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Replace JSON-string embeddings with native pgvector(1536) storage and add PostgreSQL full-text search (tsvector/GIN) with Reciprocal Rank Fusion for hybrid keyword + semantic ranking. Changes: - NoteEmbedding.embedding: String → vector(1536) via pgvector - NoteEmbedding: added updatedAt for reindex tracking - Note: added tsv (tsvector) with auto-update trigger for FTS - semantic-search.service: hybrid FTS + vector search with RRF fusion - embedding.service: toVectorString() for pgvector SQL literals - Removed JS-side cosine similarity loops (now DB-side via <=>) - Added HNSW index on NoteEmbedding.embedding (cosine distance) - Added GIN index on Note.tsv for FTS queries Schema migration in: prisma/migrations/20260512120000_pgvector_and_fts_search/ Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
50 lines
1.3 KiB
TypeScript
50 lines
1.3 KiB
TypeScript
import { NextRequest, NextResponse } from 'next/server'
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import { auth } from '@/auth'
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import { prisma } from '@/lib/prisma'
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import { semanticSearchService } from '@/lib/ai/services/semantic-search.service'
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export async function POST(req: NextRequest) {
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try {
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const session = await auth()
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if (!session?.user?.id) {
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return NextResponse.json({ success: false, error: 'Unauthorized' }, { status: 401 })
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}
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const userId = session.user.id
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const notes = await prisma.note.findMany({
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where: { userId, trashedAt: null },
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select: { id: true }
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})
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let processedCount = 0
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let failedCount = 0
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const BATCH_SIZE = 20
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for (let i = 0; i < notes.length; i += BATCH_SIZE) {
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const batch = notes.slice(i, i + BATCH_SIZE)
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const results = await Promise.allSettled(
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batch.map(note => semanticSearchService.indexNote(note.id))
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)
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for (const r of results) {
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if (r.status === 'fulfilled') processedCount++
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else failedCount++
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}
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}
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return NextResponse.json({
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success: true,
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count: processedCount,
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failed: failedCount,
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total: notes.length
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})
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} catch (error) {
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console.error('Reindex error:', error)
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return NextResponse.json(
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{ success: false, error: 'Failed to reindex notes' },
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{ status: 500 }
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)
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}
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}
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