from solvec import SolVec
sv = SolVec(api_key="vl_live_...")
collection = sv.collection("test", dimensions=4)
collection.upsert([{
"id": "test_001",
"values": [0.1, 0.2, 0.3, 0.4],
"metadata": {"text": "Installation test"}
}])
results = collection.query(vector=[0.1, 0.2, 0.3, 0.4], top_k=1)
print("Installation successful:", results[0].id)
# → Installation successful: test_001