attachment level only and not on code interpreter tool definition level.
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// Message attachment content should be non-empty.
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var threadInitializationMessage = new ThreadInitializationMessage(MessageRole.User, [MessageContent.FromText("attachments")]);
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var toolDefinitions = new List<ToolDefinition>();
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foreach (var tool in chatOptions.Tools!)
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{
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if (tool is NewHostedCodeInterpreterTool codeInterpreterTool)
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{
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var codeInterpreterToolDefinition = new CodeInterpreterToolDefinition();
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toolDefinitions.Add(codeInterpreterToolDefinition);
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if (codeInterpreterTool.FileIds is { Count: > 0 })
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{
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foreach (var fileId in codeInterpreterTool.FileIds)
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{
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threadInitializationMessage.Attachments.Add(new(fileId, [codeInterpreterToolDefinition]));
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}
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}
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}
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}
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var runCreationOptions = new RunCreationOptions();
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runCreationOptions.AdditionalMessages.Add(threadInitializationMessage);
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chatOptions.RawRepresentationFactory = (_) => runCreationOptions;
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return chatOptions;
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}
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}
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Item Quantity
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apple 3
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banana 2
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orange 5
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apple 1
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banana 3
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