cnn-classification-service/cnn_classification_service/main.py

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#!/usr/bin/env python3
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import time
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import jaeger_client
import opentracing
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import logging
import os
import sys
import pika
import json
from sentry_sdk.integrations.logging import LoggingIntegration
import sentry_sdk
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from config import Config
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from magic_doer import MagicDoer
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def message_callback(channel, method, properties, body):
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with opentracing.tracer.start_active_span('messageHandling', finish_on_close=True) as span:
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try:
msg = json.loads(body.decode('utf-8'))
except (UnicodeDecodeError, json.JSONDecodeError) as e:
logging.warning(f"Invalid message recieved: {e}")
return
span.log_kv({'event': 'messageParsed', 'sampleTag': msg['tag']})
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with opentracing.tracer.start_active_span('runAlgorithm', child_of=span) as child_span:
results = MagicDoer.run_everything(msg) # <- This is where the magic happens
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if results:
channel.basic_publish(
exchange=Config.PIKA_OUTPUT_EXCHANGE,
routing_key='classification-result',
body=json.dumps(results).encode("utf-8")
)
channel.basic_ack(delivery_tag=method.delivery_tag)
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def main():
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# setup logging
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logging.basicConfig(
stream=sys.stdout,
format="%(asctime)s - %(name)s [%(levelname)s]: %(message)s",
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level=Config.LOG_LEVEL
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)
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# setup observability stuffs
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if Config.SENTRY_DSN:
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sentry_logging = LoggingIntegration(
level=logging.DEBUG, # Capture info and above as breadcrumbs
event_level=logging.ERROR # Send errors as events
)
sentry_sdk.init(
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dsn=Config.SENTRY_DSN,
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integrations=[sentry_logging],
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traces_sample_rate=1.0,
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send_default_pii=True,
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release=Config.RELEASE_ID,
environment=Config.RELEASEMODE,
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_experiments={"auto_enabling_integrations": True}
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)
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jaeger_client.Config(config={}, service_name='cnn-classification-service', validate=True).initialize_tracer()
# Start the memes
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logging.info("Connecting to MQ service...")
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connection = pika.BlockingConnection(pika.connection.URLParameters(Config.PIKA_URL))
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channel = connection.channel()
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channel.exchange_declare(exchange=Config.PIKA_INPUT_EXCHANGE, exchange_type='direct')
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queue_declare_result = channel.queue_declare(queue='cnnqueue', exclusive=False)
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queue_name = queue_declare_result.method.queue
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channel.queue_bind(exchange=Config.PIKA_INPUT_EXCHANGE, routing_key='feature', queue=queue_name)
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channel.basic_qos(prefetch_count=1)
channel.basic_consume(queue=queue_name, on_message_callback=message_callback, auto_ack=False)
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logging.info("Connection complete! Listening to messages...")
try:
channel.start_consuming()
except KeyboardInterrupt:
logging.info("SIGINT Received! Stopping stuff...")
channel.stop_consuming()
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time.sleep(2) # lol
opentracing.tracer.close()
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if __name__ == '__main__':
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main()