polevoy_sergey_lab_4 #208
28
polevoy_sergey_lab_4/attempt/consumer1.py
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28
polevoy_sergey_lab_4/attempt/consumer1.py
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import pika
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import time
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def callback(ch, method, properties, body):
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print(f'Consumer 1: получено сообщение. {body.decode()}')
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time.sleep(3)
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print('Consumer 1 закончил обработку')
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ch.basic_ack(method.delivery_tag)
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def consume_events_1():
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.queue_declare(queue='consumer1_queue')
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channel.queue_bind(exchange='ml_events', queue='consumer1_queue')
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channel.basic_consume(queue='consumer1_queue', on_message_callback=callback)
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print('Ожидание сообщения...')
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channel.start_consuming()
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if __name__ == "__main__":
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consume_events_1()
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25
polevoy_sergey_lab_4/attempt/consumer2.py
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polevoy_sergey_lab_4/attempt/consumer2.py
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import pika
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def callback(ch, method, properties, body):
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print(f'Consumer 2: получено сообщение. {body.decode()}')
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print('Consumer 2 закончил обработку')
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ch.basic_ack(method.delivery_tag)
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def consume_events_2():
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.queue_declare(queue='consumer2_queue')
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channel.queue_bind(exchange='ml_events', queue='consumer2_queue')
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channel.basic_consume(queue='consumer2_queue', on_message_callback=callback)
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print('Ожидание сообщения...')
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channel.start_consuming()
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if __name__ == "__main__":
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consume_events_2()
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25
polevoy_sergey_lab_4/attempt/publisher.py
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polevoy_sergey_lab_4/attempt/publisher.py
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import pika
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import time
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def publish_events():
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.exchange_declare(exchange='ml_events', exchange_type='fanout')
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events = [
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"Пользователь начал обучение модели",
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"Модель закончила обучение",
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"Пользователь запросил создание чекпоинта для модели",
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"Пользователь запустил модель для infere"
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]
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while True:
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event = events[int(time.time()) % len(events)]
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channel.basic_publish(exchange='ml_events', routing_key='', body=event)
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print(f'Отправлено: {event}')
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time.sleep(1)
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if __name__ == "__main__":
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publish_events()
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9
polevoy_sergey_lab_4/docker-compose.yml
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polevoy_sergey_lab_4/docker-compose.yml
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services:
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rabbitmq:
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image: rabbitmq:3-management
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environment:
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RABBITMQ_DEFAULT_USER: superuser
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RABBITMQ_DEFAULT_PASS: superpassword
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ports:
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- "5672:5672"
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- "15672:15672"
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BIN
polevoy_sergey_lab_4/images/rmq1queue.png
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polevoy_sergey_lab_4/images/rmq1queue.png
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polevoy_sergey_lab_4/images/rmq2queue.png
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polevoy_sergey_lab_4/images/rmq2queue.png
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polevoy_sergey_lab_4/images/tutorial1.png
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polevoy_sergey_lab_4/images/tutorial1.png
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polevoy_sergey_lab_4/images/tutorial2.png
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polevoy_sergey_lab_4/images/tutorial2.png
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polevoy_sergey_lab_4/images/tutorial3.png
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polevoy_sergey_lab_4/images/tutorial3.png
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33
polevoy_sergey_lab_4/readme.md
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polevoy_sergey_lab_4/readme.md
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# Лабораторная работа №4
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## Полевой Сергей ПИбд-42
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### Предметная область:
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Платформа машинного обучения
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### Результаты выполнения туториалов:
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- Первый туториал:
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![alt text](images/tutorial1.png)
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- Второй туториал:
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![alt text](images/tutorial2.png)
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- Третий туториал:
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![alt text](images/tutorial3.png)
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### Данные из RabbitMQ:
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![alt text](images/rmq1queue.png)
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![alt text](images/rmq2queue.png)
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### Вывод:
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Исходя из графиков и логики работы потребителей следует:
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1) Первый потребитель не успевает обрабатывать сообщения из первой очереди, поэтому сообщения постепенно накапливаются, что, тем не менее, можно компенсировать запуском нескольких потребителей, которые будут быстрее обрабатывать сообщения из очереди
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2) Второй потребитель полностью успевает за скоростью отправки сообщений и его очередь всегда остаётся без простаивающих сообщений
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#### Демонстрация работы доступна по [ссылке](https://disk.yandex.ru/i/QwOYlRQDQKvNnA)
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27
polevoy_sergey_lab_4/tutorial1/receive.py
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polevoy_sergey_lab_4/tutorial1/receive.py
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import pika, sys, os
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def main():
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.queue_declare(queue='hello')
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def callback(ch, method, properties, body):
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print(f" [x] Received {body}")
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channel.basic_consume(queue='hello', on_message_callback=callback, auto_ack=True)
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print(' [*] Waiting for messages. To exit press CTRL+C')
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channel.start_consuming()
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if __name__ == '__main__':
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try:
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main()
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except KeyboardInterrupt:
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print('Interrupted')
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try:
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sys.exit(0)
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except SystemExit:
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os._exit(0)
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13
polevoy_sergey_lab_4/tutorial1/send.py
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polevoy_sergey_lab_4/tutorial1/send.py
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import pika
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.queue_declare('hello')
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channel.basic_publish(exchange='',
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routing_key='hello',
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body='Hello world!')
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print(" [x] Sent 'Hello world!'")
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connection.close()
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21
polevoy_sergey_lab_4/tutorial2/new_task.py
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polevoy_sergey_lab_4/tutorial2/new_task.py
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import pika
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import sys
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.queue_declare(queue='task_queue', durable=True)
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message = ' '.join(sys.argv[1:]) or "Hello World!"
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channel.basic_publish(
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exchange='',
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routing_key='task_queue',
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body=message,
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properties=pika.BasicProperties(
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delivery_mode=pika.DeliveryMode.Persistent
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))
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print(f" [x] Sent {message}")
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connection.close()
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21
polevoy_sergey_lab_4/tutorial2/worker.py
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polevoy_sergey_lab_4/tutorial2/worker.py
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import pika
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import time
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.queue_declare(queue='task_queue', durable=True)
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print(' [*] Waiting for messages. To exit press CTRL+C')
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def callback(ch, method, properties, body):
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print(f" [x] Received {body.decode()}")
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time.sleep(body.count(b'.'))
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print(" [x] Done")
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ch.basic_ack(delivery_tag=method.delivery_tag)
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channel.basic_qos(prefetch_count=1)
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channel.basic_consume(queue='task_queue', on_message_callback=callback)
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channel.start_consuming()
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14
polevoy_sergey_lab_4/tutorial3/emit_log.py
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14
polevoy_sergey_lab_4/tutorial3/emit_log.py
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import pika
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import sys
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.exchange_declare(exchange='logs', exchange_type='fanout')
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message = ' '.join(sys.argv[1:]) or "info: Hello World!"
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channel.basic_publish(exchange='logs', routing_key='', body=message)
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print(f" [x] Sent {message}")
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connection.close()
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20
polevoy_sergey_lab_4/tutorial3/receive_logs.py
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20
polevoy_sergey_lab_4/tutorial3/receive_logs.py
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import pika
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connection = pika.BlockingConnection(pika.ConnectionParameters(host='localhost', port=5672, credentials=pika.PlainCredentials("superuser", "superpassword")))
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channel = connection.channel()
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channel.exchange_declare(exchange='logs', exchange_type='fanout')
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result = channel.queue_declare(queue='', exclusive=True)
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queue_name = result.method.queue
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channel.queue_bind(exchange='logs', queue=queue_name)
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print(' [*] Waiting for logs. To exit press CTRL+C')
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def callback(ch, method, properties, body):
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print(f" [x] {body}")
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channel.basic_consume(queue=queue_name, on_message_callback=callback, auto_ack=True)
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channel.start_consuming()
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