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115 lines
4.4 KiB
C#
115 lines
4.4 KiB
C#
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.Provider.OpenAI;
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using AIStudio.Settings;
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namespace AIStudio.Provider.HuggingFace;
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public sealed class ProviderHuggingFace : BaseProvider
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{
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public ProviderHuggingFace(ILogger logger, HFInstanceProvider hfProvider, Model model) : base($"https://router.huggingface.co/{hfProvider.Endpoints(model)}", logger)
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{
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logger.LogInformation($"We use the instance provider '{hfProvider}'. Thus we use the base URL 'https://router.huggingface.co/{hfProvider.Endpoints(model)}'.");
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}
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#region Implementation of IProvider
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/// <inheritdoc />
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public override string Id => LLMProviders.HUGGINGFACE.ToName();
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/// <inheritdoc />
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public override string InstanceName { get; set; } = "HuggingFace";
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/// <inheritdoc />
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public override async IAsyncEnumerable<string> StreamChatCompletion(Model chatModel, ChatThread chatThread, SettingsManager settingsManager, [EnumeratorCancellation] CancellationToken token = default)
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{
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// Get the API key:
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var requestedSecret = await RUST_SERVICE.GetAPIKey(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.PrepareSystemPrompt(settingsManager, chatThread, this.logger),
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};
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// Prepare the HuggingFace HTTP chat request:
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var huggingfaceChatRequest = 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.AGENT => "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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Stream = true,
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}, JSON_SERIALIZER_OPTIONS);
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async Task<HttpRequestMessage> RequestBuilder()
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{
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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", await requestedSecret.Secret.Decrypt(ENCRYPTION));
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// Set the content:
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request.Content = new StringContent(huggingfaceChatRequest, Encoding.UTF8, "application/json");
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return request;
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}
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await foreach (var content in this.StreamChatCompletionInternal<ResponseStreamLine>("HuggingFace", RequestBuilder, token))
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yield return content;
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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 override async IAsyncEnumerable<ImageURL> StreamImageCompletion(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 override Task<IEnumerable<Model>> GetTextModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return Task.FromResult(Enumerable.Empty<Model>());
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Model>> GetImageModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return Task.FromResult(Enumerable.Empty<Model>());
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Model>> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return Task.FromResult(Enumerable.Empty<Model>());
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}
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#endregion
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} |