import fs from "fs"; import readline from "readline"; import { QdrantClient } from "@qdrant/js-client-rest"; import path from "path"; if (!process.env.QDRANT_URL || !process.env.QDRANT_COLLECTION) { throw new Error("Please set QDRANT_URL and QDRANT_COLLECTION env variables"); } /** * RUN EXAMPLE: * ╰─❯ QDRANT_URL=http://localhost:6333/ QDRANT_COLLECTION=swiss-civil-code node insert-into-qdrant.js */ export async function RUN() { const client = new QdrantClient({ url: process.env.QDRANT_URL }); let index = 0; const file = path.join( process.cwd(), "data", "swiss-code-of-obligations-en-paraphrase-multilingual-mpnet-base-v2.jsonl" ); readLines(file, async (line) => { index++; const title = line.headings.slice(-1)[0]; const { vector, ...payload } = line; console.log(index, title); await client.upsert(process.env.QDRANT_COLLECTION, { wait: true, points: [{ id: index, vector, payload: { title, ...payload } }], }); }); } // Run the script await RUN(); // async function for reading a file line by line and invoking a callback async sequentially export async function readLines(filePath, func) { const fileStream = fs.createReadStream(filePath); const rl = readline.createInterface({ input: fileStream, crlfDelay: Infinity, }); for await (const line of rl) { await func(JSON.parse(line)); } }