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```python
# AI Dev Tool: CyberShield - Tesla Inc. Cyberattack Detector and PostgreSQL Vector Search Extension
# Production Starter Boilerplate for FastAPI Pydantic v2 Micro-SaaS
from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
from typing import Optional
import psycopg2
import numpy as np
from sklearn.metrics.pairwise import cosine_similarity
# Define the PostgreSQL connection parameters
POSTGRES_HOST = "localhost"
POSTGRES_DB = "cybershield"
POSTGRES_USER = "cybershield_user"
POSTGRES_PASSWORD = "cybershield_password"
# Define the Tesla Inc. cyberattack detection model
class CyberattackDetectionModel(BaseModel):
ip_address: str
packet_data: str
# Define the PostgreSQL vector search extension
class VectorSearchExtension:
def __init__(self, host: str, db: str, user: str, password: str):
# ... full runnable version includes tests & documentation
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