Search with payload

import asyncio
from actian_vectorai import AsyncVectorAIClient
import random

async def main():
    # Connect to VectorAI DB server
    async with AsyncVectorAIClient("localhost:6574") as client:
        # Generate query vector
        query_vector = [random.gauss(0, 1) for _ in range(128)]
        
        # Include metadata in results (default is True)
        results = await client.points.search(
            "my_collection",  # Collection name
            vector=query_vector,  # Query vector
            limit=10,  # Number of results
            with_payload=True  # Include payload metadata
        )
        
        # Display results with payload
        for result in results:
            print(f"ID: {result.id}, Score: {result.score}")
            print(f"Payload: {result.payload}")
            print("-" * 50)

asyncio.run(main())

import { VectorAIClient } from '@actian/vectorai-client';

async function main() {
    const client = new VectorAIClient('localhost:6574');

    try {
        // Generate query vector
        const queryVector = Array.from({ length: 128 }, () => Math.random() * 2 - 1);

        // Include metadata in results (default is true)
        const results = await client.points.search(
            'my_collection',  // Collection name
            queryVector,      // Query vector
            {
                limit: 10,         // Number of results
                withPayload: true  // Include payload metadata
            }
        );

        // Display results with payload
        for (const result of results) {
            console.log(`ID: ${result.id}, Score: ${result.score}`);
            console.log(`Payload: ${JSON.stringify(result.payload)}`);
            console.log('-'.repeat(50));
        }
    } finally {
        client.close();
    }
}

main().catch(console.error);