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Preview Code

```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
# ... full runnable version includes tests & documentation