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```python # AI Dev Tool: CoreML Offline Inference API Integration Wrapper # Description: A high-performance API integration wrapper for CoreML offline inference on Mac M4 devices. # Author: [Your Name] import os import json from typing import Dict, List from fastapi import FastAPI, HTTPException from fastapi.responses import JSONResponse from pydantic import BaseModel import coremltools as ct import numpy as np # Define the API application app = FastAPI(title="CoreML Offline Inference API", description="A high-performance API integration wrapper for CoreML offline inference on Mac M4 devices.", version="1.0.0") # Define the request body model for inference class InferenceRequest(BaseModel): """Request body model for inference.""" input_data: List[float] # Define the response model for inference class InferenceResponse(BaseModel): """Response model for inference.""" output: List[float] # Load the CoreML model model = ct.models.MLModel("model.mlmodel") # Define the inference endpoint @app.post("/infer", response_model=InferenceResponse) async def infer(request: InferenceRequest): """ Perform inference using the CoreML
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