swarndb 1.0.0

Official Python SDK for SwarnDB — the vector database that thinks in graphs. Combines HNSW + IVF-PQ indexing with virtual graph traversal and 15+ vector math operations.

SwarnDB Python SDK

Official Python SDK for SwarnDB — the vector database that thinks in graphs.

Combines HNSW + IVF-PQ indexing with virtual graph traversal and 15+ vector math operations.

Installation

pip install swarndb

Quick Start

from swarndb import SwarnClient

client = SwarnClient("localhost:50051")

# Create a collection
client.create_collection("my_vectors", dimension=128)

# Insert vectors
client.insert("my_vectors", vectors=[[0.1, 0.2, ...]], ids=["vec1"])

# Search
results = client.search("my_vectors", query=[0.1, 0.2, ...], top_k=10)

Features

• HNSW + IVF-PQ hybrid indexing
• Virtual graph traversal
• 15+ vector math operations
• Sync and async gRPC clients
• NumPy integration

License

ELv2