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```python
# AI Dev Tool: FastAPI PostgreSQL Vector Search Extension Boilerplate
"""
This is a production-ready boilerplate for building scalable and efficient vector search applications
using FastAPI and PostgreSQL. It provides a robust foundation for developers to integrate vector search
functionality into their applications.
"""
from fastapi import FastAPI, HTTPException
from fastapi.responses import JSONResponse
from fastapi.encoders import jsonable_encoder
from pydantic import BaseModel
from typing import List, Optional
import psycopg2
import psycopg2.extras
import numpy as np
# Define the PostgreSQL connection parameters
POSTGRES_HOST = "localhost"
POSTGRES_DB = "vector_search_db"
POSTGRES_USER = "vector_search_user"
POSTGRES_PASSWORD = "vector_search_password"
# Define the FastAPI application
app = FastAPI()
# ... full runnable version includes tests & documentation
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