mirror of
https://github.com/nomic-ai/gpt4all
synced 2024-11-18 03:25:46 +00:00
Cleanup of the database, better chunking, better matching.
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5f533e76a1
commit
54fc980cb5
@ -113,20 +113,20 @@ QStringList generateGrams(const QString &input, int N)
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for (int i = 0; i < words.size() - (N - 1); ++i) {
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QStringList currentNgram;
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for (int j = 0; j < N; ++j) {
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currentNgram.append(words[i + j]);
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currentNgram.append("\"" + words[i + j] + "\"");
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}
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ngrams.append("\"" + currentNgram.join(" ") + "\"");
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ngrams.append("NEAR(" + currentNgram.join(" ") + ", " + QString::number(N) + ")");
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}
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return ngrams;
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}
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bool selectChunk(QSqlQuery &q, const QList<QString> &collection_names, const QString &chunk_text)
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{
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for (int N = 5; N > 1; N--) {
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const int N_WORDS = chunk_text.split(QRegularExpression("\\s+")).size();
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for (int N = N_WORDS; N > 2; N--) {
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// first try trigrams
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QList<QString> text = generateGrams(chunk_text, N);
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QString orText = text.join(" OR ");
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qDebug() << "before" << chunk_text << "after" << orText;
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const QString collection_names_str = collection_names.join("', '");
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const QString formatted_query = SELECT_SQL.arg("'" + collection_names_str + "'");
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if (!q.prepare(formatted_query))
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@ -135,6 +135,9 @@ bool selectChunk(QSqlQuery &q, const QList<QString> &collection_names, const QSt
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bool success = q.exec();
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if (!success) return false;
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if (q.next()) {
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#if defined(DEBUG)
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qDebug() << "hit on" << N << "before" << chunk_text << "after" << orText;
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#endif
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q.previous();
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return true;
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}
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@ -175,6 +178,10 @@ const auto SELECT_COLLECTIONS_FROM_FOLDER_SQL = QLatin1String(R"(
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select collection_name from collections where folder_id = ?;
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)");
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const auto SELECT_COLLECTIONS_SQL = QLatin1String(R"(
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select collection_name, folder_id from collections;
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)");
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bool addCollection(QSqlQuery &q, const QString &collection_name, int folder_id)
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{
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if (!q.prepare(INSERT_COLLECTION_SQL))
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@ -215,6 +222,16 @@ bool selectCollectionsFromFolder(QSqlQuery &q, int folder_id, QList<QString> *co
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return true;
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}
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bool selectAllFromCollections(QSqlQuery &q, QList<QPair<QString, int>> *collections) {
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if (!q.prepare(SELECT_COLLECTIONS_SQL))
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return false;
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if (!q.exec())
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return false;
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while (q.next())
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collections->append(qMakePair(q.value(0).toString(), q.value(1).toInt()));
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return true;
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}
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const auto INSERT_FOLDERS_SQL = QLatin1String(R"(
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insert into folders(folder_path) values(?);
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)");
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@ -223,10 +240,14 @@ const auto DELETE_FOLDERS_SQL = QLatin1String(R"(
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delete from folders where id = ?;
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)");
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const auto SELECT_FOLDERS_SQL = QLatin1String(R"(
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const auto SELECT_FOLDERS_FROM_PATH_SQL = QLatin1String(R"(
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select id from folders where folder_path = ?;
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)");
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const auto SELECT_FOLDERS_FROM_ID_SQL = QLatin1String(R"(
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select folder_path from folders where id = ?;
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)");
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const auto FOLDERS_SQL = QLatin1String(R"(
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create table folders(id integer primary key, folder_path varchar unique);
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)");
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@ -250,7 +271,7 @@ bool removeFolderFromDB(QSqlQuery &q, int folder_id) {
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}
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bool selectFolder(QSqlQuery &q, const QString &folder_path, int *id) {
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if (!q.prepare(SELECT_FOLDERS_SQL))
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if (!q.prepare(SELECT_FOLDERS_FROM_PATH_SQL))
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return false;
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q.addBindValue(folder_path);
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if (!q.exec())
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@ -261,6 +282,18 @@ bool selectFolder(QSqlQuery &q, const QString &folder_path, int *id) {
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return true;
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}
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bool selectFolder(QSqlQuery &q, int id, QString *folder_path) {
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if (!q.prepare(SELECT_FOLDERS_FROM_ID_SQL))
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return false;
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q.addBindValue(id);
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if (!q.exec())
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return false;
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Q_ASSERT(q.size() < 2);
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if (q.next())
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*folder_path = q.value(0).toString();
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return true;
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}
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const auto INSERT_DOCUMENTS_SQL = QLatin1String(R"(
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insert into documents(folder_id, document_time, document_path) values(?, ?, ?);
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)");
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@ -285,6 +318,10 @@ const auto SELECT_DOCUMENTS_SQL = QLatin1String(R"(
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select id from documents where folder_id = ?;
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)");
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const auto SELECT_ALL_DOCUMENTS_SQL = QLatin1String(R"(
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select id, document_path from documents;
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)");
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bool addDocument(QSqlQuery &q, int folder_id, qint64 document_time, const QString &document_path, int *document_id)
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{
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if (!q.prepare(INSERT_DOCUMENTS_SQL))
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@ -441,22 +478,30 @@ void Database::handleDocumentErrorAndScheduleNext(const QString &errorMessage,
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void Database::chunkStream(QTextStream &stream, int document_id)
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{
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QString text = stream.readAll();
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int chunkSize = 256;
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int overlap = 25;
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const int chunkSize = 256;
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int chunk_id = 0;
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int charCount = 0;
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QList<QString> words;
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for (int i = 0; i + chunkSize < text.length(); i += (chunkSize - overlap)) {
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QString chunk = text.mid(i, chunkSize);
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QSqlQuery q;
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if (!addChunk(q,
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document_id,
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++chunk_id,
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chunk,
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0 /*embedding_id*/,
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QString() /*embedding_path*/
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)) {
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qWarning() << "ERROR: Could not insert chunk into db" << q.lastError();
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while (!stream.atEnd()) {
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QString word;
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stream >> word;
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charCount += word.length();
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words.append(word);
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if (charCount + words.size() - 1 >= chunkSize || stream.atEnd()) {
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const QString chunk = words.join(" ");
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QSqlQuery q;
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if (!addChunk(q,
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document_id,
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++chunk_id,
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chunk,
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0 /*embedding_id*/,
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QString() /*embedding_path*/
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)) {
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qWarning() << "ERROR: Could not insert chunk into db" << q.lastError();
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}
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words.clear();
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charCount = 0;
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}
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}
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}
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@ -466,7 +511,18 @@ void Database::scanQueue()
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if (m_docsToScan.isEmpty())
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return;
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const DocumentInfo info = m_docsToScan.dequeue();
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DocumentInfo info = m_docsToScan.dequeue();
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// Update info
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info.doc.stat();
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// If the doc has since been deleted or no longer readable, then we schedule more work and return
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// leaving the cleanup for the cleanup handler
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if (!info.doc.exists() || !info.doc.isReadable()) {
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if (!m_docsToScan.isEmpty()) QTimer::singleShot(0, this, &Database::scanQueue);
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return;
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}
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const int folder_id = info.folder;
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const qint64 document_time = info.doc.fileTime(QFile::FileModificationTime).toMSecsSinceEpoch();
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const QString document_path = info.doc.canonicalFilePath();
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@ -565,7 +621,6 @@ void Database::scanDocuments(int folder_id, const QString &folder_path)
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while (it.hasNext()) {
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it.next();
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QFileInfo fileInfo = it.fileInfo();
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fileInfo.setCaching(false);
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if (fileInfo.isDir()) {
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addFolderToWatch(fileInfo.canonicalFilePath());
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continue;
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@ -663,7 +718,13 @@ void Database::removeFolder(const QString &collection, const QString &path)
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return;
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}
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removeFolderInternal(collection, folder_id, path);
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}
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void Database::removeFolderInternal(const QString &collection, int folder_id, const QString &path)
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{
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// Determine if the folder is used by more than one collection
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QSqlQuery q;
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QList<QString> collections;
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if (!selectCollectionsFromFolder(q, folder_id, &collections)) {
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qWarning() << "ERROR: Cannot select collections from folder" << folder_id << q.lastError();
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@ -771,6 +832,73 @@ void Database::retrieveFromDB(const QList<QString> &collections, const QString &
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emit retrieveResult(results);
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}
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void Database::cleanDB()
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{
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#if defined(DEBUG)
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qDebug() << "cleanDB";
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#endif
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// Scan all folders in db to make sure they still exist
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QSqlQuery q;
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QList<QPair<QString, int>> collections;
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if (!selectAllFromCollections(q, &collections)) {
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qWarning() << "ERROR: Cannot select collections" << q.lastError();
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return;
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}
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for (auto pair : collections) {
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// Find the path for the folder
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QString collection = pair.first;
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int folder_id = pair.second;
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QString folder_path;
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if (!selectFolder(q, folder_id, &folder_path)) {
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qWarning() << "ERROR: Cannot select folder from id" << folder_id << q.lastError();
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return;
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}
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QFileInfo info(folder_path);
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if (!info.exists() || !info.isReadable()) {
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#if defined(DEBUG)
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qDebug() << "clean db removing folder" << folder_id << folder_path;
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#endif
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removeFolderInternal(collection, folder_id, folder_path);
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}
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}
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// Scan all documents in db to make sure they still exist
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if (!q.prepare(SELECT_ALL_DOCUMENTS_SQL)) {
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qWarning() << "ERROR: Cannot prepare sql for select all documents" << q.lastError();
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return;
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}
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if (!q.exec()) {
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qWarning() << "ERROR: Cannot exec sql for select all documents" << q.lastError();
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return;
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}
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while (q.next()) {
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int document_id = q.value(0).toInt();
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QString document_path = q.value(1).toString();
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QFileInfo info(document_path);
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if (info.exists() && info.isReadable())
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continue;
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#if defined(DEBUG)
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qDebug() << "clean db removing document" << document_id << document_path;
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#endif
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// Remove all chunks and documents that either don't exist or have become unreadable
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QSqlQuery query;
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if (!removeChunksByDocumentId(query, document_id)) {
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qWarning() << "ERROR: Cannot remove chunks of document_id" << document_id << query.lastError();
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}
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if (!removeDocument(query, document_id)) {
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qWarning() << "ERROR: Cannot remove document_id" << document_id << query.lastError();
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}
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}
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}
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void Database::directoryChanged(const QString &path)
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{
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#if defined(DEBUG)
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@ -794,6 +922,9 @@ void Database::directoryChanged(const QString &path)
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return;
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}
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// Clean the database
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cleanDB();
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// Rescan the documents associated with the folder
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scanDocuments(folder_id, path);
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}
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@ -26,6 +26,7 @@ public Q_SLOTS:
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void addFolder(const QString &collection, const QString &path);
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void removeFolder(const QString &collection, const QString &path);
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void retrieveFromDB(const QList<QString> &collections, const QString &text);
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void cleanDB();
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Q_SIGNALS:
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void docsToScanChanged();
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@ -38,6 +39,7 @@ private Q_SLOTS:
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bool removeFolderFromWatch(const QString &path);
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private:
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void removeFolderInternal(const QString &collection, int folder_id, const QString &path);
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void chunkStream(QTextStream &stream, int document_id);
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void handleDocumentErrorAndScheduleNext(const QString &errorMessage,
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int document_id, const QString &document_path, const QSqlError &error);
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