Created
March 21, 2018 19:09
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Video Producer for Kafka Stream
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| import sys | |
| import time | |
| import cv2 | |
| from kafka import KafkaProducer | |
| topic = "distributed-video1" | |
| def publish_video(video_file): | |
| """ | |
| Publish given video file to a specified Kafka topic. | |
| Kafka Server is expected to be running on the localhost. Not partitioned. | |
| :param video_file: path to video file <string> | |
| """ | |
| # Start up producer | |
| producer = KafkaProducer(bootstrap_servers='localhost:9092') | |
| # Open file | |
| video = cv2.VideoCapture(video_file) | |
| print('publishing video...') | |
| while(video.isOpened()): | |
| success, frame = video.read() | |
| # Ensure file was read successfully | |
| if not success: | |
| print("bad read!") | |
| break | |
| # Convert image to png | |
| ret, buffer = cv2.imencode('.jpg', frame) | |
| # Convert to bytes and send to kafka | |
| producer.send(topic, buffer.tobytes()) | |
| time.sleep(0.2) | |
| video.release() | |
| print('publish complete') | |
| def publish_camera(): | |
| """ | |
| Publish camera video stream to specified Kafka topic. | |
| Kafka Server is expected to be running on the localhost. Not partitioned. | |
| """ | |
| # Start up producer | |
| producer = KafkaProducer(bootstrap_servers='localhost:9092') | |
| camera = cv2.VideoCapture(0) | |
| try: | |
| while(True): | |
| success, frame = camera.read() | |
| ret, buffer = cv2.imencode('.jpg', frame) | |
| producer.send(topic, buffer.tobytes()) | |
| # Choppier stream, reduced load on processor | |
| time.sleep(0.2) | |
| except: | |
| print("\nExiting.") | |
| sys.exit(1) | |
| camera.release() | |
| if __name__ == '__main__': | |
| """ | |
| Producer will publish to Kafka Server a video file given as a system arg. | |
| Otherwise it will default by streaming webcam feed. | |
| """ | |
| if(len(sys.argv) > 1): | |
| video_path = sys.argv[1] | |
| publish_video(video_path) | |
| else: | |
| print("publishing feed!") | |
| publish_camera() |
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