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| from fastapi import FastAPI, UploadFile, File | |
| from models.object_detection import detect_faults | |
| from models.thermal_anomaly_detection import detect_thermal_anomalies | |
| from models.energy_anomaly_detection import detect_energy_anomalies | |
| import cv2 | |
| import numpy as np | |
| app = FastAPI() | |
| async def detect_faults_from_video(file: UploadFile = File(...)): | |
| # Save the uploaded file temporarily | |
| file_location = f"data/{file.filename}" | |
| with open(file_location, "wb") as buffer: | |
| buffer.write(file.file.read()) | |
| # Read video or image for object detection | |
| video = cv2.VideoCapture(file_location) | |
| result = detect_faults(video) | |
| return {"faults_detected": result} | |
| async def detect_thermal_anomalies_from_image(file: UploadFile = File(...)): | |
| # Save the uploaded thermal image | |
| file_location = f"data/{file.filename}" | |
| with open(file_location, "wb") as buffer: | |
| buffer.write(file.file.read()) | |
| # Load image and run thermal anomaly detection | |
| result = detect_thermal_anomalies(file_location) | |
| return {"thermal_anomalies": result} | |
| async def detect_energy_anomalies_from_data(file: UploadFile = File(...)): | |
| # Save energy data file (CSV, JSON, etc.) | |
| file_location = f"data/{file.filename}" | |
| with open(file_location, "wb") as buffer: | |
| buffer.write(file.file.read()) | |
| # Run energy anomaly detection | |
| result = detect_energy_anomalies(file_location) | |
| return {"energy_anomalies": result} | |