Implement support for self-hosted and local LLMs (#20)

This commit is contained in:
Thorsten Sommer authored and GitHub committed 2024-07-03 20:31:04 +02:00
1 parent 6cc1d37db8
commit 29263660fc
21 files changed
+418 -62

No files matched your search

+12 -2
View File
@@ -1,6 +1,7 @@
using AIStudio.Provider.Anthropic;
using AIStudio.Provider.Mistral;
using AIStudio.Provider.OpenAI;
using AIStudio.Provider.SelfHosted;
namespace AIStudio.Provider;
@@ -10,9 +11,12 @@ namespace AIStudio.Provider;
public enum Providers
{
NONE,
OPEN_AI,
ANTHROPIC,
MISTRAL,
SELF_HOSTED,
}
/// <summary>
@@ -27,11 +31,14 @@ public static class ExtensionsProvider
/// <returns>The human-readable name of the provider.</returns>
public static string ToName(this Providers provider) => provider switch
{
Providers.NONE => "No provider selected",
Providers.OPEN_AI => "OpenAI",
Providers.ANTHROPIC => "Anthropic",
Providers.MISTRAL => "Mistral",
Providers.NONE => "No provider selected",
Providers.SELF_HOSTED => "Self-hosted",
_ => "Unknown",
};
@@ -40,13 +47,16 @@ public static class ExtensionsProvider
/// </summary>
/// <param name="provider">The provider value.</param>
/// <param name="instanceName">The used instance name.</param>
/// <param name="hostname">The hostname of the provider.</param>
/// <returns>The provider instance.</returns>
public static IProvider CreateProvider(this Providers provider, string instanceName) => provider switch
public static IProvider CreateProvider(this Providers provider, string instanceName, string hostname = "http://localhost:1234") => provider switch
{
Providers.OPEN_AI => new ProviderOpenAI { InstanceName = instanceName },
Providers.ANTHROPIC => new ProviderAnthropic { InstanceName = instanceName },
Providers.MISTRAL => new ProviderMistral { InstanceName = instanceName },
Providers.SELF_HOSTED => new ProviderSelfHosted(hostname) { InstanceName = instanceName },
_ => new NoProvider(),
};
}
@@ -0,0 +1,16 @@
namespace AIStudio.Provider.SelfHosted;
/// <summary>
/// The chat request model.
/// </summary>
/// <param name="Model">Which model to use for chat completion.</param>
/// <param name="Messages">The chat messages.</param>
/// <param name="Stream">Whether to stream the chat completion.</param>
/// <param name="MaxTokens">The maximum number of tokens to generate.</param>
public readonly record struct ChatRequest(
string Model,
IList<Message> Messages,
bool Stream,
int MaxTokens
);
@@ -0,0 +1,8 @@
namespace AIStudio.Provider.SelfHosted;
/// <summary>
/// Chat message model.
/// </summary>
/// <param name="Content">The text content of the message.</param>
/// <param name="Role">The role of the message.</param>
public readonly record struct Message(string Content, string Role);
@@ -0,0 +1,5 @@
namespace AIStudio.Provider.SelfHosted;
public readonly record struct ModelsResponse(string Object, Model[] Data);
public readonly record struct Model(string Id, string Object, string OwnedBy);
@@ -0,0 +1,162 @@
using System.Runtime.CompilerServices;
using System.Text;
using System.Text.Json;
using AIStudio.Chat;
using AIStudio.Provider.OpenAI;
using AIStudio.Settings;
namespace AIStudio.Provider.SelfHosted;
public sealed class ProviderSelfHosted(string hostname) : BaseProvider($"{hostname}/v1/"), IProvider
{
private static readonly JsonSerializerOptions JSON_SERIALIZER_OPTIONS = new()
{
PropertyNamingPolicy = JsonNamingPolicy.SnakeCaseLower,
};
#region Implementation of IProvider
public string Id => "Self-hosted";
public string InstanceName { get; set; } = "Self-hosted";
public async IAsyncEnumerable<string> StreamChatCompletion(IJSRuntime jsRuntime, SettingsManager settings, Provider.Model chatModel, ChatThread chatThread, [EnumeratorCancellation] CancellationToken token = default)
{
// Prepare the system prompt:
var systemPrompt = new Message
{
Role = "system",
Content = chatThread.SystemPrompt,
};
// Prepare the OpenAI HTTP chat request:
var providerChatRequest = JsonSerializer.Serialize(new ChatRequest
{
Model = (await this.GetTextModels(jsRuntime, settings, token: token)).First().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 Message
{
Role = n.Role switch
{
ChatRole.USER => "user",
ChatRole.AI => "assistant",
ChatRole.SYSTEM => "system",
_ => "user",
},
Content = n.Content switch
{
ContentText text => text.Text,
_ => string.Empty,
}
}).ToList()],
// Right now, we only support streaming completions:
Stream = true,
MaxTokens = -1,
}, JSON_SERIALIZER_OPTIONS);
// Build the HTTP post request:
var request = new HttpRequestMessage(HttpMethod.Post, "chat/completions");
// Set the content:
request.Content = new StringContent(providerChatRequest, Encoding.UTF8, "application/json");
// 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 response = await this.httpClient.SendAsync(request, HttpCompletionOption.ResponseHeadersRead, token);
// Open the response stream:
var providerStream = await response.Content.ReadAsStreamAsync(token);
// Add a stream reader to read the stream, line by line:
var streamReader = new StreamReader(providerStream);
// Read the stream, line by line:
while(!streamReader.EndOfStream)
{
// Check if the token is cancelled:
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 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<ResponseStreamLine>(jsonData, JSON_SERIALIZER_OPTIONS);
}
catch
{
// Skip invalid JSON data:
continue;
}
// Skip empty responses:
if(providerResponse == default || providerResponse.Choices.Count == 0)
continue;
// Yield the response:
yield return providerResponse.Choices[0].Delta.Content;
}
}
#pragma warning disable CS1998 // Async method lacks 'await' operators and will run synchronously
/// <inheritdoc />
public async IAsyncEnumerable<ImageURL> StreamImageCompletion(IJSRuntime jsRuntime, SettingsManager settings, 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
public async Task<IEnumerable<Provider.Model>> GetTextModels(IJSRuntime jsRuntime, SettingsManager settings, string? apiKeyProvisional = null, CancellationToken token = default)
{
var request = new HttpRequestMessage(HttpMethod.Get, "models");
var response = await this.httpClient.SendAsync(request, token);
if(!response.IsSuccessStatusCode)
return [];
var modelResponse = await response.Content.ReadFromJsonAsync<ModelsResponse>(token);
if (modelResponse.Data.Length > 1)
Console.WriteLine("Warning: multiple models found; using the first one.");
var firstModel = modelResponse.Data.First();
return [ new Provider.Model(firstModel.Id) ];
}
#pragma warning disable CS1998 // Async method lacks 'await' operators and will run synchronously
/// <inheritdoc />
public Task<IEnumerable<Provider.Model>> GetImageModels(IJSRuntime jsRuntime, SettingsManager settings, string? apiKeyProvisional = null, CancellationToken token = default)
{
return Task.FromResult(Enumerable.Empty<Provider.Model>());
}
#pragma warning restore CS1998 // Async method lacks 'await' operators and will run synchronously
#endregion
}