Fly-Style commented on code in PR #18819:
URL: https://github.com/apache/druid/pull/18819#discussion_r2605800955


##########
indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/supervisor/autoscaler/CostBasedAutoScalerConfig.java:
##########
@@ -0,0 +1,410 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements.  See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership.  The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License.  You may obtain a copy of the License at
+ *
+ *   http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied.  See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+package org.apache.druid.indexing.seekablestream.supervisor.autoscaler;
+
+import com.fasterxml.jackson.annotation.JsonCreator;
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.google.common.base.Preconditions;
+import org.apache.druid.indexing.overlord.supervisor.Supervisor;
+import org.apache.druid.indexing.overlord.supervisor.SupervisorSpec;
+import 
org.apache.druid.indexing.overlord.supervisor.autoscaler.SupervisorTaskAutoScaler;
+import 
org.apache.druid.indexing.seekablestream.supervisor.SeekableStreamSupervisor;
+import org.apache.druid.java.util.emitter.service.ServiceEmitter;
+
+import javax.annotation.Nullable;
+import java.util.Objects;
+
+/**
+ * Configuration for cost-based auto-scaling of seekable stream supervisor 
tasks.
+ * Uses a cost function combining lag and idle time metrics to determine 
optimal task counts.
+ * Task counts are constrained to be factors/divisors of the partition count.
+ */
+@JsonInclude(JsonInclude.Include.NON_NULL)
+public class CostBasedAutoScalerConfig implements AutoScalerConfig
+{
+  private static final long DEFAULT_METRICS_COLLECTION_INTERVAL_MILLIS = 60 * 
1000; // 1 minute
+  private static final long DEFAULT_METRICS_COLLECTION_RANGE_MILLIS = 10 * 60 
* 1000; // 10 minutes
+  private static final long DEFAULT_SCALE_ACTION_START_DELAY_MILLIS = 5 * 60 * 
1000; // 5 minutes
+  private static final long DEFAULT_SCALE_ACTION_PERIOD_MILLIS = 10 * 60 * 
1000; // 10 minutes
+  private static final long DEFAULT_MIN_TRIGGER_SCALE_ACTION_FREQUENCY_MILLIS 
= 1200000; // 20 minutes
+  private static final double DEFAULT_LAG_WEIGHT = 0.25;
+  private static final double DEFAULT_IDLE_WEIGHT = 0.75;
+
+  private final boolean enableTaskAutoScaler;
+  private final int taskCountMax;
+  private final int taskCountMin;
+  private Integer taskCountStart;
+  private final long minTriggerScaleActionFrequencyMillis;
+  private final Double stopTaskCountRatio;
+
+  private final long metricsCollectionIntervalMillis;
+  private final long metricsCollectionRangeMillis;
+  private final long scaleActionStartDelayMillis;
+  private final long scaleActionPeriodMillis;
+
+  private final double lagWeight;
+  private final double idleWeight;
+
+  @JsonCreator
+  public CostBasedAutoScalerConfig(
+      @JsonProperty("taskCountMax") Integer taskCountMax,
+      @JsonProperty("taskCountMin") Integer taskCountMin,
+      @Nullable @JsonProperty("enableTaskAutoScaler") Boolean 
enableTaskAutoScaler,
+      @Nullable @JsonProperty("taskCountStart") Integer taskCountStart,
+      @Nullable @JsonProperty("minTriggerScaleActionFrequencyMillis") Long 
minTriggerScaleActionFrequencyMillis,
+      @Nullable @JsonProperty("stopTaskCountRatio") Double stopTaskCountRatio,
+      @Nullable @JsonProperty("metricsCollectionIntervalMillis") Long 
metricsCollectionIntervalMillis,
+      @Nullable @JsonProperty("metricsCollectionRangeMillis") Long 
metricsCollectionRangeMillis,
+      @Nullable @JsonProperty("scaleActionStartDelayMillis") Long 
scaleActionStartDelayMillis,
+      @Nullable @JsonProperty("scaleActionPeriodMillis") Long 
scaleActionPeriodMillis,
+      @Nullable @JsonProperty("lagWeight") Double lagWeight,
+      @Nullable @JsonProperty("idleWeight") Double idleWeight
+  )
+  {
+    this.enableTaskAutoScaler = enableTaskAutoScaler != null ? 
enableTaskAutoScaler : false;
+
+    // Timing configuration with defaults
+    this.metricsCollectionIntervalMillis = metricsCollectionIntervalMillis != 
null
+                                           ? metricsCollectionIntervalMillis
+                                           : 
DEFAULT_METRICS_COLLECTION_INTERVAL_MILLIS;
+    this.metricsCollectionRangeMillis = metricsCollectionRangeMillis != null
+                                        ? metricsCollectionRangeMillis
+                                        : 
DEFAULT_METRICS_COLLECTION_RANGE_MILLIS;
+    this.scaleActionStartDelayMillis = scaleActionStartDelayMillis != null
+                                       ? scaleActionStartDelayMillis
+                                       : 
DEFAULT_SCALE_ACTION_START_DELAY_MILLIS;
+    this.scaleActionPeriodMillis = scaleActionPeriodMillis != null
+                                   ? scaleActionPeriodMillis
+                                   : DEFAULT_SCALE_ACTION_PERIOD_MILLIS;
+    this.minTriggerScaleActionFrequencyMillis = 
minTriggerScaleActionFrequencyMillis != null
+                                                ? 
minTriggerScaleActionFrequencyMillis
+                                                : 
DEFAULT_MIN_TRIGGER_SCALE_ACTION_FREQUENCY_MILLIS;
+
+    // Cost function weights with defaults
+    this.lagWeight = lagWeight != null ? lagWeight : DEFAULT_LAG_WEIGHT;

Review Comment:
   Oh nice!!



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