70f1abe681
Update dependencies, modify replica count, and implement metrics tracking - Updated sientia-dataops-library version from 1.3.5 to 1.3.7 in requirements.txt. - Changed replicaCount in values.yaml from 5 to 3 and incremented image tag from 0.2.7 to 0.3.1. - Added Prometheus metrics tracking in gates.py and worker.py, including a new write_metrics method. - Configured Prometheus service and ServiceMonitor in values.yaml for metrics collection.
28 lines
705 B
Python
28 lines
705 B
Python
from prometheus_client import Gauge, Counter
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APP_UP = Gauge(
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"app_up",
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"Indicates if the application is running (1) or shutting down (0)",
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["pod_id"],
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)
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CORE_LABELS = ["pod_id", "model_name", "pipeline_name"]
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PREDICTIONS_WRITTEN_COUNT = Counter(
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"laborious_predictions_written_count",
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"Number of predictions written to the database table predictions",
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CORE_LABELS,
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)
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PREDICTION_CONFIDENCE_MONITOR = Gauge(
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"laborious_prediction_confidence_monitor",
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"Current confidence of each prediction",
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CORE_LABELS,
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)
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PREDICTION_RESPONSE_TIME_MONITOR = Gauge(
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"laborious_prediction_response_time_monitor",
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"Current response time of each prediction",
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CORE_LABELS,
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)
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