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```python # AI Dev Tool: Iceberg Collapse Detector API # Description: API Integration Wrapper for detecting iceberg collapses using satellite imagery # Author: [Your Name] # Version: 1.0 import os import logging from fastapi import FastAPI, HTTPException from fastapi.responses import JSONResponse from pydantic import BaseModel from typing import List import requests from PIL import Image import numpy as np from tensorflow import keras from tensorflow.keras import layers # Set up logging logging.basicConfig(level=logging.INFO) logger = logging.getLogger(__name__) # Define the API app app = FastAPI(title="Iceberg Collapse Detector API", description="API for detecting iceberg collapses using satellite imagery") # Define the request body model class SatelliteImage(BaseModel): image_url: str image_data: bytes # Define the response model class DetectionResponse(BaseModel): collapse_detected: bool confidence: float # Load the machine learning model model = keras.Sequential([ layers.Conv2D(32, (3, 3), activation='relu', input_shape=(256, 256, 3)), layers.MaxPooling2D((2, 2)), layers.Flatten(),