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```python
# AI Dev Tool: PostgreSQL Vector Search Extension API Wrapper
# =========================================================
# This API wrapper provides a simple interface for interacting with the PostgreSQL Vector Search Extension.
# It allows developers to easily integrate vector search functionality into their applications.

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

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

def __init__(self, host: str, database: str, user: str, password: str):
        """
        Initialize the API wrapper with database connection parameters.

Args:
        - host (str): Database host
        - database (str): Database name
        - user (str): Database user
        - password (str): Database password
        """
        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.
        """
        try:
            self.connection = psycopg2.connect(
                host=self.host,
                database=self.database,
                user=self.user,
                password=self.password
            )
        except Error as e:
            print(f

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