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Added Hetzner as an experimental LLM provider (#912)
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This commit is contained in:
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@@ -269,10 +269,10 @@ public abstract class BaseProvider : IProvider, ISecretId
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{
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exception = new();
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if (!line.StartsWith("data: ", StringComparison.InvariantCulture))
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if (!TryGetServerSentEventData(line, out var jsonData))
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return false;
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var jsonData = line[6..].Trim();
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jsonData = jsonData.Trim();
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if (string.IsNullOrWhiteSpace(jsonData) || jsonData is "[DONE]")
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return false;
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@@ -304,6 +304,21 @@ public abstract class BaseProvider : IProvider, ISecretId
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}
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}
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private static bool TryGetServerSentEventData(string line, out string data)
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{
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const string DATA_PREFIX = "data:";
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data = string.Empty;
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if (!line.StartsWith(DATA_PREFIX, StringComparison.InvariantCulture))
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return false;
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data = line[DATA_PREFIX.Length..];
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if (data.StartsWith(' '))
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data = data[1..];
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return true;
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}
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private static bool IsProviderStreamFailure(JsonElement root)
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{
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var eventType = TryGetString(root, "type");
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@@ -661,13 +676,13 @@ public abstract class BaseProvider : IProvider, ISecretId
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if (this.TryCreateProviderRequestExceptionFromStreamLine(providerName, line, out var providerRequestException))
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throw providerRequestException;
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// Skip lines that do not start with "data: ". Regard
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// Skip lines that do not start with "data:". According
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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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if (!TryGetServerSentEventData(line, out var jsonData))
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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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if (jsonData is "[DONE]")
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yield break;
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//
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@@ -681,10 +696,6 @@ public abstract class BaseProvider : IProvider, ISecretId
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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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providerResponse = JsonSerializer.Deserialize<TAnnotation>(jsonData, JSON_SERIALIZER_OPTIONS);
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@@ -713,10 +724,6 @@ public abstract class BaseProvider : IProvider, ISecretId
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TDelta? providerResponse;
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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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providerResponse = JsonSerializer.Deserialize<TDelta>(jsonData, JSON_SERIALIZER_OPTIONS);
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@@ -866,20 +873,19 @@ public abstract class BaseProvider : IProvider, ISecretId
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if (line.StartsWith("event: response.completed", StringComparison.InvariantCulture))
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yield break;
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if (!TryGetServerSentEventData(line, out var jsonData))
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continue;
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//
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// Find delta lines:
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//
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if (line.StartsWith("""
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data: {"type":"response.output_text.delta"
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""", StringComparison.InvariantCulture))
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if (jsonData.StartsWith("""
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{"type":"response.output_text.delta"
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""", StringComparison.InvariantCulture))
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{
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TDelta? providerResponse;
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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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providerResponse = JsonSerializer.Deserialize<TDelta>(jsonData, JSON_SERIALIZER_OPTIONS);
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@@ -903,18 +909,14 @@ public abstract class BaseProvider : IProvider, ISecretId
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//
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// Find annotation added lines:
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//
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else if (annotationSupported && line.StartsWith(
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else if (annotationSupported && jsonData.StartsWith(
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"""
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data: {"type":"response.output_text.annotation.added"
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{"type":"response.output_text.annotation.added"
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""", StringComparison.InvariantCulture))
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{
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TAnnotation? providerResponse;
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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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providerResponse = JsonSerializer.Deserialize<TAnnotation>(jsonData, JSON_SERIALIZER_OPTIONS);
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@@ -64,6 +64,12 @@ public sealed record Confidence
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Level = ConfidenceLevel.MEDIUM,
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Description = TB("The provider is located in the EU and is subject to the **GDPR** (General Data Protection Regulation). Additionally, the provider states that **your data is not used for training**."),
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};
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public static readonly Confidence GDPR_EXPERIMENTAL_OPEN_SOURCE = new()
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{
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Level = ConfidenceLevel.MEDIUM,
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Description = TB("The provider operates its service in the EU and is subject to the **GDPR** (General Data Protection Regulation). It provides access to **open source models**. However, the service is currently **experimental**, and performance and availability are not guaranteed. We have no provider-specific information about whether submitted data is used for training."),
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};
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public static readonly Confidence SELF_HOSTED = new()
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{
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@@ -0,0 +1,93 @@
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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.Hetzner;
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public sealed class ProviderHetzner() : BaseProvider(LLMProviders.HETZNER, new Uri("https://inference.hetzner.com/api/v1/"), ExternalHttpTrustPolicy.SYSTEM_TRUST_ONLY, LOGGER)
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{
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private static readonly ILogger<ProviderHetzner> LOGGER = Program.LOGGER_FACTORY.CreateLogger<ProviderHetzner>();
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#region Implementation of IProvider
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/// <inheritdoc />
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public override string Id => LLMProviders.HETZNER.ToSecretId();
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/// <inheritdoc />
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public override string InstanceName { get; set; } = "Hetzner (Experimental)";
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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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"Hetzner",
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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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var messages = await chatThread.Blocks.BuildMessagesUsingNestedImageUrlAsync(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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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 Task<TranscriptionResult> TranscribeAudioAsync(Model transcriptionModel, string audioFilePath, SettingsManager settingsManager, CancellationToken token = default)
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{
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return Task.FromResult(TranscriptionResult.Failure());
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}
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/// <inheritdoc />
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public override Task<IReadOnlyList<IReadOnlyList<float>>> EmbedTextAsync(Model embeddingModel, SettingsManager settingsManager, CancellationToken token = default, params List<string> texts)
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{
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return Task.FromResult<IReadOnlyList<IReadOnlyList<float>>>([]);
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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.LoadModelsResponse<ModelsResponse>(SecretStoreType.LLM_PROVIDER, "models", modelResponse => modelResponse.Data, 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 Task.FromResult(ModelLoadResult.FromModels([]));
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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 Task.FromResult(ModelLoadResult.FromModels([]));
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}
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#endregion
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}
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@@ -16,6 +16,7 @@ public enum LLMProviders
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ALIBABA_CLOUD = 12,
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PERPLEXITY = 14,
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OPEN_ROUTER = 15,
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HETZNER = 16,
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FIREWORKS = 5,
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GROQ = 6,
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@@ -6,6 +6,7 @@ using AIStudio.Provider.Google;
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using AIStudio.Provider.Groq;
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using AIStudio.Provider.GWDG;
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using AIStudio.Provider.Helmholtz;
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using AIStudio.Provider.Hetzner;
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using AIStudio.Provider.HuggingFace;
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using AIStudio.Provider.Mistral;
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using AIStudio.Provider.OpenAI;
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@@ -56,6 +57,7 @@ public static class LLMProvidersExtensions
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LLMProviders.ALIBABA_CLOUD => "Alibaba Cloud",
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LLMProviders.PERPLEXITY => "Perplexity",
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LLMProviders.OPEN_ROUTER => "OpenRouter",
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LLMProviders.HETZNER => "Hetzner (Experimental)",
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LLMProviders.GROQ => "Groq",
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LLMProviders.FIREWORKS => "Fireworks.ai",
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@@ -91,6 +93,7 @@ public static class LLMProvidersExtensions
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LLMProviders.ALIBABA_CLOUD => "Alibaba Cloud",
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LLMProviders.PERPLEXITY => "Perplexity",
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LLMProviders.OPEN_ROUTER => "OpenRouter",
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LLMProviders.HETZNER => "Hetzner",
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LLMProviders.GROQ => "Groq",
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LLMProviders.FIREWORKS => "Fireworks.ai",
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@@ -144,6 +147,12 @@ public static class LLMProvidersExtensions
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LLMProviders.OPEN_ROUTER => Confidence.USA_HUB.WithRegion("America, U.S.").WithSources("https://openrouter.ai/privacy", "https://openrouter.ai/terms").WithLevel(settingsManager.GetConfiguredConfidenceLevel(llmProvider)),
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LLMProviders.HETZNER => Confidence.GDPR_EXPERIMENTAL_OPEN_SOURCE.WithRegion("Europe, Germany").WithSources(
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"https://experiments.hetzner.com/docs/inference",
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"https://www.hetzner.com/legal/privacy-policy/",
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"https://www.hetzner.com/legal/terms-and-conditions/"
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).WithLevel(settingsManager.GetConfiguredConfidenceLevel(llmProvider)),
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LLMProviders.SELF_HOSTED => Confidence.SELF_HOSTED.WithLevel(settingsManager.GetConfiguredConfidenceLevel(llmProvider)),
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LLMProviders.HELMHOLTZ => Confidence.GDPR_NO_TRAINING.WithRegion("Europe, Germany").WithSources("https://helmholtz.cloud/services/?serviceID=d7d5c597-a2f6-4bd1-b71e-4d6499d98570").WithLevel(settingsManager.GetConfiguredConfidenceLevel(llmProvider)),
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@@ -180,6 +189,7 @@ public static class LLMProvidersExtensions
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LLMProviders.HUGGINGFACE => false,
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LLMProviders.PERPLEXITY => false,
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LLMProviders.OPEN_ROUTER => true,
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LLMProviders.HETZNER => false,
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//
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// Self-hosted providers are treated as a special case anyway.
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@@ -209,6 +219,7 @@ public static class LLMProvidersExtensions
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// Providers that do not support transcription:
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//
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LLMProviders.OPEN_ROUTER => false,
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LLMProviders.HETZNER => false,
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LLMProviders.GROQ => false,
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LLMProviders.ANTHROPIC => false,
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LLMProviders.X => false,
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@@ -271,6 +282,7 @@ public static class LLMProvidersExtensions
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LLMProviders.ALIBABA_CLOUD => new ProviderAlibabaCloud { InstanceName = instanceName, ConfiguredProviderId = configuredProviderId, AdditionalJsonApiParameters = expertProviderApiParameter, IsEnterpriseConfiguration = isEnterpriseConfiguration },
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LLMProviders.PERPLEXITY => new ProviderPerplexity { InstanceName = instanceName, ConfiguredProviderId = configuredProviderId, AdditionalJsonApiParameters = expertProviderApiParameter, IsEnterpriseConfiguration = isEnterpriseConfiguration },
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LLMProviders.OPEN_ROUTER => new ProviderOpenRouter { InstanceName = instanceName, ConfiguredProviderId = configuredProviderId, AdditionalJsonApiParameters = expertProviderApiParameter, IsEnterpriseConfiguration = isEnterpriseConfiguration },
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LLMProviders.HETZNER => new ProviderHetzner { InstanceName = instanceName, ConfiguredProviderId = configuredProviderId, AdditionalJsonApiParameters = expertProviderApiParameter, IsEnterpriseConfiguration = isEnterpriseConfiguration },
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LLMProviders.GROQ => new ProviderGroq { InstanceName = instanceName, ConfiguredProviderId = configuredProviderId, AdditionalJsonApiParameters = expertProviderApiParameter, IsEnterpriseConfiguration = isEnterpriseConfiguration },
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LLMProviders.FIREWORKS => new ProviderFireworks { InstanceName = instanceName, ConfiguredProviderId = configuredProviderId, AdditionalJsonApiParameters = expertProviderApiParameter, IsEnterpriseConfiguration = isEnterpriseConfiguration },
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@@ -302,6 +314,7 @@ public static class LLMProvidersExtensions
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LLMProviders.ALIBABA_CLOUD => "https://account.alibabacloud.com/register/intl_register.htm",
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LLMProviders.PERPLEXITY => "https://www.perplexity.ai/account/api",
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LLMProviders.OPEN_ROUTER => "https://openrouter.ai/keys",
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LLMProviders.HETZNER => "https://experiments.hetzner.com",
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LLMProviders.GROQ => "https://console.groq.com/",
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LLMProviders.FIREWORKS => "https://fireworks.ai/login",
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@@ -327,6 +340,7 @@ public static class LLMProvidersExtensions
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LLMProviders.PERPLEXITY => "https://www.perplexity.ai/account/api/",
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LLMProviders.OPEN_ROUTER => "https://openrouter.ai/activity",
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LLMProviders.HUGGINGFACE => "https://huggingface.co/settings/billing",
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LLMProviders.HETZNER => "https://experiments.hetzner.com",
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_ => string.Empty,
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};
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@@ -345,6 +359,7 @@ public static class LLMProvidersExtensions
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LLMProviders.PERPLEXITY => true,
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LLMProviders.OPEN_ROUTER => true,
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LLMProviders.HUGGINGFACE => true,
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LLMProviders.HETZNER => true,
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_ => false,
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};
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@@ -422,6 +437,7 @@ public static class LLMProvidersExtensions
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LLMProviders.ALIBABA_CLOUD => true,
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LLMProviders.PERPLEXITY => true,
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LLMProviders.OPEN_ROUTER => true,
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LLMProviders.HETZNER => true,
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LLMProviders.GROQ => true,
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LLMProviders.FIREWORKS => true,
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@@ -445,6 +461,7 @@ public static class LLMProvidersExtensions
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LLMProviders.ALIBABA_CLOUD => true,
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LLMProviders.PERPLEXITY => true,
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LLMProviders.OPEN_ROUTER => true,
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LLMProviders.HETZNER => true,
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LLMProviders.GROQ => true,
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LLMProviders.FIREWORKS => true,
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