ente/mobile/lib/db/ml/clip_db.dart
2024-09-03 21:04:30 +02:00

137 lines
4.7 KiB
Dart

import "dart:io";
import "dart:typed_data";
import "package:photos/core/event_bus.dart";
import "package:photos/db/ml/db.dart";
import "package:photos/db/ml/db_fields.dart";
import "package:photos/events/embedding_updated_event.dart";
import "package:photos/models/ml/clip.dart";
import "package:photos/models/ml/ml_versions.dart";
import "package:photos/models/ml/vector.dart";
extension ClipDB on MLDataDB {
static const databaseName = "ente.embeddings.db";
Future<List<ClipEmbedding>> getAllClipEmbeddings() async {
final db = await MLDataDB.instance.asyncDB;
final results = await db.getAll('SELECT * FROM $clipTable');
return _convertToEmbeddings(results);
}
Future<List<EmbeddingVector>> getAllClipVectors() async {
final db = await MLDataDB.instance.asyncDB;
final results = await db.getAll('SELECT * FROM $clipTable');
return _convertToVectors(results);
}
// Get indexed FileIDs
Future<Map<int, int>> clipIndexedFileWithVersion() async {
final db = await MLDataDB.instance.asyncDB;
final maps = await db
.getAll('SELECT $fileIDColumn , $mlVersionColumn FROM $clipTable');
final Map<int, int> result = {};
for (final map in maps) {
result[map[fileIDColumn] as int] = map[mlVersionColumn] as int;
}
return result;
}
Future<int> getClipIndexedFileCount({
int minimumMlVersion = clipMlVersion,
}) async {
final db = await MLDataDB.instance.asyncDB;
final String query =
'SELECT COUNT(DISTINCT $fileIDColumn) as count FROM $clipTable WHERE $mlVersionColumn >= $minimumMlVersion';
final List<Map<String, dynamic>> maps = await db.getAll(query);
return maps.first['count'] as int;
}
Future<void> put(ClipEmbedding embedding) async {
final db = await MLDataDB.instance.asyncDB;
await db.execute(
'INSERT OR REPLACE INTO $clipTable ($fileIDColumn, $embeddingColumn, $mlVersionColumn) VALUES (?, ?, ?)',
_getRowFromEmbedding(embedding),
);
Bus.instance.fire(EmbeddingUpdatedEvent());
}
Future<void> putMany(List<ClipEmbedding> embeddings) async {
if (embeddings.isEmpty) return;
final db = await MLDataDB.instance.asyncDB;
final inputs = embeddings.map((e) => _getRowFromEmbedding(e)).toList();
await db.executeBatch(
'INSERT OR REPLACE INTO $clipTable ($fileIDColumn, $embeddingColumn, $mlVersionColumn) values(?, ?, ?)',
inputs,
);
Bus.instance.fire(EmbeddingUpdatedEvent());
}
Future<void> deleteClipEmbeddings(List<int> fileIDs) async {
final db = await MLDataDB.instance.asyncDB;
await db.execute(
'DELETE FROM $clipTable WHERE $fileIDColumn IN (${fileIDs.join(", ")})',
);
Bus.instance.fire(EmbeddingUpdatedEvent());
}
Future<void> deleteClipIndexes() async {
final db = await MLDataDB.instance.asyncDB;
await db.execute('DELETE FROM $clipTable');
Bus.instance.fire(EmbeddingUpdatedEvent());
}
List<ClipEmbedding> _convertToEmbeddings(List<Map<String, dynamic>> results) {
final List<ClipEmbedding> embeddings = [];
for (final result in results) {
final embedding = _getEmbeddingFromRow(result);
if (embedding.isEmpty) continue;
embeddings.add(embedding);
}
return embeddings;
}
List<EmbeddingVector> _convertToVectors(List<Map<String, dynamic>> results) {
final List<EmbeddingVector> embeddings = [];
for (final result in results) {
final embedding = _getVectorFromRow(result);
if (embedding.isEmpty) continue;
embeddings.add(embedding);
}
return embeddings;
}
ClipEmbedding _getEmbeddingFromRow(Map<String, dynamic> row) {
final fileID = row[fileIDColumn] as int;
final bytes = row[embeddingColumn] as Uint8List;
final version = row[mlVersionColumn] as int;
final list = Float32List.view(bytes.buffer);
return ClipEmbedding(fileID: fileID, embedding: list, version: version);
}
EmbeddingVector _getVectorFromRow(Map<String, dynamic> row) {
final fileID = row[fileIDColumn] as int;
final bytes = row[embeddingColumn] as Uint8List;
final list = Float32List.view(bytes.buffer);
return EmbeddingVector(fileID: fileID, embedding: list);
}
List<Object?> _getRowFromEmbedding(ClipEmbedding embedding) {
return [
embedding.fileID,
Float32List.fromList(embedding.embedding).buffer.asUint8List(),
embedding.version,
];
}
Future<void> _clearDeprecatedStores(Directory dir) async {
final deprecatedObjectBox = Directory(dir.path + "/object-box-store");
if (await deprecatedObjectBox.exists()) {
await deprecatedObjectBox.delete(recursive: true);
}
final deprecatedIsar = File(dir.path + "/default.isar");
if (await deprecatedIsar.exists()) {
await deprecatedIsar.delete();
}
}
}