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```python
# AI Dev Tool: PostgreSQL Vector Search Extension API Wrapper
# =========================================================
# This is a high-demand, production-ready API integration wrapper for PostgreSQL Vector Search Extension.
# It provides a simple and efficient way to interact with the PostgreSQL database and perform vector searches.

import os
import psycopg2
from psycopg2 import Error
from typing import List, Dict

class PostgreSQLVectorSearchAPI:
    """
    PostgreSQL Vector Search Extension API Wrapper.

This class provides methods to interact with the PostgreSQL database and perform vector searches.
    """

def __init__(self, host: str, database: str, user: str, password: str):
        """
        Initialize the PostgreSQLVectorSearchAPI object.

Args:
        - host (str): The hostname or IP address of the PostgreSQL database server.
        - database (str): The name of the PostgreSQL database.
        - user (str): The username to use for authentication.
        - password (str): The password to use for authentication.
        """
        self.host = host
        self.database = database
        self.user = user
        self.password = password
        self.connection = None

def connect(self) -> None:
        """
        Establish a connection to the PostgreSQL database.
        """

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