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Added OpenAI provider
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21
app/MindWork AI Studio/Provider/OpenAI/ChatRequest.cs
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app/MindWork AI Studio/Provider/OpenAI/ChatRequest.cs
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using System.ComponentModel.DataAnnotations;
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namespace AIStudio.Provider.OpenAI;
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/// <summary>
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/// The OpenAI chat request model.
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/// </summary>
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/// <param name="Model">Which model to use for chat completion.</param>
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/// <param name="Messages">The chat messages.</param>
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/// <param name="Stream">Whether to stream the chat completion.</param>
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/// <param name="Seed">The seed for the chat completion.</param>
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/// <param name="FrequencyPenalty">The frequency penalty for the chat completion.</param>
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public readonly record struct ChatRequest(
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string Model,
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IList<Message> Messages,
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bool Stream,
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int Seed,
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[Range(-2.0f, 2.0f)]
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float FrequencyPenalty
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);
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app/MindWork AI Studio/Provider/OpenAI/Message.cs
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app/MindWork AI Studio/Provider/OpenAI/Message.cs
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namespace AIStudio.Provider.OpenAI;
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/// <summary>
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/// Chat message model.
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/// </summary>
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/// <param name="Content">The text content of the message.</param>
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/// <param name="Role">The role of the message.</param>
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public readonly record struct Message(string Content, string Role);
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app/MindWork AI Studio/Provider/OpenAI/ModelResponse.cs
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app/MindWork AI Studio/Provider/OpenAI/ModelResponse.cs
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namespace AIStudio.Provider.OpenAI;
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/// <summary>
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/// A data model for the response from the model endpoint.
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/// </summary>
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/// <param name="Data"></param>
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public readonly record struct ModelsResponse(IList<Model> Data);
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app/MindWork AI Studio/Provider/OpenAI/ProviderOpenAI.cs
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app/MindWork AI Studio/Provider/OpenAI/ProviderOpenAI.cs
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using System.Net.Http.Headers;
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using System.Runtime.CompilerServices;
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using System.Text;
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using System.Text.Json;
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using AIStudio.Chat;
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using AIStudio.Settings;
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using Microsoft.JSInterop;
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using MudBlazor;
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namespace AIStudio.Provider.OpenAI;
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/// <summary>
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/// The OpenAI provider.
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/// </summary>
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public sealed class ProviderOpenAI() : BaseProvider("https://api.openai.com/v1/"), IProvider
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{
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private static readonly JsonSerializerOptions JSON_SERIALIZER_OPTIONS = new()
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{
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PropertyNamingPolicy = JsonNamingPolicy.SnakeCaseLower,
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};
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#region Implementation of IProvider
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/// <inheritdoc />
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public string Id => "OpenAI";
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/// <inheritdoc />
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public string InstanceName { get; set; } = "OpenAI";
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/// <inheritdoc />
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public async IAsyncEnumerable<string> StreamChatCompletion(IJSRuntime jsRuntime, SettingsManager settings, Model chatModel, ChatThread chatThread, [EnumeratorCancellation] CancellationToken token = default)
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{
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// Get the API key:
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var requestedSecret = await settings.GetAPIKey(jsRuntime, this);
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if(!requestedSecret.Success)
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yield break;
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// Prepare the system prompt:
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var systemPrompt = new Message
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{
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Role = "system",
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Content = chatThread.SystemPrompt,
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};
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// Prepare the OpenAI HTTP chat request:
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var openAIChatRequest = JsonSerializer.Serialize(new ChatRequest
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{
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Model = chatModel.Id,
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// Build the messages:
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// - First of all the system prompt
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// - Then none-empty user and AI messages
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Messages = [systemPrompt, ..chatThread.Blocks.Where(n => n.ContentType is ContentType.TEXT && !string.IsNullOrWhiteSpace((n.Content as ContentText)?.Text)).Select(n => new Message
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{
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Role = n.Role switch
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{
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ChatRole.USER => "user",
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ChatRole.AI => "assistant",
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ChatRole.SYSTEM => "system",
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_ => "user",
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},
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Content = n.Content switch
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{
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ContentText text => text.Text,
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_ => string.Empty,
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}
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}).ToList()],
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Seed = chatThread.Seed,
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// Right now, we only support streaming completions:
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Stream = true,
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FrequencyPenalty = 0f,
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}, JSON_SERIALIZER_OPTIONS);
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// Build the HTTP post request:
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var request = new HttpRequestMessage(HttpMethod.Post, "chat/completions");
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// Set the authorization header:
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request.Headers.Authorization = new AuthenticationHeaderValue("Bearer", requestedSecret.Secret);
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// Set the content:
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request.Content = new StringContent(openAIChatRequest, Encoding.UTF8, "application/json");
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// Send the request with the ResponseHeadersRead option.
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// This allows us to read the stream as soon as the headers are received.
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// This is important because we want to stream the responses.
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var response = await this.httpClient.SendAsync(request, HttpCompletionOption.ResponseHeadersRead, token);
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// Open the response stream:
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var openAIStream = await response.Content.ReadAsStreamAsync(token);
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// Add a stream reader to read the stream, line by line:
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var streamReader = new StreamReader(openAIStream);
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// Read the stream, line by line:
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while(!streamReader.EndOfStream)
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{
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// Check if the token is cancelled:
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if(token.IsCancellationRequested)
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yield break;
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// Read the next line:
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var line = await streamReader.ReadLineAsync(token);
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// Skip empty lines:
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if(string.IsNullOrWhiteSpace(line))
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continue;
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// Skip lines that do not start with "data: ". Regard
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// to the specification, we only want to read the data lines:
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if(!line.StartsWith("data: ", StringComparison.InvariantCulture))
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continue;
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// Check if the line is the end of the stream:
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if (line.StartsWith("data: [DONE]", StringComparison.InvariantCulture))
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yield break;
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ResponseStreamLine openAIResponse;
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try
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{
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// We know that the line starts with "data: ". Hence, we can
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// skip the first 6 characters to get the JSON data after that.
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var jsonData = line[6..];
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// Deserialize the JSON data:
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openAIResponse = JsonSerializer.Deserialize<ResponseStreamLine>(jsonData, JSON_SERIALIZER_OPTIONS);
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}
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catch
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{
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// Skip invalid JSON data:
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continue;
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}
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// Skip empty responses:
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if(openAIResponse == default || openAIResponse.Choices.Count == 0)
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continue;
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// Yield the response:
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yield return openAIResponse.Choices[0].Delta.Content;
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}
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}
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#pragma warning disable CS1998 // Async method lacks 'await' operators and will run synchronously
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/// <inheritdoc />
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public async IAsyncEnumerable<ImageURL> StreamImageCompletion(IJSRuntime jsRuntime, SettingsManager settings, Model imageModel, string promptPositive, string promptNegative = FilterOperator.String.Empty, ImageURL referenceImageURL = default, [EnumeratorCancellation] CancellationToken token = default)
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{
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yield break;
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}
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#pragma warning restore CS1998 // Async method lacks 'await' operators and will run synchronously
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/// <inheritdoc />
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public async Task<IList<Model>> GetTextModels(IJSRuntime jsRuntime, SettingsManager settings, CancellationToken token = default)
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{
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return await this.LoadModels(jsRuntime, settings, "gpt-", token);
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}
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/// <inheritdoc />
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public async Task<IList<Model>> GetImageModels(IJSRuntime jsRuntime, SettingsManager settings, CancellationToken token = default)
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{
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return await this.LoadModels(jsRuntime, settings, "dall-e-", token);
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}
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#endregion
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private async Task<IList<Model>> LoadModels(IJSRuntime jsRuntime, SettingsManager settings, string prefix, CancellationToken token)
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{
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var requestedSecret = await settings.GetAPIKey(jsRuntime, this);
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if(!requestedSecret.Success)
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return new List<Model>();
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var request = new HttpRequestMessage(HttpMethod.Get, "models");
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request.Headers.Authorization = new AuthenticationHeaderValue("Bearer", requestedSecret.Secret);
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var emptyList = new List<Model>();
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var response = await this.httpClient.SendAsync(request, token);
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if(!response.IsSuccessStatusCode)
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return emptyList;
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var modelResponse = await response.Content.ReadFromJsonAsync<ModelsResponse>(token);
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return modelResponse.Data.Where(n => n.Id.StartsWith(prefix, StringComparison.InvariantCulture)).ToList();
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}
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}
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25
app/MindWork AI Studio/Provider/OpenAI/ResponseStreamLine.cs
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25
app/MindWork AI Studio/Provider/OpenAI/ResponseStreamLine.cs
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namespace AIStudio.Provider.OpenAI;
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/// <summary>
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/// Data model for a line in the response stream, for streaming completions.
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/// </summary>
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/// <param name="Id">The id of the response.</param>
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/// <param name="Object">The object describing the response.</param>
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/// <param name="Created">The timestamp of the response.</param>
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/// <param name="Model">The model used for the response.</param>
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/// <param name="SystemFingerprint">The system fingerprint; together with the seed, this allows you to reproduce the response.</param>
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/// <param name="Choices">The choices made by the AI.</param>
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public readonly record struct ResponseStreamLine(string Id, string Object, uint Created, string Model, string SystemFingerprint, IList<Choice> Choices);
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/// <summary>
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/// Data model for a choice made by the AI.
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/// </summary>
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/// <param name="Index">The index of the choice.</param>
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/// <param name="Delta">The delta text of the choice.</param>
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public readonly record struct Choice(int Index, Delta Delta);
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/// <summary>
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/// The delta text of a choice.
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/// </summary>
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/// <param name="Content">The content of the delta text.</param>
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public readonly record struct Delta(string Content);
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