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Added transcription providers (#619)
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@@ -131,8 +131,17 @@ public sealed class ProviderAlibabaCloud() : BaseProvider(LLMProviders.ALIBABA_C
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return this.LoadModels(["text-embedding-"], token, apiKeyProvisional).ContinueWith(t => t.Result.Concat(additionalModels).OrderBy(x => x.Id).AsEnumerable(), token);
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}
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#region Overrides of BaseProvider
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/// <inheritdoc />
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public override Task<IEnumerable<Model>> GetTranscriptionModels(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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#endregion
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private async Task<IEnumerable<Model>> LoadModels(string[] prefixes, CancellationToken token, string? apiKeyProvisional = null)
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@@ -136,6 +136,12 @@ public sealed class ProviderAnthropic() : BaseProvider(LLMProviders.ANTHROPIC, "
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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>> GetTranscriptionModels(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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private async Task<IEnumerable<Model>> LoadModels(CancellationToken token, string? apiKeyProvisional = null)
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@@ -97,6 +97,9 @@ public abstract class BaseProvider : IProvider, ISecretId
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/// <inheritdoc />
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public abstract Task<IEnumerable<Model>> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default);
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/// <inheritdoc />
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public abstract Task<IEnumerable<Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default);
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#endregion
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@@ -99,6 +99,11 @@ public sealed class ProviderDeepSeek() : BaseProvider(LLMProviders.DEEP_SEEK, "h
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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>> GetTranscriptionModels(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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@@ -100,5 +100,16 @@ public class ProviderFireworks() : BaseProvider(LLMProviders.FIREWORKS, "https:/
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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>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return Task.FromResult<IEnumerable<Model>>(
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new List<Model>
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{
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new("whisper-v3", "Whisper v3"),
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new("whisper-v3-turbo", "Whisper v3 Turbo"),
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});
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}
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#endregion
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}
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@@ -101,6 +101,17 @@ public sealed class ProviderGWDG() : BaseProvider(LLMProviders.GWDG, "https://ch
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return models.Where(model => model.Id.StartsWith("e5-", StringComparison.InvariantCultureIgnoreCase));
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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// Source: https://docs.hpc.gwdg.de/services/saia/index.html#voice-to-text
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return Task.FromResult<IEnumerable<Model>>(
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new List<Model>
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{
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new("whisper-large-v2", "Whisper v2 Large"),
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});
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}
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#endregion
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private async Task<IEnumerable<Model>> LoadModels(CancellationToken token, string? apiKeyProvisional = null)
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@@ -112,6 +112,11 @@ public class ProviderGoogle() : BaseProvider(LLMProviders.GOOGLE, "https://gener
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.Select(n => new Provider.Model(n.Name.Replace("models/", string.Empty), n.DisplayName));
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Provider.Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return Task.FromResult(Enumerable.Empty<Provider.Model>());
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}
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#endregion
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@@ -100,6 +100,12 @@ public class ProviderGroq() : BaseProvider(LLMProviders.GROQ, "https://api.groq.
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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>> GetTranscriptionModels(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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private async Task<IEnumerable<Model>> LoadModels(CancellationToken token, string? apiKeyProvisional = null)
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@@ -105,6 +105,12 @@ public sealed class ProviderHelmholtz() : BaseProvider(LLMProviders.HELMHOLTZ, "
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model.Id.Contains("gritlm", StringComparison.InvariantCultureIgnoreCase));
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Model>> GetTranscriptionModels(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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private async Task<IEnumerable<Model>> LoadModels(CancellationToken token, string? apiKeyProvisional = null)
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@@ -104,5 +104,11 @@ public sealed class ProviderHuggingFace : BaseProvider
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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>> GetTranscriptionModels(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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}
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@@ -74,4 +74,11 @@ public interface IProvider
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/// <returns>The list of embedding models.</returns>
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public Task<IEnumerable<Model>> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default);
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/// <summary>
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/// Load all possible transcription models that can be used with this provider.
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/// </summary>
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/// <param name="apiKeyProvisional">The provisional API key to use. Useful when the user is adding a new provider. When null, the stored API key is used.</param>
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/// <param name="token">>The cancellation token.</param>
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/// <returns>>The list of transcription models.</returns>
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public Task<IEnumerable<Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default);
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}
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@@ -110,7 +110,7 @@ public static class LLMProvidersExtensions
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/// </summary>
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/// <param name="llmProvider">The provider to check.</param>
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/// <returns>True if the provider supports embeddings; otherwise, false.</returns>
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public static bool ProvideEmbeddings(this LLMProviders llmProvider) => llmProvider switch
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public static bool ProvideEmbeddingAPI(this LLMProviders llmProvider) => llmProvider switch
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{
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//
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// Providers that support embeddings:
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@@ -141,6 +141,43 @@ public static class LLMProvidersExtensions
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_ => false,
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};
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public static bool ProvideTranscriptionAPI(this LLMProviders llmProvider) => llmProvider switch
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{
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//
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// Providers that support transcription:
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//
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LLMProviders.OPEN_AI => true,
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LLMProviders.MISTRAL => true,
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LLMProviders.FIREWORKS => true,
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LLMProviders.GWDG => true,
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//
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// Providers that support transcription but provide no OpenAI-compatible API yet:
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//
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LLMProviders.ALIBABA_CLOUD => false,
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LLMProviders.GOOGLE => false,
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//
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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.GROQ => false,
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LLMProviders.ANTHROPIC => false,
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LLMProviders.X => false,
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LLMProviders.DEEP_SEEK => false,
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LLMProviders.HUGGINGFACE => false,
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LLMProviders.PERPLEXITY => false,
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LLMProviders.HELMHOLTZ => false,
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//
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// Self-hosted providers are treated as a special case anyway.
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//
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LLMProviders.SELF_HOSTED => true,
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_ => false,
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};
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/// <summary>
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/// Creates a new provider instance based on the provider value.
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@@ -162,6 +199,16 @@ public static class LLMProvidersExtensions
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return embeddingProviderSettings.UsedLLMProvider.CreateProvider(embeddingProviderSettings.Name, embeddingProviderSettings.Host, embeddingProviderSettings.Hostname, embeddingProviderSettings.Model, HFInferenceProvider.NONE);
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}
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/// <summary>
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/// Creates a new provider instance based on the speech provider value.
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/// </summary>
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/// <param name="transcriptionProviderSettings">The speech provider settings.</param>
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/// <returns>The provider instance.</returns>
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public static IProvider CreateProvider(this TranscriptionProvider transcriptionProviderSettings)
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{
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return transcriptionProviderSettings.UsedLLMProvider.CreateProvider(transcriptionProviderSettings.Name, transcriptionProviderSettings.Host, transcriptionProviderSettings.Hostname, transcriptionProviderSettings.Model, HFInferenceProvider.NONE);
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}
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private static IProvider CreateProvider(this LLMProviders provider, string instanceName, Host host, string hostname, Model model, HFInferenceProvider inferenceProvider, string expertProviderApiParameter = "")
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{
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try
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@@ -274,6 +321,11 @@ public static class LLMProvidersExtensions
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LLMProviders.SELF_HOSTED => host is not Host.LM_STUDIO,
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_ => false,
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};
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public static bool IsTranscriptionModelProvidedManually(this LLMProviders provider, Host host) => provider switch
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{
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_ => false,
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};
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public static bool IsHostNeeded(this LLMProviders provider) => provider switch
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{
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@@ -338,13 +390,14 @@ public static class LLMProvidersExtensions
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switch (host)
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{
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case Host.NONE:
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case Host.LLAMACPP:
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case Host.LLAMA_CPP:
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default:
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return false;
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case Host.OLLAMA:
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case Host.LM_STUDIO:
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case Host.VLLM:
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case Host.WHISPER_CPP:
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return true;
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}
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}
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@@ -113,6 +113,17 @@ public sealed class ProviderMistral() : BaseProvider(LLMProviders.MISTRAL, "http
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return Task.FromResult(Enumerable.Empty<Provider.Model>());
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Provider.Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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// Source: https://docs.mistral.ai/capabilities/audio_transcription
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return Task.FromResult<IEnumerable<Provider.Model>>(
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new List<Provider.Model>
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{
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new("voxtral-mini-latest", "Voxtral Mini Latest"),
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});
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}
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#endregion
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private async Task<ModelsResponse> LoadModelList(string? apiKeyProvisional, CancellationToken token)
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@@ -23,6 +23,8 @@ public class NoProvider : IProvider
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public Task<IEnumerable<Model>> GetImageModels(string? apiKeyProvisional = null, CancellationToken token = default) => Task.FromResult<IEnumerable<Model>>([]);
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public Task<IEnumerable<Model>> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default) => Task.FromResult<IEnumerable<Model>>([]);
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public Task<IEnumerable<Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default) => Task.FromResult<IEnumerable<Model>>([]);
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public async IAsyncEnumerable<ContentStreamChunk> StreamChatCompletion(Model chatModel, ChatThread chatChatThread, SettingsManager settingsManager, [EnumeratorCancellation] CancellationToken token = default)
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{
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@@ -241,6 +241,14 @@ public sealed class ProviderOpenAI() : BaseProvider(LLMProviders.OPEN_AI, "https
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return this.LoadModels(["text-embedding-"], token, apiKeyProvisional);
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}
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/// <inheritdoc />
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public override async Task<IEnumerable<Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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var models = await this.LoadModels(["whisper-", "gpt-"], token, apiKeyProvisional);
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return models.Where(model => model.Id.StartsWith("whisper-", StringComparison.InvariantCultureIgnoreCase) ||
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model.Id.Contains("-transcribe", StringComparison.InvariantCultureIgnoreCase));
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}
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#endregion
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private async Task<IEnumerable<Model>> LoadModels(string[] prefixes, CancellationToken token, string? apiKeyProvisional = null)
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@@ -106,6 +106,12 @@ public sealed class ProviderOpenRouter() : BaseProvider(LLMProviders.OPEN_ROUTER
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{
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return this.LoadEmbeddingModels(token, apiKeyProvisional);
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Model>> GetTranscriptionModels(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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@@ -107,6 +107,12 @@ public sealed class ProviderPerplexity() : BaseProvider(LLMProviders.PERPLEXITY,
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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>> GetTranscriptionModels(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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private Task<IEnumerable<Model>> LoadModels() => Task.FromResult<IEnumerable<Model>>(KNOWN_MODELS);
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@@ -5,7 +5,8 @@ public enum Host
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NONE,
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LM_STUDIO,
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LLAMACPP,
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LLAMA_CPP,
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WHISPER_CPP,
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OLLAMA,
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VLLM,
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}
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@@ -7,7 +7,8 @@ public static class HostExtensions
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Host.NONE => "None",
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Host.LM_STUDIO => "LM Studio",
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Host.LLAMACPP => "llama.cpp",
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Host.LLAMA_CPP => "llama.cpp",
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Host.WHISPER_CPP => "whisper.cpp",
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Host.OLLAMA => "ollama",
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Host.VLLM => "vLLM",
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@@ -24,7 +25,28 @@ public static class HostExtensions
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_ => "chat/completions",
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};
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public static bool AreEmbeddingsSupported(this Host host)
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public static string TranscriptionURL(this Host host) => host switch
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{
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_ => "audio/transcriptions",
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};
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public static bool IsChatSupported(this Host host)
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{
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switch (host)
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{
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case Host.WHISPER_CPP:
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return false;
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default:
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case Host.OLLAMA:
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case Host.VLLM:
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case Host.LM_STUDIO:
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case Host.LLAMA_CPP:
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return true;
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}
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}
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public static bool IsEmbeddingSupported(this Host host)
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{
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switch (host)
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{
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@@ -34,7 +56,23 @@ public static class HostExtensions
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return true;
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default:
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case Host.LLAMACPP:
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case Host.LLAMA_CPP:
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return false;
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}
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}
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public static bool IsTranscriptionSupported(this Host host)
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{
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switch (host)
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{
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case Host.OLLAMA:
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case Host.VLLM:
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case Host.WHISPER_CPP:
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return true;
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default:
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case Host.LM_STUDIO:
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case Host.LLAMA_CPP:
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return false;
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}
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}
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@@ -6,12 +6,15 @@ 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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using AIStudio.Tools.PluginSystem;
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namespace AIStudio.Provider.SelfHosted;
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public sealed class ProviderSelfHosted(Host host, string hostname) : BaseProvider(LLMProviders.SELF_HOSTED, $"{hostname}{host.BaseURL()}", LOGGER)
|
||||
{
|
||||
private static readonly ILogger<ProviderSelfHosted> LOGGER = Program.LOGGER_FACTORY.CreateLogger<ProviderSelfHosted>();
|
||||
|
||||
private static string TB(string fallbackEN) => I18N.I.T(fallbackEN, typeof(ProviderSelfHosted).Namespace, nameof(ProviderSelfHosted));
|
||||
|
||||
#region Implementation of IProvider
|
||||
|
||||
@@ -91,7 +94,7 @@ public sealed class ProviderSelfHosted(Host host, string hostname) : BaseProvide
|
||||
{
|
||||
switch (host)
|
||||
{
|
||||
case Host.LLAMACPP:
|
||||
case Host.LLAMA_CPP:
|
||||
// Right now, llama.cpp only supports one model.
|
||||
// There is no API to list the model(s).
|
||||
return [ new Provider.Model("as configured by llama.cpp", null) ];
|
||||
@@ -138,6 +141,35 @@ public sealed class ProviderSelfHosted(Host host, string hostname) : BaseProvide
|
||||
}
|
||||
}
|
||||
|
||||
/// <inheritdoc />
|
||||
public override Task<IEnumerable<Provider.Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
|
||||
{
|
||||
try
|
||||
{
|
||||
switch (host)
|
||||
{
|
||||
case Host.WHISPER_CPP:
|
||||
return Task.FromResult<IEnumerable<Provider.Model>>(
|
||||
new List<Provider.Model>
|
||||
{
|
||||
new("loaded-model", TB("Model as configured by whisper.cpp")),
|
||||
});
|
||||
|
||||
case Host.OLLAMA:
|
||||
case Host.VLLM:
|
||||
return this.LoadModels([], [], token, apiKeyProvisional);
|
||||
|
||||
default:
|
||||
return Task.FromResult(Enumerable.Empty<Provider.Model>());
|
||||
}
|
||||
}
|
||||
catch (Exception e)
|
||||
{
|
||||
LOGGER.LogError(e, "Failed to load transcription models from self-hosted provider.");
|
||||
return Task.FromResult(Enumerable.Empty<Provider.Model>());
|
||||
}
|
||||
}
|
||||
|
||||
#endregion
|
||||
|
||||
private async Task<IEnumerable<Provider.Model>> LoadModels(string[] ignorePhrases, string[] filterPhrases, CancellationToken token, string? apiKeyProvisional = null)
|
||||
|
||||
@@ -101,6 +101,12 @@ public sealed class ProviderX() : BaseProvider(LLMProviders.X, "https://api.x.ai
|
||||
return Task.FromResult<IEnumerable<Model>>([]);
|
||||
}
|
||||
|
||||
/// <inheritdoc />
|
||||
public override Task<IEnumerable<Model>> GetTranscriptionModels(string? apiKeyProvisional = null, CancellationToken token = default)
|
||||
{
|
||||
return Task.FromResult(Enumerable.Empty<Model>());
|
||||
}
|
||||
|
||||
#endregion
|
||||
|
||||
private async Task<IEnumerable<Model>> LoadModels(string[] prefixes, CancellationToken token, string? apiKeyProvisional = null)
|
||||
|
||||
Reference in new issue
Block a user