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https://github.com/zadam/trilium.git
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I can create embeddings now?
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perf3ct
parent
6ace4d5692
commit
0daa9e717f
@ -17,62 +17,55 @@ async function findSimilarNotes(req: Request, res: Response) {
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const threshold = parseFloat(req.query.threshold as string || '0.7');
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if (!noteId) {
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return res.status(400).send({
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return [400, {
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success: false,
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message: "Note ID is required"
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});
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}];
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}
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try {
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const embedding = await vectorStore.getEmbeddingForNote(noteId, providerId, modelId);
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const embedding = await vectorStore.getEmbeddingForNote(noteId, providerId, modelId);
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if (!embedding) {
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// If no embedding exists for this note yet, generate one
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const note = becca.getNote(noteId);
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if (!note) {
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return res.status(404).send({
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success: false,
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message: "Note not found"
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});
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}
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const context = await vectorStore.getNoteEmbeddingContext(noteId);
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const provider = providerManager.getEmbeddingProvider(providerId);
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if (!provider) {
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return res.status(400).send({
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success: false,
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message: `Embedding provider '${providerId}' not found`
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});
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}
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const newEmbedding = await provider.generateNoteEmbeddings(context);
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await vectorStore.storeNoteEmbedding(noteId, providerId, modelId, newEmbedding);
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const similarNotes = await vectorStore.findSimilarNotes(
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newEmbedding, providerId, modelId, limit, threshold
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);
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return res.send({
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success: true,
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similarNotes
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});
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if (!embedding) {
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// If no embedding exists for this note yet, generate one
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const note = becca.getNote(noteId);
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if (!note) {
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return [404, {
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success: false,
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message: "Note not found"
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}];
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}
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const context = await vectorStore.getNoteEmbeddingContext(noteId);
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const provider = providerManager.getEmbeddingProvider(providerId);
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if (!provider) {
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return [400, {
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success: false,
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message: `Embedding provider '${providerId}' not found`
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}];
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}
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const newEmbedding = await provider.generateNoteEmbeddings(context);
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await vectorStore.storeNoteEmbedding(noteId, providerId, modelId, newEmbedding);
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const similarNotes = await vectorStore.findSimilarNotes(
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embedding.embedding, providerId, modelId, limit, threshold
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newEmbedding, providerId, modelId, limit, threshold
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);
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return res.send({
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return {
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success: true,
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similarNotes
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});
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} catch (error: any) {
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return res.status(500).send({
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success: false,
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message: error.message || "Unknown error"
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});
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};
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}
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const similarNotes = await vectorStore.findSimilarNotes(
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embedding.embedding, providerId, modelId, limit, threshold
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);
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return {
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success: true,
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similarNotes
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};
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}
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/**
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@ -86,58 +79,45 @@ async function searchByText(req: Request, res: Response) {
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const threshold = parseFloat(req.query.threshold as string || '0.7');
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if (!text) {
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return res.status(400).send({
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return [400, {
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success: false,
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message: "Search text is required"
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});
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}];
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}
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try {
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const provider = providerManager.getEmbeddingProvider(providerId);
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const provider = providerManager.getEmbeddingProvider(providerId);
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if (!provider) {
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return res.status(400).send({
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success: false,
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message: `Embedding provider '${providerId}' not found`
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});
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}
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// Generate embedding for the search text
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const embedding = await provider.generateEmbeddings(text);
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// Find similar notes
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const similarNotes = await vectorStore.findSimilarNotes(
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embedding, providerId, modelId, limit, threshold
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);
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return res.send({
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success: true,
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similarNotes
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});
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} catch (error: any) {
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return res.status(500).send({
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if (!provider) {
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return [400, {
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success: false,
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message: error.message || "Unknown error"
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});
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message: `Embedding provider '${providerId}' not found`
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}];
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}
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// Generate embedding for the search text
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const embedding = await provider.generateEmbeddings(text);
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// Find similar notes
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const similarNotes = await vectorStore.findSimilarNotes(
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embedding, providerId, modelId, limit, threshold
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);
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return {
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success: true,
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similarNotes
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};
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}
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/**
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* Get embedding providers
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*/
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async function getProviders(req: Request, res: Response) {
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try {
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const providerConfigs = await providerManager.getEmbeddingProviderConfigs();
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return res.send({
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success: true,
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providers: providerConfigs
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});
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} catch (error: any) {
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return res.status(500).send({
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success: false,
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message: error.message || "Unknown error"
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});
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}
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const providerConfigs = await providerManager.getEmbeddingProviderConfigs();
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return {
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success: true,
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providers: providerConfigs
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};
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}
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/**
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@ -147,96 +127,68 @@ async function updateProvider(req: Request, res: Response) {
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const { providerId } = req.params;
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const { isEnabled, priority, config } = req.body;
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try {
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const success = await providerManager.updateEmbeddingProviderConfig(
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providerId, isEnabled, priority, config
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);
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const success = await providerManager.updateEmbeddingProviderConfig(
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providerId, isEnabled, priority, config
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);
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if (!success) {
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return res.status(404).send({
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success: false,
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message: "Provider not found"
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});
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}
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return res.send({
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success: true
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});
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} catch (error: any) {
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return res.status(500).send({
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if (!success) {
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return [404, {
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success: false,
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message: error.message || "Unknown error"
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});
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message: "Provider not found"
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}];
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}
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return {
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success: true
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};
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}
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/**
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* Manually trigger a reprocessing of all notes
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*/
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async function reprocessAllNotes(req: Request, res: Response) {
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// Wrap in a try-catch to handle errors
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try {
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// Start the reprocessing operation in the background
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// and immediately respond to the client
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res.send({
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success: true,
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message: "Embedding reprocessing started in the background"
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});
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// Continue processing in the background after sending the response
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setTimeout(async () => {
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try {
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await vectorStore.reprocessAllNotes();
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log.info("Embedding reprocessing completed successfully");
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} catch (error: any) {
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log.error(`Error during background embedding reprocessing: ${error.message || "Unknown error"}`);
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}
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}, 0);
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} catch (error: any) {
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// Only catch errors that happen before we send the response
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log.error(`Error initiating embedding reprocessing: ${error.message || "Unknown error"}`);
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if (!res.headersSent) {
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res.status(500).send({
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success: false,
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message: error.message || "Unknown error"
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});
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// Start the reprocessing operation in the background
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setTimeout(async () => {
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try {
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await vectorStore.reprocessAllNotes();
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log.info("Embedding reprocessing completed successfully");
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} catch (error: any) {
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log.error(`Error during background embedding reprocessing: ${error.message || "Unknown error"}`);
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}
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}
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}, 0);
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// Return the response data
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return {
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success: true,
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message: "Embedding reprocessing started in the background"
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};
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}
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/**
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* Get embedding queue status
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*/
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async function getQueueStatus(req: Request, res: Response) {
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try {
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// Use the imported sql instead of requiring it
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const queueCount = await sql.getValue(
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"SELECT COUNT(*) FROM embedding_queue"
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);
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// Use the imported sql instead of requiring it
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const queueCount = await sql.getValue(
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"SELECT COUNT(*) FROM embedding_queue"
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);
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const failedCount = await sql.getValue(
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"SELECT COUNT(*) FROM embedding_queue WHERE attempts > 0"
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);
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const failedCount = await sql.getValue(
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"SELECT COUNT(*) FROM embedding_queue WHERE attempts > 0"
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);
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const totalEmbeddingsCount = await sql.getValue(
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"SELECT COUNT(*) FROM note_embeddings"
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);
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const totalEmbeddingsCount = await sql.getValue(
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"SELECT COUNT(*) FROM note_embeddings"
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);
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return res.send({
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success: true,
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status: {
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queueCount,
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failedCount,
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totalEmbeddingsCount
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}
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});
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} catch (error: any) {
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return res.status(500).send({
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success: false,
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message: error.message || "Unknown error"
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});
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}
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return {
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success: true,
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status: {
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queueCount,
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failedCount,
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totalEmbeddingsCount
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}
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};
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}
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export default {
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@ -372,12 +372,12 @@ function register(app: express.Application) {
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etapiBackupRoute.register(router);
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// Embeddings API endpoints
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route(GET, "/api/embeddings/similar/:noteId", [auth.checkApiAuth], embeddingsRoute.findSimilarNotes, apiResultHandler);
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route(PST, "/api/embeddings/search", [auth.checkApiAuth, csrfMiddleware], embeddingsRoute.searchByText, apiResultHandler);
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route(GET, "/api/embeddings/providers", [auth.checkApiAuth], embeddingsRoute.getProviders, apiResultHandler);
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route(PATCH, "/api/embeddings/providers/:providerId", [auth.checkApiAuth, csrfMiddleware], embeddingsRoute.updateProvider, apiResultHandler);
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route(PST, "/api/embeddings/reprocess", [auth.checkApiAuth, csrfMiddleware], embeddingsRoute.reprocessAllNotes, apiResultHandler);
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route(GET, "/api/embeddings/queue-status", [auth.checkApiAuth], embeddingsRoute.getQueueStatus, apiResultHandler);
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apiRoute(GET, "/api/embeddings/similar/:noteId", embeddingsRoute.findSimilarNotes);
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apiRoute(PST, "/api/embeddings/search", embeddingsRoute.searchByText);
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apiRoute(GET, "/api/embeddings/providers", embeddingsRoute.getProviders);
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apiRoute(PATCH, "/api/embeddings/providers/:providerId", embeddingsRoute.updateProvider);
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apiRoute(PST, "/api/embeddings/reprocess", embeddingsRoute.reprocessAllNotes);
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apiRoute(GET, "/api/embeddings/queue-status", embeddingsRoute.getQueueStatus);
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// Ollama API endpoints
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route(PST, "/api/ollama/list-models", [auth.checkApiAuth, csrfMiddleware], ollamaRoute.listModels, apiResultHandler);
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