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```python
# AI Dev Tool: PostgreSQL Vector Search Extension API Wrapper
# ==============================================================================
# This is a high-demand, production-ready developer code asset for interacting
# with the PostgreSQL Vector Search Extension. It provides a simple and intuitive
# API for performing vector searches on your PostgreSQL database.
import os
import psycopg2
from psycopg2 import errors
from typing import List, Dict
class PostgreSQLVectorSearchAPI:
"""
A Python API wrapper for the PostgreSQL Vector Search Extension.
Attributes:
- host (str): The hostname or IP address of the PostgreSQL server.
- database (str): The name of the PostgreSQL database.
- username (str): The username to use for authentication.
- password (str): The password to use for authentication.
"""
def __init__(self, host: str, database: str, username: str, password: str):
"""
# ... full runnable version includes tests & documentation
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