2024-10-07 11:26:25 +00:00
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using System.Net.Http.Headers;
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2024-07-03 18:31:04 +00:00
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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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namespace AIStudio.Provider.SelfHosted;
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2024-12-03 14:24:40 +00:00
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public sealed class ProviderSelfHosted(ILogger logger, Host host, string hostname) : BaseProvider($"{hostname}{host.BaseURL()}", logger)
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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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public override string Id => LLMProviders.SELF_HOSTED.ToName();
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public override string InstanceName { get; set; } = "Self-hosted";
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/// <inheritdoc />
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public override async IAsyncEnumerable<string> StreamChatCompletion(Provider.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 RUST_SERVICE.GetAPIKey(this, isTrying: true);
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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 providerChatRequest = 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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// Right now, we only support streaming completions:
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Stream = true,
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MaxTokens = -1,
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}, JSON_SERIALIZER_OPTIONS);
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StreamReader? streamReader = default;
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try
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{
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// Build the HTTP post request:
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var request = new HttpRequestMessage(HttpMethod.Post, host.ChatURL());
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// Set the authorization header:
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if (requestedSecret.Success)
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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(providerChatRequest, 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 providerStream = await response.Content.ReadAsStreamAsync(token);
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// Add a stream reader to read the stream, line by line:
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streamReader = new StreamReader(providerStream);
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}
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catch(Exception e)
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{
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this.logger.LogError($"Failed to stream chat completion from self-hosted provider '{this.InstanceName}': {e.Message}");
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}
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if (streamReader is not null)
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{
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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 canceled:
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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 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<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 (providerResponse == default || providerResponse.Choices.Count == 0)
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continue;
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// Yield the response:
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yield return providerResponse.Choices[0].Delta.Content;
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}
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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 override async IAsyncEnumerable<ImageURL> StreamImageCompletion(Provider.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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public override async Task<IEnumerable<Provider.Model>> GetTextModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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try
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{
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switch (host)
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{
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case Host.LLAMACPP:
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// Right now, llama.cpp only supports one model.
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// There is no API to list the model(s).
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return [ new Provider.Model("as configured by llama.cpp", null) ];
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case Host.LM_STUDIO:
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case Host.OLLAMA:
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return await this.LoadModels(["embed"], [], token, apiKeyProvisional);
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}
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return [];
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}
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catch(Exception e)
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{
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this.logger.LogError($"Failed to load text models from self-hosted provider: {e.Message}");
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return [];
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}
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}
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/// <inheritdoc />
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public override Task<IEnumerable<Provider.Model>> GetImageModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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return Task.FromResult(Enumerable.Empty<Provider.Model>());
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}
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public override async Task<IEnumerable<Provider.Model>> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default)
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{
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try
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{
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switch (host)
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{
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case Host.LM_STUDIO:
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case Host.OLLAMA:
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return await this.LoadModels([], ["embed"], token, apiKeyProvisional);
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}
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return [];
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}
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catch(Exception e)
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{
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this.logger.LogError($"Failed to load text models from self-hosted provider: {e.Message}");
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return [];
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}
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}
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#endregion
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private async Task<IEnumerable<Provider.Model>> LoadModels(string[] ignorePhrases, string[] filterPhrases, CancellationToken token, string? apiKeyProvisional = null)
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{
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var secretKey = apiKeyProvisional switch
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{
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not null => apiKeyProvisional,
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_ => await RUST_SERVICE.GetAPIKey(this, isTrying: true) switch
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{
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{ Success: true } result => await result.Secret.Decrypt(ENCRYPTION),
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_ => null,
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}
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};
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var lmStudioRequest = new HttpRequestMessage(HttpMethod.Get, "models");
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if(secretKey is not null)
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lmStudioRequest.Headers.Authorization = new AuthenticationHeaderValue("Bearer", apiKeyProvisional);
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var lmStudioResponse = await this.httpClient.SendAsync(lmStudioRequest, token);
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if(!lmStudioResponse.IsSuccessStatusCode)
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return [];
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var lmStudioModelResponse = await lmStudioResponse.Content.ReadFromJsonAsync<ModelsResponse>(token);
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return lmStudioModelResponse.Data.
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Where(model => !ignorePhrases.Any(ignorePhrase => model.Id.Contains(ignorePhrase, StringComparison.InvariantCulture)) &&
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filterPhrases.All( filter => model.Id.Contains(filter, StringComparison.InvariantCulture)))
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.Select(n => new Provider.Model(n.Id, null));
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}
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}
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