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```python # AI Dev Tool: FastAPI Magnitude Inference Engine API Wrapper # Description: A self-optimizing inference engine for agents using FastAPI and Pydantic v2 # Author: [Your Name] from fastapi import FastAPI, Depends, HTTPException from pydantic import BaseModel from typing import List, Dict import uvicorn import json from magnitude import Magnitude app = FastAPI( title="Magnitude Inference Engine API", description="A self-optimizing inference engine for agents", version="1.0.0" ) # Define the request and response models class InferenceRequest(BaseModel): """Inference request model""" input_data: List[float] agent_id: str class InferenceResponse(BaseModel): """Inference response model""" output_data: List[float] agent_id: str # Initialize the Magnitude inference engine magnitude = Magnitude() # Define the inference endpoint @app.post("/inference", response_model=InferenceResponse) async def inference(request: InferenceRequest): """ Perform inference using the Magnitude engine """ try: # Perform inference output_data = magnitude.infer(request.input
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