Fly-Style commented on code in PR #19687:
URL: https://github.com/apache/druid/pull/19687#discussion_r3656342111
##########
indexing-service/src/main/java/org/apache/druid/indexing/overlord/supervisor/SupervisorManager.java:
##########
@@ -644,6 +651,90 @@ public boolean isAnotherTaskGroupPublishingToPartitions(
}
}
+ /**
+ * Simulates the effects of the {@code costBased} auto-scaler by computing
the optimal
+ * task count under various values of aggregate lag.
+ */
+ public Map<String, Object> simulateAutoscaling(
+ String supervisorId,
+ CostBasedAutoScalerConfig config,
+ int criticalLag,
+ int maxProcessingRatePerTask,
+ @Nullable Integer requestedTaskCount
+ )
+ {
+ // Validate that this is a streaming supervisor
+ final StreamSupervisor supervisor = requireStreamSupervisor(supervisorId,
"simulateAutoscaling");
+
+ // Validate the inputs
+ InvalidInput.conditionalException(
+ criticalLag >= 1000,
+ "Value of critical lag[%d] must be 1000 or more",
+ criticalLag
+ );
+ InvalidInput.conditionalException(
+ maxProcessingRatePerTask >= 100,
+ "Value of maxProcessingRatePerTask[%d] must be 100 events per second
or more",
+ maxProcessingRatePerTask
+ );
+ InvalidInput.conditionalException(
+ config.getTaskCountMin() >= 1,
+ "Value of taskCountMin[%d] must be 1 or more",
+ config.getTaskCountMin()
+ );
+ InvalidInput.conditionalException(
+ config.getTaskCountMax() <= MAX_SIMULATION_TASK_COUNT,
+ "Value of taskCountMax[%d] must be [%d] or less",
+ config.getTaskCountMax(), MAX_SIMULATION_TASK_COUNT
+ );
+
+ // Simulate from the supervisor's live task count unless the caller pins
one.
+ final int currentTaskCount = Configs.valueOrDefault(
+ requestedTaskCount,
+ ((SeekableStreamSupervisor<?, ?, ?>)
supervisor).getIoConfig().getTaskCount()
+ );
+ InvalidInput.conditionalException(
+ requestedTaskCount == null
+ || (currentTaskCount >= config.getTaskCountMin() && currentTaskCount
<= config.getTaskCountMax()),
+ "Value of currentTaskCount[%d] must be within taskCountMin[%d] and
taskCountMax[%d]",
+ currentTaskCount, config.getTaskCountMin(), config.getTaskCountMax()
+ );
+ final int simulationTaskCount = Math.max(
+ config.getTaskCountMin(),
+ Math.min(currentTaskCount, config.getTaskCountMax())
+ );
+
+ // Assumption: enough partitions to reach taskCountMax.
+ final int partitionCount = config.getTaskCountMax();
+ final int taskDurationSeconds = 3600;
+
+ // Assume that the tasks are fully used since there is some lag
+ final double avgProcessingRatePerTask = maxProcessingRatePerTask;
+ final double idleRatio = config.getOptimalTaskIdleRatio();
+
+ // Invoke the cost function for a variety of input values of lag
+ final Object[] rows = new Object[40];
+ final int lagStepSize = criticalLag / 20;
+ final CostBasedAutoScaler autoscaleSimulator =
CostBasedAutoScaler.createSimulator(config, supervisorId);
+ for (int i = 0; i < 40; ++i) {
+ final double observedAggregateLag = (double) lagStepSize * i;
+ final CostMetrics costMetrics = new CostMetrics(
+ observedAggregateLag / partitionCount,
+ simulationTaskCount,
+ partitionCount,
+ idleRatio,
+ taskDurationSeconds,
+ avgProcessingRatePerTask,
+ maxProcessingRatePerTask * 1.0
+ );
+ final int optimalTaskCount =
autoscaleSimulator.computeOptimalTaskCount(costMetrics);
Review Comment:
Fixed in
https://github.com/apache/druid/pull/19687/commits/9d7e9c1005562b46492e8ff3a344736c4d0a1667
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