AI-Studio/app/MindWork AI Studio/Provider/BaseProvider.cs

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using System.Net;
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using System.Runtime.CompilerServices;
using System.Text.Json;
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using AIStudio.Chat;
using AIStudio.Settings;
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using RustService = AIStudio.Tools.RustService;
namespace AIStudio.Provider;
/// <summary>
/// The base class for all providers.
/// </summary>
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public abstract class BaseProvider : IProvider, ISecretId
{
/// <summary>
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/// The HTTP client to use it for all requests.
/// </summary>
protected readonly HttpClient httpClient = new();
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/// <summary>
/// The logger to use.
/// </summary>
protected readonly ILogger logger;
static BaseProvider()
{
RUST_SERVICE = Program.RUST_SERVICE;
ENCRYPTION = Program.ENCRYPTION;
}
protected static readonly RustService RUST_SERVICE;
protected static readonly Encryption ENCRYPTION;
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protected static readonly JsonSerializerOptions JSON_SERIALIZER_OPTIONS = new()
{
PropertyNamingPolicy = JsonNamingPolicy.SnakeCaseLower,
};
/// <summary>
/// Constructor for the base provider.
/// </summary>
/// <param name="url">The base URL for the provider.</param>
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/// <param name="loggerService">The logger service to use.</param>
protected BaseProvider(string url, ILogger loggerService)
{
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this.logger = loggerService;
// Set the base URL:
this.httpClient.BaseAddress = new(url);
}
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#region Handling of IProvider, which all providers must implement
/// <inheritdoc />
public abstract string Id { get; }
/// <inheritdoc />
public abstract string InstanceName { get; set; }
/// <inheritdoc />
public abstract IAsyncEnumerable<string> StreamChatCompletion(Model chatModel, ChatThread chatThread, SettingsManager settingsManager, CancellationToken token = default);
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/// <inheritdoc />
public abstract IAsyncEnumerable<ImageURL> StreamImageCompletion(Model imageModel, string promptPositive, string promptNegative = FilterOperator.String.Empty, ImageURL referenceImageURL = default, CancellationToken token = default);
/// <inheritdoc />
public abstract Task<IEnumerable<Model>> GetTextModels(string? apiKeyProvisional = null, CancellationToken token = default);
/// <inheritdoc />
public abstract Task<IEnumerable<Model>> GetImageModels(string? apiKeyProvisional = null, CancellationToken token = default);
/// <inheritdoc />
public abstract Task<IEnumerable<Model>> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default);
#endregion
#region Implementation of ISecretId
public string SecretId => this.Id;
public string SecretName => this.InstanceName;
#endregion
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/// <summary>
/// Sends a request and handles rate limiting by exponential backoff.
/// </summary>
/// <param name="requestBuilder">A function that builds the request.</param>
/// <param name="token">The cancellation token.</param>
/// <returns>The status object of the request.</returns>
protected async Task<HttpRateLimitedStreamResult> SendRequest(Func<Task<HttpRequestMessage>> requestBuilder, CancellationToken token = default)
{
const int MAX_RETRIES = 6;
const double RETRY_DELAY_SECONDS = 4;
var retry = 0;
var response = default(HttpResponseMessage);
var errorMessage = string.Empty;
while (retry++ < MAX_RETRIES)
{
using var request = await requestBuilder();
// Send the request with the ResponseHeadersRead option.
// This allows us to read the stream as soon as the headers are received.
// This is important because we want to stream the responses.
var nextResponse = await this.httpClient.SendAsync(request, HttpCompletionOption.ResponseHeadersRead, token);
if (nextResponse.IsSuccessStatusCode)
{
response = nextResponse;
break;
}
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if(nextResponse.StatusCode is HttpStatusCode.BadRequest)
{
this.logger.LogError($"Failed request with status code {nextResponse.StatusCode} (message = '{nextResponse.ReasonPhrase}').");
errorMessage = nextResponse.ReasonPhrase;
break;
}
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errorMessage = nextResponse.ReasonPhrase;
var timeSeconds = Math.Pow(RETRY_DELAY_SECONDS, retry + 1);
if(timeSeconds > 90)
timeSeconds = 90;
this.logger.LogDebug($"Failed request with status code {nextResponse.StatusCode} (message = '{errorMessage}'). Retrying in {timeSeconds:0.00} seconds.");
await Task.Delay(TimeSpan.FromSeconds(timeSeconds), token);
}
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if(retry >= MAX_RETRIES || !string.IsNullOrWhiteSpace(errorMessage))
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return new HttpRateLimitedStreamResult(false, true, errorMessage ?? $"Failed after {MAX_RETRIES} retries; no provider message available", response);
return new HttpRateLimitedStreamResult(true, false, string.Empty, response);
}
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protected async IAsyncEnumerable<string> StreamChatCompletionInternal<T>(string providerName, Func<Task<HttpRequestMessage>> requestBuilder, [EnumeratorCancellation] CancellationToken token = default) where T : struct, IResponseStreamLine
{
StreamReader? streamReader = null;
try
{
// Send the request using exponential backoff:
var responseData = await this.SendRequest(requestBuilder, token);
if(responseData.IsFailedAfterAllRetries)
{
this.logger.LogError($"The {providerName} chat completion failed: {responseData.ErrorMessage}");
yield break;
}
// Open the response stream:
var providerStream = await responseData.Response!.Content.ReadAsStreamAsync(token);
// Add a stream reader to read the stream, line by line:
streamReader = new StreamReader(providerStream);
}
catch(Exception e)
{
this.logger.LogError($"Failed to stream chat completion from {providerName} '{this.InstanceName}': {e.Message}");
}
if (streamReader is null)
yield break;
// Read the stream, line by line:
while (true)
{
try
{
if(streamReader.EndOfStream)
break;
}
catch (Exception e)
{
this.logger.LogWarning($"Failed to read the end-of-stream state from {providerName} '{this.InstanceName}': {e.Message}");
break;
}
// Check if the token is canceled:
if (token.IsCancellationRequested)
{
this.logger.LogWarning($"The user canceled the chat completion for {providerName} '{this.InstanceName}'.");
streamReader.Close();
yield break;
}
// Read the next line:
string? line;
try
{
line = await streamReader.ReadLineAsync(token);
}
catch (Exception e)
{
this.logger.LogError($"Failed to read the stream from {providerName} '{this.InstanceName}': {e.Message}");
break;
}
// Skip empty lines:
if (string.IsNullOrWhiteSpace(line))
continue;
// Skip lines that do not start with "data: ". Regard
// to the specification, we only want to read the data lines:
if (!line.StartsWith("data: ", StringComparison.InvariantCulture))
continue;
// Check if the line is the end of the stream:
if (line.StartsWith("data: [DONE]", StringComparison.InvariantCulture))
yield break;
T providerResponse;
try
{
// We know that the line starts with "data: ". Hence, we can
// skip the first 6 characters to get the JSON data after that.
var jsonData = line[6..];
// Deserialize the JSON data:
providerResponse = JsonSerializer.Deserialize<T>(jsonData, JSON_SERIALIZER_OPTIONS);
}
catch
{
// Skip invalid JSON data:
continue;
}
// Skip empty responses:
if (!providerResponse.ContainsContent())
continue;
// Yield the response:
yield return providerResponse.GetContent();
}
streamReader.Dispose();
}
}