txtai-search.py

from txtai import Embeddings

embeddings = Embeddings(content=True, graph=True)
embeddings.index(...)

# Standard Vector Search
embeddings.search("vector search query")

# Vector SQL query
embeddings.search("""
SELECT id, text, score FROM txtai
WHERE similar('vector search query')
""")

# Vector openCypher query
embeddings.search("""
MATCH P=(A)-[]->(B)
WHERE SIMILAR(A, "vector search query")
RETURN P
""", graph=True)