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https://github.com/MindWorkAI/AI-Studio.git
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changed to sqlite connection to ef core
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@@ -5,7 +5,7 @@ using AIStudio.Settings;
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using AIStudio.Tools.PluginSystem;
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using AIStudio.Tools.Services;
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using Microsoft.Data.Sqlite;
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using Microsoft.EntityFrameworkCore;
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namespace AIStudio.Tools.Databases.EmbeddingState;
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@@ -18,18 +18,12 @@ public sealed class SqliteEmbeddingStateClientImplementation(
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private const string DATABASE_NAME = "Local RAG Index";
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private const string DATABASE_FILENAME = "rag-index.sqlite3";
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private const int MAX_FTS_QUERY_TERMS = 32;
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private const int CHUNK_UPSERT_BATCH_SIZE = 500;
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private static readonly Regex FTS_TOKEN_REGEX = new(@"[\p{L}\p{Nd}_]+", RegexOptions.Compiled | RegexOptions.CultureInvariant);
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private readonly string databasePath = databasePath;
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private readonly string connectionString = new SqliteConnectionStringBuilder
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{
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DataSource = databasePath,
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Mode = SqliteOpenMode.ReadWriteCreate,
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Cache = SqliteCacheMode.Shared,
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ForeignKeys = true,
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DefaultTimeout = 30,
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}.ToString();
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private readonly DbContextOptions<EmbeddingStateDbContext> dbContextOptions = EmbeddingStateDbContext.CreateOptions(databasePath);
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private static string TB(string fallbackEN) => I18N.I.T(fallbackEN, typeof(SqliteEmbeddingStateClientImplementation).Namespace, nameof(SqliteEmbeddingStateClientImplementation));
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@@ -68,54 +62,45 @@ public sealed class SqliteEmbeddingStateClientImplementation(
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public override async IAsyncEnumerable<(string Label, string Value)> GetDisplayInfo()
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{
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await using var context = this.CreateContext();
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yield return (TB("Reported version"), version);
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yield return (TB("Database path"), this.databasePath);
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yield return (TB("Storage size"), this.GetStorageSize());
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yield return (TB("Indexed data sources"), (await this.CountAsync("data_sources", CancellationToken.None)).ToString(CultureInfo.InvariantCulture));
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yield return (TB("Indexed files"), (await this.CountAsync("embedded_files", CancellationToken.None)).ToString(CultureInfo.InvariantCulture));
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yield return (TB("Search chunks"), (await this.CountAsync("embedding_chunks", CancellationToken.None)).ToString(CultureInfo.InvariantCulture));
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yield return (TB("Indexed data sources"), (await context.DataSources.CountAsync(CancellationToken.None)).ToString(CultureInfo.InvariantCulture));
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yield return (TB("Indexed files"), (await context.EmbeddedFiles.CountAsync(CancellationToken.None)).ToString(CultureInfo.InvariantCulture));
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yield return (TB("Search chunks"), (await context.EmbeddingChunks.CountAsync(CancellationToken.None)).ToString(CultureInfo.InvariantCulture));
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}
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public override async Task<DataSourceEmbeddingManifest> GetManifestAsync(string dataSourceId, CancellationToken token)
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{
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await using var connection = await this.OpenConnectionAsync(token);
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await using var context = this.CreateContext();
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var manifest = new DataSourceEmbeddingManifest();
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await using (var command = CreateCommand(connection, """
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SELECT embedding_provider_id, embedding_signature, source_hash, vector_size
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FROM data_sources
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WHERE data_source_id = $dataSourceId
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"""))
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{
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command.Parameters.AddWithValue("$dataSourceId", dataSourceId);
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await using var reader = await command.ExecuteReaderAsync(token);
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if (await reader.ReadAsync(token))
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{
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manifest.EmbeddingProviderId = reader.GetString(0);
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manifest.EmbeddingSignature = reader.GetString(1);
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manifest.SourceHash = reader.GetString(2);
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manifest.VectorSize = reader.GetInt32(3);
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}
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}
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var dataSource = await context.DataSources
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.AsNoTracking()
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.FirstOrDefaultAsync(source => source.DataSourceId == dataSourceId, token);
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await using (var command = CreateCommand(connection, """
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SELECT absolute_path, fingerprint, file_size, last_write_utc, embedded_at_utc, chunk_count
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FROM embedded_files
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WHERE data_source_id = $dataSourceId
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AND chunk_count > 0
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"""))
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if (dataSource is null)
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return manifest;
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manifest.EmbeddingProviderId = dataSource.EmbeddingProviderId;
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manifest.EmbeddingSignature = dataSource.EmbeddingSignature;
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manifest.SourceHash = dataSource.SourceHash;
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manifest.VectorSize = dataSource.VectorSize;
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var files = await context.EmbeddedFiles
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.AsNoTracking()
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.Where(file => file.DataSourceId == dataSourceId && file.ChunkCount > 0)
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.ToListAsync(token);
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foreach (var file in files)
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{
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command.Parameters.AddWithValue("$dataSourceId", dataSourceId);
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await using var reader = await command.ExecuteReaderAsync(token);
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while (await reader.ReadAsync(token))
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{
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manifest.Files[reader.GetString(0)] = new EmbeddedFileRecord(
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reader.GetString(1),
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reader.GetInt64(2),
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ParseUtc(reader.GetString(3)),
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ParseUtc(reader.GetString(4)),
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reader.GetInt32(5));
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}
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manifest.Files[file.AbsolutePath] = new EmbeddedFileRecord(
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file.Fingerprint,
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file.FileSize,
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file.LastWriteUtc,
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file.EmbeddedAtUtc,
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file.ChunkCount);
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}
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return manifest;
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@@ -131,148 +116,82 @@ public sealed class SqliteEmbeddingStateClientImplementation(
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int vectorSize,
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CancellationToken token)
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{
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await using var connection = await this.OpenConnectionAsync(token);
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await ExecuteNonQueryAsync(connection, """
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INSERT INTO data_sources (
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data_source_id,
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data_source_name,
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data_source_type,
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embedding_provider_id,
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embedding_signature,
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source_hash,
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vector_size,
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updated_at_utc)
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VALUES (
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$dataSourceId,
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$dataSourceName,
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$dataSourceType,
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$embeddingProviderId,
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$embeddingSignature,
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$sourceHash,
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$vectorSize,
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$updatedAtUtc)
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ON CONFLICT(data_source_id) DO UPDATE SET
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data_source_name = excluded.data_source_name,
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data_source_type = excluded.data_source_type,
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embedding_provider_id = excluded.embedding_provider_id,
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embedding_signature = excluded.embedding_signature,
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source_hash = excluded.source_hash,
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vector_size = excluded.vector_size,
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updated_at_utc = excluded.updated_at_utc
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""", token,
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("$dataSourceId", dataSourceId),
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("$dataSourceName", dataSourceName),
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("$dataSourceType", dataSourceType),
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("$embeddingProviderId", embeddingProviderId),
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("$embeddingSignature", embeddingSignature),
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("$sourceHash", sourceHash),
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("$vectorSize", vectorSize),
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("$updatedAtUtc", ToUtcText(DateTime.UtcNow)));
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await using var context = this.CreateContext();
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var dataSource = await context.DataSources.FirstOrDefaultAsync(source => source.DataSourceId == dataSourceId, token);
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if (dataSource is null)
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{
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dataSource = new EmbeddingStateDataSourceEntity
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{
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DataSourceId = dataSourceId,
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};
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context.DataSources.Add(dataSource);
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}
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ApplyDataSource(dataSource, dataSourceName, dataSourceType, embeddingProviderId, embeddingSignature, sourceHash, vectorSize);
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await context.SaveChangesAsync(token);
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}
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public override async Task UpdateVectorSizeAsync(string dataSourceId, int vectorSize, CancellationToken token)
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{
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await using var connection = await this.OpenConnectionAsync(token);
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await ExecuteNonQueryAsync(connection, """
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UPDATE data_sources
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SET vector_size = $vectorSize,
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updated_at_utc = $updatedAtUtc
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WHERE data_source_id = $dataSourceId
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""", token,
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("$dataSourceId", dataSourceId),
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("$vectorSize", vectorSize),
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("$updatedAtUtc", ToUtcText(DateTime.UtcNow)));
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await using var context = this.CreateContext();
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var dataSource = await context.DataSources.FirstOrDefaultAsync(source => source.DataSourceId == dataSourceId, token);
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if (dataSource is null)
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return;
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dataSource.VectorSize = vectorSize;
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dataSource.UpdatedAtUtc = DateTime.UtcNow;
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await context.SaveChangesAsync(token);
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}
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public override async Task UpdateDataSourceHashAsync(string dataSourceId, string sourceHash, CancellationToken token)
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{
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await using var connection = await this.OpenConnectionAsync(token);
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await ExecuteNonQueryAsync(connection, """
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UPDATE data_sources
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SET source_hash = $sourceHash,
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updated_at_utc = $updatedAtUtc
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WHERE data_source_id = $dataSourceId
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""", token,
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("$dataSourceId", dataSourceId),
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("$sourceHash", sourceHash),
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("$updatedAtUtc", ToUtcText(DateTime.UtcNow)));
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await using var context = this.CreateContext();
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var dataSource = await context.DataSources.FirstOrDefaultAsync(source => source.DataSourceId == dataSourceId, token);
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if (dataSource is null)
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return;
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dataSource.SourceHash = sourceHash;
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dataSource.UpdatedAtUtc = DateTime.UtcNow;
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await context.SaveChangesAsync(token);
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}
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public override async Task UpsertFileAsync(string dataSourceId, EmbeddingStateFile file, CancellationToken token)
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{
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await using var connection = await this.OpenConnectionAsync(token);
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await ExecuteNonQueryAsync(connection, """
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INSERT INTO embedded_files (
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parent_file_id,
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data_source_id,
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absolute_path,
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file_name,
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relative_path,
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file_type,
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fingerprint,
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file_size,
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creation_utc,
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last_write_utc,
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embedded_at_utc,
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chunk_count,
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compliance_level,
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compliance_level_rank)
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VALUES (
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$parentFileId,
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$dataSourceId,
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$absolutePath,
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$fileName,
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$relativePath,
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$fileType,
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$fingerprint,
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$fileSize,
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$creationUtc,
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$lastWriteUtc,
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$embeddedAtUtc,
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$chunkCount,
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$complianceLevel,
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$complianceLevelRank)
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ON CONFLICT(parent_file_id) DO UPDATE SET
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data_source_id = excluded.data_source_id,
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absolute_path = excluded.absolute_path,
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file_name = excluded.file_name,
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relative_path = excluded.relative_path,
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file_type = excluded.file_type,
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fingerprint = excluded.fingerprint,
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file_size = excluded.file_size,
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creation_utc = excluded.creation_utc,
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last_write_utc = excluded.last_write_utc,
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embedded_at_utc = excluded.embedded_at_utc,
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chunk_count = excluded.chunk_count,
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compliance_level = excluded.compliance_level,
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compliance_level_rank = excluded.compliance_level_rank
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""", token,
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("$parentFileId", file.ParentFileId),
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("$dataSourceId", dataSourceId),
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("$absolutePath", file.AbsolutePath),
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("$fileName", file.FileName),
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("$relativePath", file.RelativePath),
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("$fileType", file.FileType),
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("$fingerprint", file.Fingerprint),
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("$fileSize", file.FileSize),
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("$creationUtc", ToUtcText(file.CreationUtc)),
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("$lastWriteUtc", ToUtcText(file.LastWriteUtc)),
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("$embeddedAtUtc", ToUtcText(file.EmbeddedAtUtc)),
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("$chunkCount", file.ChunkCount),
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("$complianceLevel", file.ComplianceLevel),
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("$complianceLevelRank", file.ComplianceLevelRank));
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await using var context = this.CreateContext();
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var fileEntity = await context.EmbeddedFiles.FirstOrDefaultAsync(entity => entity.ParentFileId == file.ParentFileId, token);
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if (fileEntity is null)
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{
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fileEntity = new EmbeddingStateFileEntity
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{
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ParentFileId = file.ParentFileId,
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};
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context.EmbeddedFiles.Add(fileEntity);
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}
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ApplyFile(fileEntity, dataSourceId, file);
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await context.SaveChangesAsync(token);
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}
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public override async Task DeleteFileAsync(string dataSourceId, string filePath, CancellationToken token)
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{
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await using var connection = await this.OpenConnectionAsync(token);
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await ExecuteNonQueryAsync(connection, """
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DELETE FROM embedded_files
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WHERE data_source_id = $dataSourceId
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AND absolute_path = $filePath
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""", token,
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("$dataSourceId", dataSourceId),
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("$filePath", filePath));
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await using var context = this.CreateContext();
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await using var transaction = await context.Database.BeginTransactionAsync(token);
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var parentFileIds = await context.EmbeddedFiles
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.Where(file => file.DataSourceId == dataSourceId && file.AbsolutePath == filePath)
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.Select(file => file.ParentFileId)
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.ToListAsync(token);
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foreach (var parentFileIdBatch in parentFileIds.Chunk(CHUNK_UPSERT_BATCH_SIZE))
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await context.EmbeddingChunks
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.Where(chunk => parentFileIdBatch.Contains(chunk.ParentFileId))
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.ExecuteDeleteAsync(token);
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await context.EmbeddedFiles
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.Where(file => file.DataSourceId == dataSourceId && file.AbsolutePath == filePath)
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.ExecuteDeleteAsync(token);
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await transaction.CommitAsync(token);
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}
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public override async Task UpsertChunksAsync(string dataSourceId, IReadOnlyList<EmbeddingStateChunk> chunks, CancellationToken token)
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@@ -280,41 +199,38 @@ public sealed class SqliteEmbeddingStateClientImplementation(
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if (chunks.Count == 0)
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return;
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await using var connection = await this.OpenConnectionAsync(token);
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await using var transaction = (SqliteTransaction)await connection.BeginTransactionAsync(token);
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await using var context = this.CreateContext();
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await using var transaction = await context.Database.BeginTransactionAsync(token);
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foreach (var chunk in chunks)
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foreach (var chunkBatch in chunks.Chunk(CHUNK_UPSERT_BATCH_SIZE))
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{
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token.ThrowIfCancellationRequested();
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await ExecuteNonQueryAsync(connection, transaction, """
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INSERT INTO embedding_chunks (
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chunk_id,
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parent_file_id,
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page_number,
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chunk_index,
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chunk_text,
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embedded_at_utc)
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VALUES (
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$chunkId,
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$parentFileId,
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$pageNumber,
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$chunkIndex,
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$chunkText,
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$embeddedAtUtc)
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ON CONFLICT(chunk_id) DO UPDATE SET
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parent_file_id = excluded.parent_file_id,
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page_number = excluded.page_number,
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chunk_index = excluded.chunk_index,
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chunk_text = excluded.chunk_text,
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embedded_at_utc = excluded.embedded_at_utc
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""", token,
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("$chunkId", chunk.ChunkId),
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("$parentFileId", chunk.ParentFileId),
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("$pageNumber", chunk.PageNumber),
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("$chunkIndex", chunk.ChunkIndex),
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("$chunkText", chunk.ChunkText),
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("$embeddedAtUtc", ToUtcText(chunk.EmbeddedAtUtc)));
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var chunkIds = chunkBatch
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.Select(chunk => chunk.ChunkId)
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.Distinct(StringComparer.Ordinal)
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.ToArray();
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var existingChunks = await context.EmbeddingChunks
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.Where(chunk => chunkIds.Contains(chunk.ChunkId))
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.ToDictionaryAsync(chunk => chunk.ChunkId, StringComparer.Ordinal, token);
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foreach (var chunk in chunkBatch)
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{
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if (!existingChunks.TryGetValue(chunk.ChunkId, out var chunkEntity))
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{
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chunkEntity = new EmbeddingStateChunkEntity
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{
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ChunkId = chunk.ChunkId,
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};
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context.EmbeddingChunks.Add(chunkEntity);
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existingChunks[chunk.ChunkId] = chunkEntity;
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}
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ApplyChunk(chunkEntity, chunk);
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}
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await context.SaveChangesAsync(token);
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context.ChangeTracker.Clear();
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}
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await transaction.CommitAsync(token);
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@@ -329,83 +245,66 @@ public sealed class SqliteEmbeddingStateClientImplementation(
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if (string.IsNullOrWhiteSpace(ftsQuery))
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return [];
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var results = new List<EmbeddingStateSearchResult>(maxMatches);
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await using var connection = await this.OpenConnectionAsync(token);
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await using var command = CreateCommand(connection, """
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SELECT
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c.chunk_id,
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c.parent_file_id,
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ds.data_source_id,
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ds.data_source_name,
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ds.data_source_type,
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f.absolute_path,
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f.file_name,
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f.relative_path,
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f.file_type,
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c.page_number,
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c.chunk_index,
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c.chunk_text,
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bm25(embedding_chunks_fts) AS score,
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f.fingerprint,
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f.file_size,
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f.creation_utc,
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f.last_write_utc,
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c.embedded_at_utc,
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f.chunk_count,
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f.compliance_level,
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f.compliance_level_rank
|
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FROM embedding_chunks_fts
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JOIN embedding_chunks c ON c.id = embedding_chunks_fts.rowid
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JOIN embedded_files f ON f.parent_file_id = c.parent_file_id
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JOIN data_sources ds ON ds.data_source_id = f.data_source_id
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WHERE ds.data_source_id = $dataSourceId
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AND embedding_chunks_fts MATCH $query
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ORDER BY score
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LIMIT $maxMatches
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""");
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await using var context = this.CreateContext();
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var results = await context.SearchResults
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.FromSqlInterpolated($"""
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SELECT
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c.chunk_id AS ChunkId,
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c.parent_file_id AS ParentFileId,
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ds.data_source_id AS DataSourceId,
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ds.data_source_name AS DataSourceName,
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ds.data_source_type AS DataSourceType,
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f.absolute_path AS AbsolutePath,
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f.file_name AS FileName,
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f.relative_path AS RelativePath,
|
||||
f.file_type AS FileType,
|
||||
c.page_number AS PageNumber,
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c.chunk_index AS ChunkIndex,
|
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c.chunk_text AS ChunkText,
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bm25(embedding_chunks_fts) AS Score,
|
||||
f.fingerprint AS Fingerprint,
|
||||
f.file_size AS FileSize,
|
||||
f.creation_utc AS CreationUtc,
|
||||
f.last_write_utc AS LastWriteUtc,
|
||||
c.embedded_at_utc AS EmbeddedAtUtc,
|
||||
f.chunk_count AS ChunkCount,
|
||||
f.compliance_level AS ComplianceLevel,
|
||||
f.compliance_level_rank AS ComplianceLevelRank
|
||||
FROM embedding_chunks_fts
|
||||
JOIN embedding_chunks c ON c.id = embedding_chunks_fts.rowid
|
||||
JOIN embedded_files f ON f.parent_file_id = c.parent_file_id
|
||||
JOIN data_sources ds ON ds.data_source_id = f.data_source_id
|
||||
WHERE ds.data_source_id = {dataSourceId}
|
||||
AND embedding_chunks_fts MATCH {ftsQuery}
|
||||
ORDER BY Score
|
||||
LIMIT {maxMatches}
|
||||
""")
|
||||
.AsNoTracking()
|
||||
.ToListAsync(token);
|
||||
|
||||
command.Parameters.AddWithValue("$dataSourceId", dataSourceId);
|
||||
command.Parameters.AddWithValue("$query", ftsQuery);
|
||||
command.Parameters.AddWithValue("$maxMatches", maxMatches);
|
||||
|
||||
await using var reader = await command.ExecuteReaderAsync(token);
|
||||
while (await reader.ReadAsync(token))
|
||||
{
|
||||
results.Add(new EmbeddingStateSearchResult(
|
||||
reader.GetString(0),
|
||||
reader.GetString(1),
|
||||
reader.GetString(2),
|
||||
reader.GetString(3),
|
||||
reader.GetString(4),
|
||||
reader.GetString(5),
|
||||
reader.GetString(6),
|
||||
reader.GetString(7),
|
||||
reader.GetString(8),
|
||||
reader.IsDBNull(9) ? null : reader.GetInt32(9),
|
||||
reader.GetInt32(10),
|
||||
reader.GetString(11),
|
||||
reader.GetDouble(12),
|
||||
reader.GetString(13),
|
||||
reader.GetInt64(14),
|
||||
ParseUtc(reader.GetString(15)),
|
||||
ParseUtc(reader.GetString(16)),
|
||||
ParseUtc(reader.GetString(17)),
|
||||
reader.GetInt32(18),
|
||||
reader.GetString(19),
|
||||
reader.GetInt32(20)));
|
||||
}
|
||||
|
||||
return results;
|
||||
return results.Select(ToSearchResult).ToList();
|
||||
}
|
||||
|
||||
public override async Task DeleteDataSourceAsync(string dataSourceId, CancellationToken token)
|
||||
{
|
||||
await using var connection = await this.OpenConnectionAsync(token);
|
||||
await ExecuteNonQueryAsync(connection, """
|
||||
DELETE FROM data_sources
|
||||
WHERE data_source_id = $dataSourceId
|
||||
""", token,
|
||||
("$dataSourceId", dataSourceId));
|
||||
await using var context = this.CreateContext();
|
||||
await using var transaction = await context.Database.BeginTransactionAsync(token);
|
||||
|
||||
var parentFileIds = await context.EmbeddedFiles
|
||||
.Where(file => file.DataSourceId == dataSourceId)
|
||||
.Select(file => file.ParentFileId)
|
||||
.ToListAsync(token);
|
||||
|
||||
foreach (var parentFileIdBatch in parentFileIds.Chunk(CHUNK_UPSERT_BATCH_SIZE))
|
||||
await context.EmbeddingChunks
|
||||
.Where(chunk => parentFileIdBatch.Contains(chunk.ParentFileId))
|
||||
.ExecuteDeleteAsync(token);
|
||||
|
||||
await context.DataSources
|
||||
.Where(source => source.DataSourceId == dataSourceId)
|
||||
.ExecuteDeleteAsync(token);
|
||||
|
||||
await transaction.CommitAsync(token);
|
||||
}
|
||||
|
||||
public override void Dispose()
|
||||
@@ -414,198 +313,88 @@ public sealed class SqliteEmbeddingStateClientImplementation(
|
||||
|
||||
private async Task InitializeAsync(CancellationToken token)
|
||||
{
|
||||
await using var connection = await this.OpenConnectionAsync(token);
|
||||
await ExecuteNonQueryAsync(connection, """
|
||||
PRAGMA journal_mode=WAL;
|
||||
PRAGMA foreign_keys=ON;
|
||||
|
||||
CREATE TABLE IF NOT EXISTS data_sources (
|
||||
data_source_id TEXT PRIMARY KEY,
|
||||
data_source_name TEXT NOT NULL,
|
||||
data_source_type TEXT NOT NULL,
|
||||
embedding_provider_id TEXT NOT NULL,
|
||||
embedding_signature TEXT NOT NULL,
|
||||
source_hash TEXT NOT NULL DEFAULT '',
|
||||
vector_size INTEGER NOT NULL DEFAULT 0,
|
||||
updated_at_utc TEXT NOT NULL
|
||||
);
|
||||
|
||||
CREATE TABLE IF NOT EXISTS embedded_files (
|
||||
parent_file_id TEXT PRIMARY KEY,
|
||||
data_source_id TEXT NOT NULL,
|
||||
absolute_path TEXT COLLATE NOCASE NOT NULL,
|
||||
file_name TEXT NOT NULL,
|
||||
relative_path TEXT NOT NULL,
|
||||
file_type TEXT NOT NULL,
|
||||
fingerprint TEXT NOT NULL,
|
||||
file_size INTEGER NOT NULL,
|
||||
creation_utc TEXT NOT NULL,
|
||||
last_write_utc TEXT NOT NULL,
|
||||
embedded_at_utc TEXT NOT NULL,
|
||||
chunk_count INTEGER NOT NULL,
|
||||
compliance_level TEXT NOT NULL,
|
||||
compliance_level_rank INTEGER NOT NULL,
|
||||
FOREIGN KEY (data_source_id)
|
||||
REFERENCES data_sources(data_source_id)
|
||||
ON DELETE CASCADE,
|
||||
UNIQUE(data_source_id, absolute_path)
|
||||
);
|
||||
|
||||
CREATE TABLE IF NOT EXISTS embedding_chunks (
|
||||
id INTEGER PRIMARY KEY AUTOINCREMENT,
|
||||
chunk_id TEXT NOT NULL UNIQUE,
|
||||
parent_file_id TEXT NOT NULL,
|
||||
page_number INTEGER NULL,
|
||||
chunk_index INTEGER NOT NULL,
|
||||
chunk_text TEXT NOT NULL,
|
||||
embedded_at_utc TEXT NOT NULL,
|
||||
FOREIGN KEY (parent_file_id)
|
||||
REFERENCES embedded_files(parent_file_id)
|
||||
ON DELETE CASCADE,
|
||||
UNIQUE(parent_file_id, chunk_index)
|
||||
);
|
||||
|
||||
CREATE INDEX IF NOT EXISTS idx_embedded_files_data_source
|
||||
ON embedded_files(data_source_id);
|
||||
|
||||
CREATE INDEX IF NOT EXISTS idx_embedded_files_absolute_path
|
||||
ON embedded_files(absolute_path);
|
||||
|
||||
CREATE INDEX IF NOT EXISTS idx_embedded_files_file_type
|
||||
ON embedded_files(file_type);
|
||||
|
||||
CREATE INDEX IF NOT EXISTS idx_embedded_files_compliance
|
||||
ON embedded_files(compliance_level_rank);
|
||||
|
||||
CREATE INDEX IF NOT EXISTS idx_embedding_chunks_parent_file
|
||||
ON embedding_chunks(parent_file_id);
|
||||
|
||||
CREATE INDEX IF NOT EXISTS idx_embedding_chunks_page
|
||||
ON embedding_chunks(page_number);
|
||||
|
||||
CREATE VIRTUAL TABLE IF NOT EXISTS embedding_chunks_fts
|
||||
USING fts5(chunk_id UNINDEXED, file_name, chunk_text);
|
||||
|
||||
CREATE TRIGGER IF NOT EXISTS embedding_chunks_ai
|
||||
AFTER INSERT ON embedding_chunks
|
||||
BEGIN
|
||||
INSERT INTO embedding_chunks_fts(rowid, chunk_id, file_name, chunk_text)
|
||||
VALUES (
|
||||
new.id,
|
||||
new.chunk_id,
|
||||
(SELECT file_name FROM embedded_files WHERE parent_file_id = new.parent_file_id),
|
||||
new.chunk_text);
|
||||
END;
|
||||
|
||||
CREATE TRIGGER IF NOT EXISTS embedding_chunks_ad
|
||||
AFTER DELETE ON embedding_chunks
|
||||
BEGIN
|
||||
DELETE FROM embedding_chunks_fts
|
||||
WHERE rowid = old.id;
|
||||
END;
|
||||
|
||||
CREATE TRIGGER IF NOT EXISTS embedding_chunks_au
|
||||
AFTER UPDATE ON embedding_chunks
|
||||
BEGIN
|
||||
DELETE FROM embedding_chunks_fts
|
||||
WHERE rowid = old.id;
|
||||
|
||||
INSERT INTO embedding_chunks_fts(rowid, chunk_id, file_name, chunk_text)
|
||||
VALUES (
|
||||
new.id,
|
||||
new.chunk_id,
|
||||
(SELECT file_name FROM embedded_files WHERE parent_file_id = new.parent_file_id),
|
||||
new.chunk_text);
|
||||
END;
|
||||
|
||||
CREATE TRIGGER IF NOT EXISTS embedded_files_file_name_au
|
||||
AFTER UPDATE OF file_name ON embedded_files
|
||||
BEGIN
|
||||
DELETE FROM embedding_chunks_fts
|
||||
WHERE rowid IN (
|
||||
SELECT id
|
||||
FROM embedding_chunks
|
||||
WHERE parent_file_id = new.parent_file_id
|
||||
);
|
||||
|
||||
INSERT INTO embedding_chunks_fts(rowid, chunk_id, file_name, chunk_text)
|
||||
SELECT id, chunk_id, new.file_name, chunk_text
|
||||
FROM embedding_chunks
|
||||
WHERE parent_file_id = new.parent_file_id;
|
||||
END;
|
||||
""", token);
|
||||
await using var context = this.CreateContext();
|
||||
await EmbeddingStateSchemaMigrator.MigrateAsync(context, token);
|
||||
}
|
||||
|
||||
private async Task<string> GetSqliteVersionAsync(CancellationToken token)
|
||||
{
|
||||
await using var connection = await this.OpenConnectionAsync(token);
|
||||
await using var command = CreateCommand(connection, "SELECT sqlite_version()");
|
||||
var versionObject = await command.ExecuteScalarAsync(token);
|
||||
return Convert.ToString(versionObject, CultureInfo.InvariantCulture) ?? string.Empty;
|
||||
await using var context = this.CreateContext();
|
||||
var versions = await context.Database
|
||||
.SqlQueryRaw<string>("SELECT sqlite_version() AS Value")
|
||||
.ToListAsync(token);
|
||||
return versions.FirstOrDefault() ?? string.Empty;
|
||||
}
|
||||
|
||||
private async Task<long> CountAsync(string tableName, CancellationToken token)
|
||||
private EmbeddingStateDbContext CreateContext() => new(this.dbContextOptions);
|
||||
|
||||
private static void ApplyDataSource(
|
||||
EmbeddingStateDataSourceEntity dataSource,
|
||||
string dataSourceName,
|
||||
string dataSourceType,
|
||||
string embeddingProviderId,
|
||||
string embeddingSignature,
|
||||
string sourceHash,
|
||||
int vectorSize)
|
||||
{
|
||||
await using var connection = await this.OpenConnectionAsync(token);
|
||||
await using var command = CreateCommand(connection, $"SELECT COUNT(*) FROM {tableName}");
|
||||
var countObject = await command.ExecuteScalarAsync(token);
|
||||
return Convert.ToInt64(countObject, CultureInfo.InvariantCulture);
|
||||
dataSource.DataSourceName = dataSourceName;
|
||||
dataSource.DataSourceType = dataSourceType;
|
||||
dataSource.EmbeddingProviderId = embeddingProviderId;
|
||||
dataSource.EmbeddingSignature = embeddingSignature;
|
||||
dataSource.SourceHash = sourceHash;
|
||||
dataSource.VectorSize = vectorSize;
|
||||
dataSource.UpdatedAtUtc = DateTime.UtcNow;
|
||||
}
|
||||
|
||||
private async Task<SqliteConnection> OpenConnectionAsync(CancellationToken token)
|
||||
private static void ApplyFile(EmbeddingStateFileEntity fileEntity, string dataSourceId, EmbeddingStateFile file)
|
||||
{
|
||||
var connection = new SqliteConnection(this.connectionString);
|
||||
await connection.OpenAsync(token);
|
||||
return connection;
|
||||
fileEntity.DataSourceId = dataSourceId;
|
||||
fileEntity.AbsolutePath = file.AbsolutePath;
|
||||
fileEntity.FileName = file.FileName;
|
||||
fileEntity.RelativePath = file.RelativePath;
|
||||
fileEntity.FileType = file.FileType;
|
||||
fileEntity.Fingerprint = file.Fingerprint;
|
||||
fileEntity.FileSize = file.FileSize;
|
||||
fileEntity.CreationUtc = file.CreationUtc;
|
||||
fileEntity.LastWriteUtc = file.LastWriteUtc;
|
||||
fileEntity.EmbeddedAtUtc = file.EmbeddedAtUtc;
|
||||
fileEntity.ChunkCount = file.ChunkCount;
|
||||
fileEntity.ComplianceLevel = file.ComplianceLevel;
|
||||
fileEntity.ComplianceLevelRank = file.ComplianceLevelRank;
|
||||
}
|
||||
|
||||
private static SqliteCommand CreateCommand(SqliteConnection connection, string commandText)
|
||||
private static void ApplyChunk(EmbeddingStateChunkEntity chunkEntity, EmbeddingStateChunk chunk)
|
||||
{
|
||||
var command = connection.CreateCommand();
|
||||
command.CommandText = commandText;
|
||||
return command;
|
||||
chunkEntity.ChunkId = chunk.ChunkId;
|
||||
chunkEntity.ParentFileId = chunk.ParentFileId;
|
||||
chunkEntity.PageNumber = chunk.PageNumber;
|
||||
chunkEntity.ChunkIndex = chunk.ChunkIndex;
|
||||
chunkEntity.ChunkText = chunk.ChunkText;
|
||||
chunkEntity.EmbeddedAtUtc = chunk.EmbeddedAtUtc;
|
||||
}
|
||||
|
||||
private static async Task ExecuteNonQueryAsync(
|
||||
SqliteConnection connection,
|
||||
string commandText,
|
||||
CancellationToken token,
|
||||
params (string Name, object? Value)[] parameters)
|
||||
{
|
||||
await using var command = CreateCommand(connection, commandText);
|
||||
foreach (var (name, value) in parameters)
|
||||
command.Parameters.AddWithValue(name, value ?? DBNull.Value);
|
||||
|
||||
await command.ExecuteNonQueryAsync(token);
|
||||
}
|
||||
|
||||
private static async Task ExecuteNonQueryAsync(
|
||||
SqliteConnection connection,
|
||||
SqliteTransaction transaction,
|
||||
string commandText,
|
||||
CancellationToken token,
|
||||
params (string Name, object? Value)[] parameters)
|
||||
{
|
||||
await using var command = CreateCommand(connection, commandText);
|
||||
command.Transaction = transaction;
|
||||
foreach (var (name, value) in parameters)
|
||||
command.Parameters.AddWithValue(name, value ?? DBNull.Value);
|
||||
|
||||
await command.ExecuteNonQueryAsync(token);
|
||||
}
|
||||
|
||||
private static string ToUtcText(DateTime dateTime)
|
||||
{
|
||||
var utc = dateTime.Kind is DateTimeKind.Utc ? dateTime : dateTime.ToUniversalTime();
|
||||
return utc.ToString("O", CultureInfo.InvariantCulture);
|
||||
}
|
||||
|
||||
private static DateTime ParseUtc(string value)
|
||||
{
|
||||
return DateTime.TryParse(value, CultureInfo.InvariantCulture, DateTimeStyles.RoundtripKind, out var dateTime)
|
||||
? dateTime.ToUniversalTime()
|
||||
: DateTime.UnixEpoch;
|
||||
}
|
||||
private static EmbeddingStateSearchResult ToSearchResult(EmbeddingStateSearchResultEntity result) => new(
|
||||
result.ChunkId,
|
||||
result.ParentFileId,
|
||||
result.DataSourceId,
|
||||
result.DataSourceName,
|
||||
result.DataSourceType,
|
||||
result.AbsolutePath,
|
||||
result.FileName,
|
||||
result.RelativePath,
|
||||
result.FileType,
|
||||
result.PageNumber,
|
||||
result.ChunkIndex,
|
||||
result.ChunkText,
|
||||
result.Score,
|
||||
result.Fingerprint,
|
||||
result.FileSize,
|
||||
result.CreationUtc,
|
||||
result.LastWriteUtc,
|
||||
result.EmbeddedAtUtc,
|
||||
result.ChunkCount,
|
||||
result.ComplianceLevel,
|
||||
result.ComplianceLevelRank);
|
||||
|
||||
private static string BuildFtsQuery(string query)
|
||||
{
|
||||
|
||||
Reference in new issue
Block a user