SIENTIAPDE-1174
pdate metrics tracking to include response time histogram - Changed PREDICTION_RESPONSE_TIME_MONITOR from Gauge to Histogram for better response time analysis. - Updated response time observation method in gates.py to utilize the new Histogram functionality.
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@@ -340,4 +340,4 @@ class Gates(BaseActivity):
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pod_id=self.pod_id,
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model_name=metadata['model_name'],
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pipeline_name=metadata['workflow_name']
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).set(response_time)
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).observe(response_time)
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@@ -1,4 +1,4 @@
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from prometheus_client import Gauge, Counter
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from prometheus_client import Gauge, Counter, Histogram
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APP_UP = Gauge(
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"app_up",
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@@ -20,8 +20,9 @@ PREDICTION_CONFIDENCE_MONITOR = Gauge(
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CORE_LABELS,
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)
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PREDICTION_RESPONSE_TIME_MONITOR = Gauge(
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PREDICTION_RESPONSE_TIME_MONITOR = Histogram(
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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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buckets=[0.01, 0.05, 0.1, 0.2, 0.5, 1.0, 2.0, 5.0, 10.0]
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)
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