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Momento/memento-note/scripts/test-backend-logic.ts
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feat: migrate semantic search to pgvector + full-text search
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>
2026-05-12 07:03:56 +00:00

41 lines
1.2 KiB
TypeScript

import { prisma } from '../lib/prisma'
function parseNote(dbNote: any) {
return {
...dbNote,
checkItems: dbNote.checkItems ? JSON.parse(dbNote.checkItems) : null,
labels: dbNote.labels ? JSON.parse(dbNote.labels) : null,
images: dbNote.images ? JSON.parse(dbNote.images) : null,
links: dbNote.links ? JSON.parse(dbNote.links) : null,
sharedWith: dbNote.sharedWith ? JSON.parse(dbNote.sharedWith) : [],
size: dbNote.size || 'small',
}
}
async function main() {
console.log('Testing parseNote logic...')
const rawNote = await prisma.note.findFirst({
where: { size: 'large' }
})
if (!rawNote) {
console.error('No large note found in DB.')
return
}
console.log('Raw Note from DB:', { id: rawNote.id, size: rawNote.size })
const parsed = parseNote(rawNote)
console.log('Parsed Note:', { id: parsed.id, size: parsed.size })
if (parsed.size === 'large') {
console.log('parseNote preserves size correctly.')
} else {
console.error('parseNote returned wrong size:', parsed.size)
}
}
main().catch(console.error).finally(() => prisma.$disconnect())