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```python
# AI Dev Tool: Pgvectorsearch API Integration Wrapper
# ================================================
# This is a production-ready API integration wrapper for Pgvectorsearch,
# an index that is faster than pgvector's IVFFlat and HNSW.
# It provides a simple and efficient way to interact with the Pgvectorsearch API.
import os
import json
from typing import Dict, List
from fastapi import FastAPI, HTTPException
from fastapi.responses import JSONResponse
from pydantic import BaseModel
from sqlalchemy import create_engine
from sqlalchemy.orm import sessionmaker
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy import Column, Integer, String
from sqlalchemy.dialects.postgresql import ARRAY
# Define the Pgvectorsearch API settings
PGVECTORSEARCH_API_URL = os.environ.get("PGVECTORSEARCH_API_URL")
PGVECTORSEARCH_API_KEY = os.environ.get("PGVECTORSEARCH_API_KEY")
# Define the PostgreSQL database settings
POSTGRESQL_DATABASE_URL = os.environ.get("POSTGRESQL_DATABASE_URL")
# ... full runnable version includes tests & documentation
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