Files
AI-Studio/app/Tests/Tools/PluginSystem/ManagedTokenizerStateTests.cs
T

191 lines
10 KiB
C#

using AIStudio.Settings;
using AIStudio.Settings.DataModel;
using AIStudio.Tools.PluginSystem;
using AIStudio.Tools.Services;
using Lua;
using Microsoft.Extensions.DependencyInjection;
using Microsoft.Extensions.Logging.Abstractions;
namespace AIStudio.Tests.Tools.PluginSystem;
/// <summary>
/// Checks which tokenizer the providers of a configuration plugin point to while the plugin starts.
/// </summary>
/// <remarks>
/// A configuration plugin names its tokenizers by paths inside the plugin. The settings point to the
/// copies the runtime stored of them instead, and an embedding provider keeps the fingerprint of its
/// copy, which is part of the embedding signature. Parsing the plugin replaced both with the path
/// from the plugin and an empty fingerprint, until the tokenizers were synchronized up to a second
/// later. An indexing run in between took that for another tokenizer and reset the index of every
/// data source of the provider, without asking.<br/><br/>
/// The settings are reached through Program.SERVICE_PROVIDER, which is why this fixture does not run
/// alongside others.
/// </remarks>
[TestFixture]
[NonParallelizable]
public sealed class ManagedTokenizerStateTests
{
private static readonly Guid PLUGIN_ID = Guid.Parse("8d3e1c5a-6f2b-4a7d-9c1e-3b5f7a9d2e4c");
private const string PROVIDER_ID = "1a7c3e5f-9b2d-4f6a-8c0e-2d4f6a8c0e1b";
private const string EMBEDDING_PROVIDER_ID = "4e6a8c0e-2b4d-4f8a-9c1e-5f7a9b1d3e5f";
private const string PLUGIN_PATH = "/plugins/configuration-of-the-organization";
private const string CONFIGURED_TOKENIZER_PATH = "tokenizers/tokenizer.json";
private const string STORED_CHAT_TOKENIZER_PATH = "/data/tokenizers/chat_" + PROVIDER_ID + "/tokenizer.json";
private const string STORED_EMBEDDING_TOKENIZER_PATH = "/data/tokenizers/embedding_" + EMBEDDING_PROVIDER_ID + "/tokenizer.json";
private const string STORED_FINGERPRINT = "AAAA";
private RustService rustService = null!;
private ServiceProvider serviceProvider = null!;
private IServiceProvider previousServiceProvider = null!;
private SettingsManager settingsManager = null!;
[SetUp]
public void CreateEmptySettings()
{
// Only builds its HTTP clients. Nothing connects, because parsing a plugin does not reach the runtime:
this.rustService = new RustService("1", "unused");
this.settingsManager = new SettingsManager(NullLogger<SettingsManager>.Instance, this.rustService);
this.previousServiceProvider = Program.SERVICE_PROVIDER;
this.serviceProvider = new ServiceCollection().AddSingleton(this.settingsManager).AddSingleton(this.rustService).BuildServiceProvider();
Program.SERVICE_PROVIDER = this.serviceProvider;
}
[TearDown]
public void RestoreApplicationState()
{
Program.SERVICE_PROVIDER = this.previousServiceProvider;
this.serviceProvider.Dispose();
this.rustService.Dispose();
}
[Test]
public async Task AnEmbeddingProviderKeepsItsStoredTokenizerWhileThePluginStarts()
{
await StartPluginAsync();
this.StoreTokenizers();
var configObjects = await StartPluginAsync();
var embeddingProvider = this.settingsManager.ConfigurationData.EmbeddingProviders.Single();
Assert.Multiple(() =>
{
Assert.That(embeddingProvider.TokenizerPath, Is.EqualTo(STORED_EMBEDDING_TOKENIZER_PATH), "Until the tokenizers are synchronized, the stored copy is the tokenizer this provider uses.");
Assert.That(embeddingProvider.TokenizerFingerprint, Is.EqualTo(STORED_FINGERPRINT), "An empty fingerprint looks like another tokenizer and costs every data source of this provider its index.");
Assert.That(configObjects.Single(x => x.Type == PluginConfigurationObjectType.EMBEDDING_PROVIDER).ConfiguredTokenizerPath, Is.EqualTo(CONFIGURED_TOKENIZER_PATH), "The synchronization learns from here which tokenizer the plugin wants.");
});
}
[Test]
public async Task TheEmbeddingSignatureStaysTheSameWhileThePluginStarts()
{
await StartPluginAsync();
this.StoreTokenizers();
var before = Signature(this.settingsManager.ConfigurationData.EmbeddingProviders.Single());
await StartPluginAsync();
var after = Signature(this.settingsManager.ConfigurationData.EmbeddingProviders.Single());
Assert.That(after, Is.EqualTo(before), "An indexing run between the start of the plugin and the synchronization of its tokenizers compares exactly these two, and resets the index when they differ.");
}
[Test]
public async Task AChatProviderKeepsItsStoredTokenizerWhileThePluginStarts()
{
await StartPluginAsync();
this.StoreTokenizers();
var configObjects = await StartPluginAsync();
Assert.Multiple(() =>
{
Assert.That(this.settingsManager.ConfigurationData.Providers.Single().TokenizerPath, Is.EqualTo(STORED_CHAT_TOKENIZER_PATH), "The path inside the plugin is relative to the plugin, so no token could be counted with it.");
Assert.That(configObjects.Single(x => x.Type == PluginConfigurationObjectType.LLM_PROVIDER).ConfiguredTokenizerPath, Is.EqualTo(CONFIGURED_TOKENIZER_PATH), "The synchronization learns from here which tokenizer the plugin wants.");
});
}
[Test]
public async Task ANewProviderStartsWithoutATokenizer()
{
var configObjects = await StartPluginAsync();
var embeddingProvider = this.settingsManager.ConfigurationData.EmbeddingProviders.Single();
Assert.Multiple(() =>
{
Assert.That(this.settingsManager.ConfigurationData.Providers.Single().TokenizerPath, Is.Empty, "Nothing is stored yet, and the path inside the plugin is no tokenizer the app could load.");
Assert.That(embeddingProvider.TokenizerPath, Is.Empty);
Assert.That(embeddingProvider.TokenizerFingerprint, Is.Empty);
Assert.That(configObjects, Has.Count.EqualTo(2));
Assert.That(configObjects.Select(x => x.ConfiguredTokenizerPath), Is.All.EqualTo(CONFIGURED_TOKENIZER_PATH), "The synchronization still learns which tokenizer to store.");
});
}
/// <summary>
/// Parses the providers of the plugin into the settings, as every start of the plugin does.
/// </summary>
/// <returns>The configuration objects the plugin defined.</returns>
private static async Task<List<PluginConfigurationObject>> StartPluginAsync()
{
var state = LuaState.Create();
await state.DoStringAsync($$"""
CONFIG = {
["LLM_PROVIDERS"] = {
{
["Id"] = "{{PROVIDER_ID}}",
["InstanceName"] = "Chat of the organization",
["UsedLLMProvider"] = "SELF_HOSTED",
["Host"] = "VLLM",
["Hostname"] = "https://llm.example.org",
["AdditionalJsonApiParameters"] = "",
["TokenizerPath"] = "{{CONFIGURED_TOKENIZER_PATH}}",
["Model"] = { ["Id"] = "chat-model", ["DisplayName"] = "Chat model" },
},
},
["EMBEDDING_PROVIDERS"] = {
{
["Id"] = "{{EMBEDDING_PROVIDER_ID}}",
["Name"] = "Embeddings of the organization",
["UsedLLMProvider"] = "SELF_HOSTED",
["Host"] = "VLLM",
["Hostname"] = "https://embeddings.example.org",
["TokenizerPath"] = "{{CONFIGURED_TOKENIZER_PATH}}",
["Model"] = { ["Id"] = "embedding-model", ["DisplayName"] = "Embedding model" },
},
},
}
""");
if (!state.Environment["CONFIG"].TryRead<LuaTable>(out var mainTable))
throw new InvalidOperationException("The configuration of this test is not a Lua table.");
var configObjects = new List<PluginConfigurationObject>();
PluginConfigurationObject.TryParse(PluginConfigurationObjectType.LLM_PROVIDER, x => x.Providers, x => x.NextProviderNum, mainTable, PLUGIN_ID, ref configObjects, dryRun: false, PLUGIN_PATH);
PluginConfigurationObject.TryParse(PluginConfigurationObjectType.EMBEDDING_PROVIDER, x => x.EmbeddingProviders, x => x.NextEmbeddingNum, mainTable, PLUGIN_ID, ref configObjects, dryRun: false, PLUGIN_PATH);
return configObjects;
}
/// <summary>
/// Points the providers to stored copies of their tokenizers, as the synchronization does after
/// the plugin started.
/// </summary>
private void StoreTokenizers()
{
var data = this.settingsManager.ConfigurationData;
data.Providers[0] = data.Providers[0] with { TokenizerPath = STORED_CHAT_TOKENIZER_PATH };
data.EmbeddingProviders[0] = data.EmbeddingProviders[0] with { TokenizerPath = STORED_EMBEDDING_TOKENIZER_PATH, TokenizerFingerprint = STORED_FINGERPRINT };
}
private static string Signature(EmbeddingProvider embeddingProvider) => DataSourceEmbeddingService.BuildEmbeddingSignature(new DataSourceLocalDirectory
{
Num = 1,
Id = "7b9d1f3a-5c7e-4a9b-8d2f-4a6c8e0b2d4f",
Name = "Documents of the organization",
Type = DataSourceType.LOCAL_DIRECTORY,
EmbeddingId = embeddingProvider.Id,
MaxChunkTokenLength = 512,
Path = "/tmp/documents"
}, embeddingProvider);
}