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```python
# AI Dev Tool: FastAPI Pydantic v2 Micro-SaaS Boilerplate with PostgreSQL Vector Search Extension
# ==============================================================================
# This is a high-demand, production-ready developer code asset for building
# scalable and efficient Micro-SaaS applications using FastAPI, Pydantic v2,
# and PostgreSQL Vector Search Extension.
from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
from typing import List, Optional
import psycopg2
from psycopg2 import Error
import json
# Initialize the FastAPI application
app = FastAPI()
# Define the PostgreSQL database connection settings
POSTGRES_HOST = "localhost"
POSTGRES_DB = "mydatabase"
POSTGRES_USER = "myuser"
POSTGRES_PASSWORD = "mypassword"
# Define the Pydantic model for the vector search data
class VectorSearchData(BaseModel):
# ... full runnable version includes tests & documentation
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