Last active
August 23, 2024 09:50
-
-
Save hamza-cskn/8f7a06511ca62c9dd4369a3947c886dd to your computer and use it in GitHub Desktop.
Replica of Kubernetes HPA algorithm and auto scale simulation.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
class K8sHpaSimulation { | |
public static void main(String[] args) { | |
final double tolerance = 0.1; // 0 < x < 1 | |
final double targetUtilization = 50; // 0 < x < 100 | |
final double requestedMetricPerPod = 40; | |
final double limitMetricPerPod = 80; | |
final int podScaleUpPolicyCount = 16; | |
final int podScaleDownPolicyCount = 2; | |
/* ^ Config Values ^ */ | |
final double scaleUpLimit = targetUtilization + (tolerance * 100) / 2; | |
final double scaleDownLimit = targetUtilization - (tolerance * 100) / 2; | |
int currentReplicas = 2; | |
/* ^ Set current replica to simulate ^ */ | |
int desiredReplicas; | |
double currentUtilization; | |
System.out.print("Scale steps: " + currentReplicas); | |
do { | |
// assume all pods using 1m cpu but one of them using cpu at its limit. | |
double totalMetricUsage = currentReplicas - 1 + limitMetricPerPod; | |
currentUtilization = (totalMetricUsage / (currentReplicas * requestedMetricPerPod)) * 100; | |
if (currentUtilization > scaleUpLimit || currentUtilization < scaleDownLimit) { | |
desiredReplicas = (int) Math.ceil((currentReplicas * currentUtilization) / targetUtilization); | |
} else { | |
desiredReplicas = currentReplicas; | |
} | |
if (desiredReplicas > currentReplicas) { | |
// limit scale up speed | |
currentReplicas += Math.min(desiredReplicas - currentReplicas, podScaleUpPolicyCount); | |
System.out.print(" -> " + currentReplicas); | |
} else if (desiredReplicas < currentReplicas) { | |
// limit scale down speed | |
currentReplicas -= Math.min(currentReplicas - desiredReplicas, podScaleDownPolicyCount); | |
System.out.print(" -> " + currentReplicas); | |
} else { | |
break; | |
} | |
} while (targetUtilization < currentUtilization); | |
System.out.println(); | |
if (targetUtilization < currentUtilization) | |
System.out.println("Reason of scale stop: Tolerated."); | |
else | |
System.out.println("Reason of scale stop: Balanced."); | |
System.out.println("Current Utilization: " + currentUtilization); | |
System.out.println("Target Utilization: " + targetUtilization); | |
System.out.println("Scale Up Limit: " + (scaleUpLimit >= 100 ? "No limit" : scaleUpLimit)); | |
System.out.println("Scale Down Limit: " + (scaleDownLimit < 0 ? "No limit" : scaleDownLimit)); | |
System.out.println("Desired Replicas: " + desiredReplicas); | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment