AI-Studio/app/MindWork AI Studio/Provider/Mistral/ProviderMistral.cs
2025-01-02 14:50:54 +01:00

214 lines
8.1 KiB
C#

using System.Net.Http.Headers;
using System.Runtime.CompilerServices;
using System.Text;
using System.Text.Json;
using AIStudio.Chat;
using AIStudio.Provider.OpenAI;
using AIStudio.Settings;
namespace AIStudio.Provider.Mistral;
public sealed class ProviderMistral(ILogger logger) : BaseProvider("https://api.mistral.ai/v1/", logger)
{
private static readonly JsonSerializerOptions JSON_SERIALIZER_OPTIONS = new()
{
PropertyNamingPolicy = JsonNamingPolicy.SnakeCaseLower,
};
#region Implementation of IProvider
public override string Id => LLMProviders.MISTRAL.ToName();
public override string InstanceName { get; set; } = "Mistral";
/// <inheritdoc />
public override async IAsyncEnumerable<string> StreamChatCompletion(Provider.Model chatModel, ChatThread chatThread, SettingsManager settingsManager, [EnumeratorCancellation] CancellationToken token = default)
{
// Get the API key:
var requestedSecret = await RUST_SERVICE.GetAPIKey(this);
if(!requestedSecret.Success)
yield break;
// Prepare the system prompt:
var systemPrompt = new RegularMessage
{
Role = "system",
Content = chatThread.PrepareSystemPrompt(settingsManager, chatThread, this.logger),
};
// Prepare the Mistral HTTP chat request:
var mistralChatRequest = JsonSerializer.Serialize(new ChatRequest
{
Model = chatModel.Id,
// Build the messages:
// - First of all the system prompt
// - Then none-empty user and AI messages
Messages = [systemPrompt, ..chatThread.Blocks.Where(n => n.ContentType is ContentType.TEXT && !string.IsNullOrWhiteSpace((n.Content as ContentText)?.Text)).Select(n => new RegularMessage
{
Role = n.Role switch
{
ChatRole.USER => "user",
ChatRole.AI => "assistant",
ChatRole.AGENT => "assistant",
ChatRole.SYSTEM => "system",
_ => "user",
},
Content = n.Content switch
{
ContentText text => text.Text,
_ => string.Empty,
}
}).ToList()],
RandomSeed = chatThread.Seed,
// Right now, we only support streaming completions:
Stream = true,
SafePrompt = false,
}, JSON_SERIALIZER_OPTIONS);
async Task<HttpRequestMessage> RequestBuilder()
{
// Build the HTTP post request:
var request = new HttpRequestMessage(HttpMethod.Post, "chat/completions");
// Set the authorization header:
request.Headers.Authorization = new AuthenticationHeaderValue("Bearer", await requestedSecret.Secret.Decrypt(ENCRYPTION));
// Set the content:
request.Content = new StringContent(mistralChatRequest, Encoding.UTF8, "application/json");
return request;
}
// Send the request using exponential backoff:
using var responseData = await this.SendRequest(RequestBuilder, token);
if(responseData.IsFailedAfterAllRetries)
{
this.logger.LogError($"Mistral chat completion failed: {responseData.ErrorMessage}");
yield break;
}
// Open the response stream:
var mistralStream = await responseData.Response!.Content.ReadAsStreamAsync(token);
// Add a stream reader to read the stream, line by line:
var streamReader = new StreamReader(mistralStream);
// Read the stream, line by line:
while(!streamReader.EndOfStream)
{
// Check if the token is canceled:
if(token.IsCancellationRequested)
yield break;
// Read the next line:
var line = await streamReader.ReadLineAsync(token);
// 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;
ResponseStreamLine mistralResponse;
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:
mistralResponse = JsonSerializer.Deserialize<ResponseStreamLine>(jsonData, JSON_SERIALIZER_OPTIONS);
}
catch
{
// Skip invalid JSON data:
continue;
}
// Skip empty responses:
if(mistralResponse == default || mistralResponse.Choices.Count == 0)
continue;
// Yield the response:
yield return mistralResponse.Choices[0].Delta.Content;
}
}
#pragma warning disable CS1998 // Async method lacks 'await' operators and will run synchronously
/// <inheritdoc />
public override async IAsyncEnumerable<ImageURL> StreamImageCompletion(Provider.Model imageModel, string promptPositive, string promptNegative = FilterOperator.String.Empty, ImageURL referenceImageURL = default, [EnumeratorCancellation] CancellationToken token = default)
{
yield break;
}
#pragma warning restore CS1998 // Async method lacks 'await' operators and will run synchronously
/// <inheritdoc />
public override async Task<IEnumerable<Provider.Model>> GetTextModels(string? apiKeyProvisional = null, CancellationToken token = default)
{
var modelResponse = await this.LoadModelList(apiKeyProvisional, token);
if(modelResponse == default)
return [];
return modelResponse.Data.Where(n =>
!n.Id.StartsWith("code", StringComparison.InvariantCulture) &&
!n.Id.Contains("embed", StringComparison.InvariantCulture))
.Select(n => new Provider.Model(n.Id, null));
}
/// <inheritdoc />
public override async Task<IEnumerable<Provider.Model>> GetEmbeddingModels(string? apiKeyProvisional = null, CancellationToken token = default)
{
var modelResponse = await this.LoadModelList(apiKeyProvisional, token);
if(modelResponse == default)
return [];
return modelResponse.Data.Where(n => n.Id.Contains("embed", StringComparison.InvariantCulture))
.Select(n => new Provider.Model(n.Id, null));
}
/// <inheritdoc />
public override Task<IEnumerable<Provider.Model>> GetImageModels(string? apiKeyProvisional = null, CancellationToken token = default)
{
return Task.FromResult(Enumerable.Empty<Provider.Model>());
}
#endregion
private async Task<ModelsResponse> LoadModelList(string? apiKeyProvisional, CancellationToken token)
{
var secretKey = apiKeyProvisional switch
{
not null => apiKeyProvisional,
_ => await RUST_SERVICE.GetAPIKey(this) switch
{
{ Success: true } result => await result.Secret.Decrypt(ENCRYPTION),
_ => null,
}
};
if (secretKey is null)
return default;
var request = new HttpRequestMessage(HttpMethod.Get, "models");
request.Headers.Authorization = new AuthenticationHeaderValue("Bearer", secretKey);
var response = await this.httpClient.SendAsync(request, token);
if(!response.IsSuccessStatusCode)
return default;
var modelResponse = await response.Content.ReadFromJsonAsync<ModelsResponse>(token);
return modelResponse;
}
}