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Added LiteLLM as a new LLM provider (#909)
Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>
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using System.Runtime.CompilerServices;
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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.LiteLLM;
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public sealed class ProviderLiteLLM(string hostname) : BaseProvider(LLMProviders.LITE_LLM, BuildBaseUri(hostname), ExternalHttpTrustPolicy.ALLOW_CUSTOM_ROOTS_WHEN_HOST_WHITELISTED, LOGGER)
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{
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private static readonly ILogger<ProviderLiteLLM> LOGGER = Program.LOGGER_FACTORY.CreateLogger<ProviderLiteLLM>();
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#region Implementation of IProvider
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/// <inheritdoc />
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public override string Id => LLMProviders.LITE_LLM.ToSecretId();
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/// <inheritdoc />
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public override string InstanceName { get; set; } = "LiteLLM";
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/// <inheritdoc />
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public override bool HasModelLoadingCapability => true;
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/// <inheritdoc />
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public override async IAsyncEnumerable<ContentStreamChunk> StreamChatCompletion(Model chatModel, ChatThread chatThread, SettingsManager settingsManager, [EnumeratorCancellation] CancellationToken token = default)
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{
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await foreach (var content in this.StreamOpenAICompatibleChatCompletion<ChatCompletionAPIRequest, ChatCompletionDeltaStreamLine, NoChatCompletionAnnotationStreamLine>(
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"LiteLLM",
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chatModel,
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chatThread,
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settingsManager,
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async (systemPrompt, apiParameters) =>
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{
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// Build the list of messages:
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var messages = await chatThread.Blocks.BuildMessagesUsingDirectImageUrlAsync(this.Provider, chatModel);
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return new ChatCompletionAPIRequest
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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, ..messages],
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Stream = true,
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AdditionalApiParameters = apiParameters
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};
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},
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token: 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 async Task<TranscriptionResult> TranscribeAudioAsync(Model transcriptionModel, string audioFilePath, SettingsManager settingsManager, CancellationToken token = default)
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{
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var requestedSecret = await Program.RUST_SERVICE.GetAPIKey(this, SecretStoreType.TRANSCRIPTION_PROVIDER);
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return await this.PerformStandardTranscriptionRequest(requestedSecret, transcriptionModel, audioFilePath, token: token);
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}
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/// <inheritdoc />
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public override async Task<IReadOnlyList<IReadOnlyList<float>>> EmbedTextAsync(Model embeddingModel, SettingsManager settingsManager, CancellationToken token = default, params List<string> texts)
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{
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var requestedSecret = await Program.RUST_SERVICE.GetAPIKey(this, SecretStoreType.EMBEDDING_PROVIDER);
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return await this.PerformStandardTextEmbeddingRequest(requestedSecret, embeddingModel, token: token, texts: texts);
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}
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/// <inheritdoc />
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public override Task<ModelLoadResult> GetTextModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return this.LoadModels(SecretStoreType.LLM_PROVIDER, static model => model.IsChatModel(), token, apiKeyProvisional);
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}
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/// <inheritdoc />
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public override Task<ModelLoadResult> GetImageModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return Task.FromResult(ModelLoadResult.FromModels([]));
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}
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/// <inheritdoc />
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public override Task<ModelLoadResult> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return this.LoadModels(SecretStoreType.EMBEDDING_PROVIDER, static model => model.IsEmbeddingModel(), token, apiKeyProvisional);
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}
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/// <inheritdoc />
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public override Task<ModelLoadResult> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return this.LoadModels(SecretStoreType.TRANSCRIPTION_PROVIDER, static model => model.IsTranscriptionModel(), token, apiKeyProvisional);
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}
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#endregion
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private static Uri BuildBaseUri(string hostname)
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{
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// LiteLLM exposes an OpenAI-compatible API under the "/v1/" path. Users configure the
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// base URL of their LiteLLM proxy (e.g. http://localhost:4000); we normalize any trailing
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// slash and append the OpenAI-compatible path.
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var normalizedHostname = hostname.TrimEnd('/');
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return new Uri($"{normalizedHostname}/v1/");
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}
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private Task<ModelLoadResult> LoadModels(SecretStoreType storeType, Func<Model, bool> isWantedKind, CancellationToken token, string? apiKeyProvisional = null)
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{
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//
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// The gateway serves every kind of model through one endpoint, so we have to sort
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// them apart ourselves. We use the shared model kind detection for that, which every
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// other provider uses as well:
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//
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return this.LoadModelsResponse<ModelsResponse>(
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storeType,
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"models",
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modelResponse => modelResponse.Data.Where(isWantedKind),
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token,
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apiKeyProvisional);
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}
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}
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