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41 lines
1.1 KiB
41 lines
1.1 KiB
import io
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import time
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from picamera import PiCamera
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from azure.cognitiveservices.vision.customvision.prediction import CustomVisionPredictionClient
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from msrest.authentication import ApiKeyCredentials
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camera = PiCamera()
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camera.resolution = (640, 480)
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camera.rotation = 0
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time.sleep(2)
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image = io.BytesIO()
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camera.capture(image, 'jpeg')
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image.seek(0)
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with open('image.jpg', 'wb') as image_file:
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image_file.write(image.read())
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prediction_url = '<prediction_url>'
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prediction_key = '<prediction key>'
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parts = prediction_url.split('/')
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endpoint = 'https://' + parts[2]
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project_id = parts[6]
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iteration_name = parts[9]
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prediction_credentials = ApiKeyCredentials(in_headers={"Prediction-key": prediction_key})
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predictor = CustomVisionPredictionClient(endpoint, prediction_credentials)
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image.seek(0)
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results = predictor.detect_image(project_id, iteration_name, image)
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threshold = 0.3
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predictions = list(prediction for prediction in results.predictions if prediction.probability > threshold)
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for prediction in predictions:
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print(f'{prediction.tag_name}:\t{prediction.probability * 100:.2f}%')
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