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Posted to reviews@iotdb.apache.org by "HxpSerein (via GitHub)" <gi...@apache.org> on 2025/03/05 15:14:02 UTC

[PR] [remove datanode] Load balancing for removing datanode [iotdb]

HxpSerein opened a new pull request, #15022:
URL: https://github.com/apache/iotdb/pull/15022

   ## Description
   
   Add region migration dest datanode selection algorithm for load balancing during removing datanode.


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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1983516222


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/IDestNodeSelector.java:
##########
@@ -0,0 +1,39 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import java.util.List;
+import java.util.Map;
+
+public interface IDestNodeSelector {
+
+  TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,

Review Comment:
   added



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,185 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.conf.ConfigNodeDescriptor;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+  private int regionPerDataNode;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    this.regionPerDataNode =
+        consensusGroupId.getType().equals(TConsensusGroupType.DataRegion)
+            ? ConfigNodeDescriptor.getInstance().getConf().getDataRegionPerDataNode()
+            : ConfigNodeDescriptor.getInstance().getConf().getSchemaRegionPerDataNode();
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    if (targetDataNode == -1) {
+      Set<Integer> alternativeDataNodes =
+          fakeToRealIdMap.keySet().stream()
+              .filter(fakeId -> !remainDataNodesFakeId.contains(fakeId))
+              .collect(Collectors.toSet());
+      return availableDataNodeMap.get(alternativeDataNodes.stream().findAny().orElse(null));

Review Comment:
   removed



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985035538


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);

Review Comment:
   done.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985035261


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);

Review Comment:
   Yes, currently we have checks to ensure that removeDataNodes have at most one peer per region.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985010966


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,166 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+  private Map<Integer, Integer> realToFakeIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    return availableDataNodeMap.get(fakeToRealIdMap.get(targetDataNode));
+  }
+
+  private void prepare(
+      int replicationFactor,
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      TRegionReplicaSet remainReplicaSet) {
+    this.replicationFactor = replicationFactor;
+    this.fakeToRealIdMap = new TreeMap<>();
+    this.realToFakeIdMap = new TreeMap<>();
+    this.dataNodeNum = availableDataNodeMap.size();
+    List<Integer> dataNodeIdList =
+        availableDataNodeMap.values().stream()
+            .map(c -> c.getLocation().getDataNodeId())
+            .collect(Collectors.toList());
+    for (int i = 0; i < dataNodeNum; i++) {
+      fakeToRealIdMap.put(i, dataNodeIdList.get(i));
+      realToFakeIdMap.put(dataNodeIdList.get(i), i);
+    }
+
+    remainDataNodesFakeId =
+        remainReplicaSet.dataNodeLocations.stream()
+            .map(TDataNodeLocation::getDataNodeId)
+            .map(realToFakeIdMap::get)
+            .collect(Collectors.toSet());
+
+    // Compute regionCounter and combinationCounter
+    this.regionCounter = new int[dataNodeNum];
+    Arrays.fill(regionCounter, 0);
+    this.combinationCounter = new int[dataNodeNum][dataNodeNum];
+    for (int i = 0; i < dataNodeNum; i++) {
+      Arrays.fill(combinationCounter[i], 0);
+    }
+    for (TRegionReplicaSet regionReplicaSet : allocatedRegionGroups) {
+      List<TDataNodeLocation> dataNodeLocations = regionReplicaSet.getDataNodeLocations();
+      for (int i = 0; i < dataNodeLocations.size(); i++) {
+        int fakeIId = realToFakeIdMap.get(dataNodeLocations.get(i).getDataNodeId());
+        regionCounter[fakeIId]++;
+        for (int j = i + 1; j < dataNodeLocations.size(); j++) {
+          int fakeJId = realToFakeIdMap.get(dataNodeLocations.get(j).getDataNodeId());
+          combinationCounter[fakeIId][fakeJId] = 1;
+          combinationCounter[fakeJId][fakeIId] = 1;
+        }
+      }
+    }
+
+    this.bestValue = new Pair<>(Integer.MAX_VALUE, Integer.MAX_VALUE);
+  }
+
+  private void searchTargetDataNode(Map<Integer, Double> freeDiskSpaceMap) {
+    List<DataNodeEntry> entryList = new ArrayList<>();
+
+    for (int i = 0; i < dataNodeNum; i++) {
+      if (remainDataNodesFakeId.contains(i)) {
+        continue;
+      }
+      entryList.add(
+          new DataNodeEntry(i, regionCounter[i], freeDiskSpaceMap.get(fakeToRealIdMap.get(i))));
+    }
+    Collections.sort(entryList);
+
+    int[] alternativeReplica = new int[replicationFactor];
+
+    int pos = 0;
+    for (Integer integer : remainDataNodesFakeId) {
+      alternativeReplica[pos] = integer;

Review Comment:
   If you want to support future scenarios where the number of replicas can dynamically change, it is best to systematically refactor the entire system.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985046581


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);
+    }
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      allocatedRegionGroups.remove(replicaSet);
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      dataNodeLocations.remove(replicaSetRemoved.get(replicaSet.getRegionId()));
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocatedRegionGroups.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      final Map<Integer, TDataNodeConfiguration> availableDataNodeMap =
+          new HashMap<>(availableDataNodes.size());
+      final Map<Integer, Double> freeDiskSpaceMap = new HashMap<>(availableDataNodes.size());
+      availableDataNodes.forEach(
+          dataNodeConfiguration -> {
+            int dataNodeId = dataNodeConfiguration.getLocation().getDataNodeId();
+            availableDataNodeMap.put(dataNodeId, dataNodeConfiguration);
+            freeDiskSpaceMap.put(
+                dataNodeId, configManager.getLoadManager().getFreeDiskSpace(dataNodeId));
+          });
+      String database =
+          configManager.getPartitionManager().getRegionDatabase(remainReplicaSet.getRegionId());
+
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups =
+          configManager.getPartitionManager().getAllReplicaSets(database, consensusGroupType);
+      int replicationFactor;
+      try {
+        replicationFactor =
+            configManager
+                .getClusterSchemaManager()
+                .getReplicationFactor(database, consensusGroupType);
+      } catch (DatabaseNotExistsException e) {
+        LOGGER.error(
+            "Region {} 's database: {} not exists, use default value.",
+            remainReplicaSet.regionId,
+            database,
+            e);
+        replicationFactor =
+            consensusGroupType.equals(TConsensusGroupType.DataRegion)
+                ? ConfigNodeDescriptor.getInstance().getConf().getDataReplicationFactor()
+                : ConfigNodeDescriptor.getInstance().getConf().getSchemaReplicationFactor();
+      }
+
+      TDataNodeConfiguration selectedDestDataNode =
+          destNodeSelector.selectDestDataNode(
+              availableDataNodeMap,
+              freeDiskSpaceMap,
+              allocatedRegionGroups,
+              databaseAllocatedRegionGroups,
+              replicationFactor,
+              remainReplicaSet.regionId,
+              remainReplicaSet);
+      LOGGER.info(
+          "Selected DataNode {} for Region {}",
+          selectedDestDataNode.getLocation().getDataNodeId(),
+          remainReplicaSet.regionId);
+      allocatedRegionGroups.remove(remainReplicaSet);
+      List<TDataNodeLocation> dataNodeLocations = remainReplicaSet.getDataNodeLocations();
+      dataNodeLocations.add(selectedDestDataNode.getLocation());
+      remainReplicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   We can update it directly here because the List will not be affected.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "OneSizeFitsQuorum (via GitHub)" <gi...@apache.org>.
OneSizeFitsQuorum commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985084563


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,166 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+  private Map<Integer, Integer> realToFakeIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    return availableDataNodeMap.get(fakeToRealIdMap.get(targetDataNode));
+  }
+
+  private void prepare(
+      int replicationFactor,
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      TRegionReplicaSet remainReplicaSet) {
+    this.replicationFactor = replicationFactor;
+    this.fakeToRealIdMap = new TreeMap<>();
+    this.realToFakeIdMap = new TreeMap<>();
+    this.dataNodeNum = availableDataNodeMap.size();
+    List<Integer> dataNodeIdList =
+        availableDataNodeMap.values().stream()
+            .map(c -> c.getLocation().getDataNodeId())
+            .collect(Collectors.toList());
+    for (int i = 0; i < dataNodeNum; i++) {
+      fakeToRealIdMap.put(i, dataNodeIdList.get(i));
+      realToFakeIdMap.put(dataNodeIdList.get(i), i);
+    }
+
+    remainDataNodesFakeId =
+        remainReplicaSet.dataNodeLocations.stream()
+            .map(TDataNodeLocation::getDataNodeId)
+            .map(realToFakeIdMap::get)
+            .collect(Collectors.toSet());
+
+    // Compute regionCounter and combinationCounter
+    this.regionCounter = new int[dataNodeNum];
+    Arrays.fill(regionCounter, 0);
+    this.combinationCounter = new int[dataNodeNum][dataNodeNum];
+    for (int i = 0; i < dataNodeNum; i++) {
+      Arrays.fill(combinationCounter[i], 0);
+    }
+    for (TRegionReplicaSet regionReplicaSet : allocatedRegionGroups) {
+      List<TDataNodeLocation> dataNodeLocations = regionReplicaSet.getDataNodeLocations();
+      for (int i = 0; i < dataNodeLocations.size(); i++) {
+        int fakeIId = realToFakeIdMap.get(dataNodeLocations.get(i).getDataNodeId());
+        regionCounter[fakeIId]++;
+        for (int j = i + 1; j < dataNodeLocations.size(); j++) {
+          int fakeJId = realToFakeIdMap.get(dataNodeLocations.get(j).getDataNodeId());
+          combinationCounter[fakeIId][fakeJId] = 1;
+          combinationCounter[fakeJId][fakeIId] = 1;
+        }
+      }
+    }
+
+    this.bestValue = new Pair<>(Integer.MAX_VALUE, Integer.MAX_VALUE);
+  }
+
+  private void searchTargetDataNode(Map<Integer, Double> freeDiskSpaceMap) {
+    List<DataNodeEntry> entryList = new ArrayList<>();
+
+    for (int i = 0; i < dataNodeNum; i++) {
+      if (remainDataNodesFakeId.contains(i)) {
+        continue;
+      }
+      entryList.add(
+          new DataNodeEntry(i, regionCounter[i], freeDiskSpaceMap.get(fakeToRealIdMap.get(i))));
+    }
+    Collections.sort(entryList);
+
+    int[] alternativeReplica = new int[replicationFactor];
+
+    int pos = 0;
+    for (Integer integer : remainDataNodesFakeId) {
+      alternativeReplica[pos] = integer;

Review Comment:
   This is not a future work, currently we support extend region so that the number of replicas of regiongroup is not consistent with the configuration parameter. This feeling can be guarded a little more, because otherwise we could end up with an index out of bound error even during region migration if the number of replicas is not consistent



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985063108


##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,131 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR = new GreedyCopySetRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  @Test
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   removed



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985043145


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);
+    }
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      allocatedRegionGroups.remove(replicaSet);
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      dataNodeLocations.remove(replicaSetRemoved.get(replicaSet.getRegionId()));
+      replicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   Now allocatedReplicaSets is `HashSet`, and the hash value of ReplicaSets will change. Removing, updating, and adding them is a safer approach



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985032461


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(

Review Comment:
   done.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "OneSizeFitsQuorum (via GitHub)" <gi...@apache.org>.
OneSizeFitsQuorum closed pull request #15022: [remove datanode] Load balancing for removing datanode
URL: https://github.com/apache/iotdb/pull/15022


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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1984971580


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,166 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+  private Map<Integer, Integer> realToFakeIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    return availableDataNodeMap.get(fakeToRealIdMap.get(targetDataNode));
+  }
+
+  private void prepare(
+      int replicationFactor,
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      TRegionReplicaSet remainReplicaSet) {
+    this.replicationFactor = replicationFactor;
+    this.fakeToRealIdMap = new TreeMap<>();
+    this.realToFakeIdMap = new TreeMap<>();
+    this.dataNodeNum = availableDataNodeMap.size();
+    List<Integer> dataNodeIdList =
+        availableDataNodeMap.values().stream()
+            .map(c -> c.getLocation().getDataNodeId())
+            .collect(Collectors.toList());
+    for (int i = 0; i < dataNodeNum; i++) {
+      fakeToRealIdMap.put(i, dataNodeIdList.get(i));
+      realToFakeIdMap.put(dataNodeIdList.get(i), i);
+    }
+
+    remainDataNodesFakeId =
+        remainReplicaSet.dataNodeLocations.stream()
+            .map(TDataNodeLocation::getDataNodeId)
+            .map(realToFakeIdMap::get)
+            .collect(Collectors.toSet());
+
+    // Compute regionCounter and combinationCounter
+    this.regionCounter = new int[dataNodeNum];
+    Arrays.fill(regionCounter, 0);
+    this.combinationCounter = new int[dataNodeNum][dataNodeNum];
+    for (int i = 0; i < dataNodeNum; i++) {
+      Arrays.fill(combinationCounter[i], 0);
+    }
+    for (TRegionReplicaSet regionReplicaSet : allocatedRegionGroups) {
+      List<TDataNodeLocation> dataNodeLocations = regionReplicaSet.getDataNodeLocations();
+      for (int i = 0; i < dataNodeLocations.size(); i++) {
+        int fakeIId = realToFakeIdMap.get(dataNodeLocations.get(i).getDataNodeId());
+        regionCounter[fakeIId]++;
+        for (int j = i + 1; j < dataNodeLocations.size(); j++) {
+          int fakeJId = realToFakeIdMap.get(dataNodeLocations.get(j).getDataNodeId());
+          combinationCounter[fakeIId][fakeJId] = 1;
+          combinationCounter[fakeJId][fakeIId] = 1;
+        }
+      }
+    }
+
+    this.bestValue = new Pair<>(Integer.MAX_VALUE, Integer.MAX_VALUE);
+  }
+
+  private void searchTargetDataNode(Map<Integer, Double> freeDiskSpaceMap) {
+    List<DataNodeEntry> entryList = new ArrayList<>();
+
+    for (int i = 0; i < dataNodeNum; i++) {
+      if (remainDataNodesFakeId.contains(i)) {
+        continue;
+      }
+      entryList.add(
+          new DataNodeEntry(i, regionCounter[i], freeDiskSpaceMap.get(fakeToRealIdMap.get(i))));
+    }
+    Collections.sort(entryList);
+
+    int[] alternativeReplica = new int[replicationFactor];
+
+    int pos = 0;
+    for (Integer integer : remainDataNodesFakeId) {
+      alternativeReplica[pos] = integer;
+      pos++;
+    }
+
+    double minFreeDiskSpace = entryList.get(0).freeDiskSpace;
+    for (DataNodeEntry dataNodeEntry : entryList) {
+      if (dataNodeEntry.freeDiskSpace > minFreeDiskSpace) {
+        break;
+      }
+      alternativeReplica[replicationFactor - 1] = dataNodeEntry.dataNodeId;
+      Pair<Integer, Integer> currentValue = valuation(alternativeReplica);

Review Comment:
   Such is the case. Only dataNodeEntries that meet the criteria of `dataNodeEntry. freeDiskSpace == minFreeDiskSpace` will be considered.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985046581


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);
+    }
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      allocatedRegionGroups.remove(replicaSet);
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      dataNodeLocations.remove(replicaSetRemoved.get(replicaSet.getRegionId()));
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocatedRegionGroups.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      final Map<Integer, TDataNodeConfiguration> availableDataNodeMap =
+          new HashMap<>(availableDataNodes.size());
+      final Map<Integer, Double> freeDiskSpaceMap = new HashMap<>(availableDataNodes.size());
+      availableDataNodes.forEach(
+          dataNodeConfiguration -> {
+            int dataNodeId = dataNodeConfiguration.getLocation().getDataNodeId();
+            availableDataNodeMap.put(dataNodeId, dataNodeConfiguration);
+            freeDiskSpaceMap.put(
+                dataNodeId, configManager.getLoadManager().getFreeDiskSpace(dataNodeId));
+          });
+      String database =
+          configManager.getPartitionManager().getRegionDatabase(remainReplicaSet.getRegionId());
+
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups =
+          configManager.getPartitionManager().getAllReplicaSets(database, consensusGroupType);
+      int replicationFactor;
+      try {
+        replicationFactor =
+            configManager
+                .getClusterSchemaManager()
+                .getReplicationFactor(database, consensusGroupType);
+      } catch (DatabaseNotExistsException e) {
+        LOGGER.error(
+            "Region {} 's database: {} not exists, use default value.",
+            remainReplicaSet.regionId,
+            database,
+            e);
+        replicationFactor =
+            consensusGroupType.equals(TConsensusGroupType.DataRegion)
+                ? ConfigNodeDescriptor.getInstance().getConf().getDataReplicationFactor()
+                : ConfigNodeDescriptor.getInstance().getConf().getSchemaReplicationFactor();
+      }
+
+      TDataNodeConfiguration selectedDestDataNode =
+          destNodeSelector.selectDestDataNode(
+              availableDataNodeMap,
+              freeDiskSpaceMap,
+              allocatedRegionGroups,
+              databaseAllocatedRegionGroups,
+              replicationFactor,
+              remainReplicaSet.regionId,
+              remainReplicaSet);
+      LOGGER.info(
+          "Selected DataNode {} for Region {}",
+          selectedDestDataNode.getLocation().getDataNodeId(),
+          remainReplicaSet.regionId);
+      allocatedRegionGroups.remove(remainReplicaSet);
+      List<TDataNodeLocation> dataNodeLocations = remainReplicaSet.getDataNodeLocations();
+      dataNodeLocations.add(selectedDestDataNode.getLocation());
+      remainReplicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   To ensure the correctness and readability of the code, it is recommended to retain the remove and add operations.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985043772


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);
+    }
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      allocatedRegionGroups.remove(replicaSet);
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      dataNodeLocations.remove(replicaSetRemoved.get(replicaSet.getRegionId()));
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocatedRegionGroups.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      final Map<Integer, TDataNodeConfiguration> availableDataNodeMap =
+          new HashMap<>(availableDataNodes.size());
+      final Map<Integer, Double> freeDiskSpaceMap = new HashMap<>(availableDataNodes.size());
+      availableDataNodes.forEach(
+          dataNodeConfiguration -> {
+            int dataNodeId = dataNodeConfiguration.getLocation().getDataNodeId();
+            availableDataNodeMap.put(dataNodeId, dataNodeConfiguration);
+            freeDiskSpaceMap.put(
+                dataNodeId, configManager.getLoadManager().getFreeDiskSpace(dataNodeId));
+          });
+      String database =
+          configManager.getPartitionManager().getRegionDatabase(remainReplicaSet.getRegionId());
+
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups =
+          configManager.getPartitionManager().getAllReplicaSets(database, consensusGroupType);
+      int replicationFactor;
+      try {
+        replicationFactor =
+            configManager
+                .getClusterSchemaManager()
+                .getReplicationFactor(database, consensusGroupType);
+      } catch (DatabaseNotExistsException e) {
+        LOGGER.error(

Review Comment:
   done.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985131316


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,166 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+  private Map<Integer, Integer> realToFakeIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    return availableDataNodeMap.get(fakeToRealIdMap.get(targetDataNode));
+  }
+
+  private void prepare(
+      int replicationFactor,
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      TRegionReplicaSet remainReplicaSet) {
+    this.replicationFactor = replicationFactor;
+    this.fakeToRealIdMap = new TreeMap<>();
+    this.realToFakeIdMap = new TreeMap<>();
+    this.dataNodeNum = availableDataNodeMap.size();
+    List<Integer> dataNodeIdList =
+        availableDataNodeMap.values().stream()
+            .map(c -> c.getLocation().getDataNodeId())
+            .collect(Collectors.toList());
+    for (int i = 0; i < dataNodeNum; i++) {
+      fakeToRealIdMap.put(i, dataNodeIdList.get(i));
+      realToFakeIdMap.put(dataNodeIdList.get(i), i);
+    }
+
+    remainDataNodesFakeId =
+        remainReplicaSet.dataNodeLocations.stream()
+            .map(TDataNodeLocation::getDataNodeId)
+            .map(realToFakeIdMap::get)
+            .collect(Collectors.toSet());
+
+    // Compute regionCounter and combinationCounter
+    this.regionCounter = new int[dataNodeNum];
+    Arrays.fill(regionCounter, 0);
+    this.combinationCounter = new int[dataNodeNum][dataNodeNum];
+    for (int i = 0; i < dataNodeNum; i++) {
+      Arrays.fill(combinationCounter[i], 0);
+    }
+    for (TRegionReplicaSet regionReplicaSet : allocatedRegionGroups) {
+      List<TDataNodeLocation> dataNodeLocations = regionReplicaSet.getDataNodeLocations();
+      for (int i = 0; i < dataNodeLocations.size(); i++) {
+        int fakeIId = realToFakeIdMap.get(dataNodeLocations.get(i).getDataNodeId());
+        regionCounter[fakeIId]++;
+        for (int j = i + 1; j < dataNodeLocations.size(); j++) {
+          int fakeJId = realToFakeIdMap.get(dataNodeLocations.get(j).getDataNodeId());
+          combinationCounter[fakeIId][fakeJId] = 1;
+          combinationCounter[fakeJId][fakeIId] = 1;
+        }
+      }
+    }
+
+    this.bestValue = new Pair<>(Integer.MAX_VALUE, Integer.MAX_VALUE);
+  }
+
+  private void searchTargetDataNode(Map<Integer, Double> freeDiskSpaceMap) {
+    List<DataNodeEntry> entryList = new ArrayList<>();
+
+    for (int i = 0; i < dataNodeNum; i++) {
+      if (remainDataNodesFakeId.contains(i)) {
+        continue;
+      }
+      entryList.add(
+          new DataNodeEntry(i, regionCounter[i], freeDiskSpaceMap.get(fakeToRealIdMap.get(i))));
+    }
+    Collections.sort(entryList);
+
+    int[] alternativeReplica = new int[replicationFactor];
+
+    int pos = 0;
+    for (Integer integer : remainDataNodesFakeId) {
+      alternativeReplica[pos] = integer;

Review Comment:
   added.



##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,131 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR = new GreedyCopySetRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  @Test
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    Set<Integer> selectedNodeIds = new HashSet<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      TDataNodeConfiguration selectedNode =
+          SELECTOR.selectDestDataNode(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              remainReplicaSet.regionId,
+              remainReplicaSet);
+      LOGGER.info(
+          "Selected DataNode {} for Region {}",
+          selectedNode.getLocation().getDataNodeId(),
+          remainReplicaSet.regionId);
+      allocateResult.remove(remainReplicaSet);
+      List<TDataNodeLocation> dataNodeLocations = remainReplicaSet.getDataNodeLocations();
+      dataNodeLocations.add(selectedNode.getLocation());
+      remainReplicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(remainReplicaSet);
+      selectedNodeIds.add(selectedNode.getLocation().getDataNodeId());
+    }
+
+    Assert.assertEquals(TEST_DATA_NODE_NUM - 1, selectedNodeIds.size());

Review Comment:
   added.



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1984971580


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,166 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+  private Map<Integer, Integer> realToFakeIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    return availableDataNodeMap.get(fakeToRealIdMap.get(targetDataNode));
+  }
+
+  private void prepare(
+      int replicationFactor,
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      TRegionReplicaSet remainReplicaSet) {
+    this.replicationFactor = replicationFactor;
+    this.fakeToRealIdMap = new TreeMap<>();
+    this.realToFakeIdMap = new TreeMap<>();
+    this.dataNodeNum = availableDataNodeMap.size();
+    List<Integer> dataNodeIdList =
+        availableDataNodeMap.values().stream()
+            .map(c -> c.getLocation().getDataNodeId())
+            .collect(Collectors.toList());
+    for (int i = 0; i < dataNodeNum; i++) {
+      fakeToRealIdMap.put(i, dataNodeIdList.get(i));
+      realToFakeIdMap.put(dataNodeIdList.get(i), i);
+    }
+
+    remainDataNodesFakeId =
+        remainReplicaSet.dataNodeLocations.stream()
+            .map(TDataNodeLocation::getDataNodeId)
+            .map(realToFakeIdMap::get)
+            .collect(Collectors.toSet());
+
+    // Compute regionCounter and combinationCounter
+    this.regionCounter = new int[dataNodeNum];
+    Arrays.fill(regionCounter, 0);
+    this.combinationCounter = new int[dataNodeNum][dataNodeNum];
+    for (int i = 0; i < dataNodeNum; i++) {
+      Arrays.fill(combinationCounter[i], 0);
+    }
+    for (TRegionReplicaSet regionReplicaSet : allocatedRegionGroups) {
+      List<TDataNodeLocation> dataNodeLocations = regionReplicaSet.getDataNodeLocations();
+      for (int i = 0; i < dataNodeLocations.size(); i++) {
+        int fakeIId = realToFakeIdMap.get(dataNodeLocations.get(i).getDataNodeId());
+        regionCounter[fakeIId]++;
+        for (int j = i + 1; j < dataNodeLocations.size(); j++) {
+          int fakeJId = realToFakeIdMap.get(dataNodeLocations.get(j).getDataNodeId());
+          combinationCounter[fakeIId][fakeJId] = 1;
+          combinationCounter[fakeJId][fakeIId] = 1;
+        }
+      }
+    }
+
+    this.bestValue = new Pair<>(Integer.MAX_VALUE, Integer.MAX_VALUE);
+  }
+
+  private void searchTargetDataNode(Map<Integer, Double> freeDiskSpaceMap) {
+    List<DataNodeEntry> entryList = new ArrayList<>();
+
+    for (int i = 0; i < dataNodeNum; i++) {
+      if (remainDataNodesFakeId.contains(i)) {
+        continue;
+      }
+      entryList.add(
+          new DataNodeEntry(i, regionCounter[i], freeDiskSpaceMap.get(fakeToRealIdMap.get(i))));
+    }
+    Collections.sort(entryList);
+
+    int[] alternativeReplica = new int[replicationFactor];
+
+    int pos = 0;
+    for (Integer integer : remainDataNodesFakeId) {
+      alternativeReplica[pos] = integer;
+      pos++;
+    }
+
+    double minFreeDiskSpace = entryList.get(0).freeDiskSpace;
+    for (DataNodeEntry dataNodeEntry : entryList) {
+      if (dataNodeEntry.freeDiskSpace > minFreeDiskSpace) {
+        break;
+      }
+      alternativeReplica[replicationFactor - 1] = dataNodeEntry.dataNodeId;
+      Pair<Integer, Integer> currentValue = valuation(alternativeReplica);

Review Comment:
   Such is the case. Only dataNodeEntries that meet the criteria of `dataNodeEntry.freeDiskSpace == minFreeDiskSpace` will be considered.



##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,131 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR = new GreedyCopySetRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  @Test
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    Set<Integer> selectedNodeIds = new HashSet<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      TDataNodeConfiguration selectedNode =
+          SELECTOR.selectDestDataNode(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              remainReplicaSet.regionId,
+              remainReplicaSet);
+      LOGGER.info(
+          "Selected DataNode {} for Region {}",
+          selectedNode.getLocation().getDataNodeId(),
+          remainReplicaSet.regionId);
+      allocateResult.remove(remainReplicaSet);
+      List<TDataNodeLocation> dataNodeLocations = remainReplicaSet.getDataNodeLocations();
+      dataNodeLocations.add(selectedNode.getLocation());
+      remainReplicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   removed



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1985035261


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);

Review Comment:
   Yes, currently we have checks to ensure that removeDataNodes have at most one peer per region?



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "OneSizeFitsQuorum (via GitHub)" <gi...@apache.org>.
OneSizeFitsQuorum commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1984745180


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);
+    }
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      allocatedRegionGroups.remove(replicaSet);
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      dataNodeLocations.remove(replicaSetRemoved.get(replicaSet.getRegionId()));
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocatedRegionGroups.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      final Map<Integer, TDataNodeConfiguration> availableDataNodeMap =
+          new HashMap<>(availableDataNodes.size());
+      final Map<Integer, Double> freeDiskSpaceMap = new HashMap<>(availableDataNodes.size());
+      availableDataNodes.forEach(
+          dataNodeConfiguration -> {
+            int dataNodeId = dataNodeConfiguration.getLocation().getDataNodeId();
+            availableDataNodeMap.put(dataNodeId, dataNodeConfiguration);
+            freeDiskSpaceMap.put(
+                dataNodeId, configManager.getLoadManager().getFreeDiskSpace(dataNodeId));
+          });
+      String database =
+          configManager.getPartitionManager().getRegionDatabase(remainReplicaSet.getRegionId());
+
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups =
+          configManager.getPartitionManager().getAllReplicaSets(database, consensusGroupType);
+      int replicationFactor;
+      try {
+        replicationFactor =
+            configManager
+                .getClusterSchemaManager()
+                .getReplicationFactor(database, consensusGroupType);
+      } catch (DatabaseNotExistsException e) {
+        LOGGER.error(

Review Comment:
   use warn



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);

Review Comment:
   It looks like it might repeat when we support removing multiple nodes in the future, right? Maybe we should use a set



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);
+    }
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      allocatedRegionGroups.remove(replicaSet);
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      dataNodeLocations.remove(replicaSetRemoved.get(replicaSet.getRegionId()));
+      replicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   do we need to do this as you just remove it from `replicaSet.getDataNodeLocations()`



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);

Review Comment:
   Is there a problem with removing multiple datanodes? Or have we passed the check so that removeDataNodes has at most one peer per region?



##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,131 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR = new GreedyCopySetRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  @Test
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    Set<Integer> selectedNodeIds = new HashSet<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      TDataNodeConfiguration selectedNode =
+          SELECTOR.selectDestDataNode(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              remainReplicaSet.regionId,
+              remainReplicaSet);
+      LOGGER.info(
+          "Selected DataNode {} for Region {}",
+          selectedNode.getLocation().getDataNodeId(),
+          remainReplicaSet.regionId);
+      allocateResult.remove(remainReplicaSet);
+      List<TDataNodeLocation> dataNodeLocations = remainReplicaSet.getDataNodeLocations();
+      dataNodeLocations.add(selectedNode.getLocation());
+      remainReplicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(remainReplicaSet);
+      selectedNodeIds.add(selectedNode.getLocation().getDataNodeId());
+    }
+
+    Assert.assertEquals(TEST_DATA_NODE_NUM - 1, selectedNodeIds.size());

Review Comment:
   Should we calculate how many new regions are added to each node, whether they are balanced, and so on? Otherwise this is a little bit broad at the moment?
   
   maybe something like this
   <img width="1066" alt="image" src="https://github.com/user-attachments/assets/b9459f85-b4e6-41d3-a7e3-7482fa24fb2e" />
   
   
   <img width="1062" alt="image" src="https://github.com/user-attachments/assets/1ebbbcb5-b6ce-4b30-9b8c-79976d7739fd" />
   



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(

Review Comment:
   maybe you can use gpt to refactor and improve the code here



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,166 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+  private Map<Integer, Integer> realToFakeIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    return availableDataNodeMap.get(fakeToRealIdMap.get(targetDataNode));
+  }
+
+  private void prepare(
+      int replicationFactor,
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      TRegionReplicaSet remainReplicaSet) {
+    this.replicationFactor = replicationFactor;
+    this.fakeToRealIdMap = new TreeMap<>();
+    this.realToFakeIdMap = new TreeMap<>();
+    this.dataNodeNum = availableDataNodeMap.size();
+    List<Integer> dataNodeIdList =
+        availableDataNodeMap.values().stream()
+            .map(c -> c.getLocation().getDataNodeId())
+            .collect(Collectors.toList());
+    for (int i = 0; i < dataNodeNum; i++) {
+      fakeToRealIdMap.put(i, dataNodeIdList.get(i));
+      realToFakeIdMap.put(dataNodeIdList.get(i), i);
+    }
+
+    remainDataNodesFakeId =
+        remainReplicaSet.dataNodeLocations.stream()
+            .map(TDataNodeLocation::getDataNodeId)
+            .map(realToFakeIdMap::get)
+            .collect(Collectors.toSet());
+
+    // Compute regionCounter and combinationCounter
+    this.regionCounter = new int[dataNodeNum];
+    Arrays.fill(regionCounter, 0);
+    this.combinationCounter = new int[dataNodeNum][dataNodeNum];
+    for (int i = 0; i < dataNodeNum; i++) {
+      Arrays.fill(combinationCounter[i], 0);
+    }
+    for (TRegionReplicaSet regionReplicaSet : allocatedRegionGroups) {
+      List<TDataNodeLocation> dataNodeLocations = regionReplicaSet.getDataNodeLocations();
+      for (int i = 0; i < dataNodeLocations.size(); i++) {
+        int fakeIId = realToFakeIdMap.get(dataNodeLocations.get(i).getDataNodeId());
+        regionCounter[fakeIId]++;
+        for (int j = i + 1; j < dataNodeLocations.size(); j++) {
+          int fakeJId = realToFakeIdMap.get(dataNodeLocations.get(j).getDataNodeId());
+          combinationCounter[fakeIId][fakeJId] = 1;
+          combinationCounter[fakeJId][fakeIId] = 1;
+        }
+      }
+    }
+
+    this.bestValue = new Pair<>(Integer.MAX_VALUE, Integer.MAX_VALUE);
+  }
+
+  private void searchTargetDataNode(Map<Integer, Double> freeDiskSpaceMap) {
+    List<DataNodeEntry> entryList = new ArrayList<>();
+
+    for (int i = 0; i < dataNodeNum; i++) {
+      if (remainDataNodesFakeId.contains(i)) {
+        continue;
+      }
+      entryList.add(
+          new DataNodeEntry(i, regionCounter[i], freeDiskSpaceMap.get(fakeToRealIdMap.get(i))));
+    }
+    Collections.sort(entryList);
+
+    int[] alternativeReplica = new int[replicationFactor];
+
+    int pos = 0;
+    for (Integer integer : remainDataNodesFakeId) {
+      alternativeReplica[pos] = integer;

Review Comment:
   It is desirable to add some protection mechanisms to improve robustness in future scenarios where the number of replicas can change dynamically



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/procedure/env/RemoveDataNodeHandler.java:
##########
@@ -193,6 +201,136 @@ public List<RegionMigrationPlan> getRegionMigrationPlans(
     return regionMigrationPlans;
   }
 
+  /**
+   * Retrieves all region migration plans for the specified removed DataNodes and selects the
+   * destination.
+   *
+   * @param removedDataNodes the list of DataNodes from which to obtain migration plans
+   * @return a list of region migration plans associated with the removed DataNodes
+   */
+  public List<RegionMigrationPlan> selectedRegionMigrationPlans(
+      List<TDataNodeLocation> removedDataNodes) {
+
+    Set<Integer> removedDataNodesSet = new HashSet<>();
+    for (TDataNodeLocation removedDataNode : removedDataNodes) {
+      removedDataNodesSet.add(removedDataNode.dataNodeId);
+    }
+
+    final List<TDataNodeConfiguration> availableDataNodes =
+        configManager
+            .getNodeManager()
+            .filterDataNodeThroughStatus(NodeStatus.Running, NodeStatus.Unknown)
+            .stream()
+            .filter(node -> !removedDataNodesSet.contains(node.getLocation().getDataNodeId()))
+            .collect(Collectors.toList());
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(availableDataNodes, TConsensusGroupType.DataRegion, removedDataNodes));
+
+    regionMigrationPlans.addAll(
+        selectMigrationPlans(
+            availableDataNodes, TConsensusGroupType.SchemaRegion, removedDataNodes));
+
+    return regionMigrationPlans;
+  }
+
+  public List<RegionMigrationPlan> selectMigrationPlans(
+      List<TDataNodeConfiguration> availableDataNodes,
+      TConsensusGroupType consensusGroupType,
+      List<TDataNodeLocation> removedDataNodes) {
+    List<TRegionReplicaSet> allocatedRegionGroups =
+        configManager.getPartitionManager().getAllReplicaSets(consensusGroupType);
+
+    Map<TConsensusGroupId, TDataNodeLocation> replicaSetRemoved = new HashMap<>();
+    List<TRegionReplicaSet> migratedReplicas = new ArrayList<>();
+
+    for (TDataNodeLocation dataNodeLocation : removedDataNodes) {
+      List<TRegionReplicaSet> replicaSets =
+          allocatedRegionGroups.stream()
+              .filter(replicaSet -> replicaSet.getDataNodeLocations().contains(dataNodeLocation))
+              .collect(Collectors.toList());
+      for (TRegionReplicaSet replicaSet : replicaSets) {
+        replicaSetRemoved.put(replicaSet.getRegionId(), dataNodeLocation);
+      }
+      migratedReplicas.addAll(replicaSets);
+    }
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      allocatedRegionGroups.remove(replicaSet);
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      dataNodeLocations.remove(replicaSetRemoved.get(replicaSet.getRegionId()));
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocatedRegionGroups.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    List<RegionMigrationPlan> regionMigrationPlans = new ArrayList<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      final Map<Integer, TDataNodeConfiguration> availableDataNodeMap =
+          new HashMap<>(availableDataNodes.size());
+      final Map<Integer, Double> freeDiskSpaceMap = new HashMap<>(availableDataNodes.size());
+      availableDataNodes.forEach(
+          dataNodeConfiguration -> {
+            int dataNodeId = dataNodeConfiguration.getLocation().getDataNodeId();
+            availableDataNodeMap.put(dataNodeId, dataNodeConfiguration);
+            freeDiskSpaceMap.put(
+                dataNodeId, configManager.getLoadManager().getFreeDiskSpace(dataNodeId));
+          });
+      String database =
+          configManager.getPartitionManager().getRegionDatabase(remainReplicaSet.getRegionId());
+
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups =
+          configManager.getPartitionManager().getAllReplicaSets(database, consensusGroupType);
+      int replicationFactor;
+      try {
+        replicationFactor =
+            configManager
+                .getClusterSchemaManager()
+                .getReplicationFactor(database, consensusGroupType);
+      } catch (DatabaseNotExistsException e) {
+        LOGGER.error(
+            "Region {} 's database: {} not exists, use default value.",
+            remainReplicaSet.regionId,
+            database,
+            e);
+        replicationFactor =
+            consensusGroupType.equals(TConsensusGroupType.DataRegion)
+                ? ConfigNodeDescriptor.getInstance().getConf().getDataReplicationFactor()
+                : ConfigNodeDescriptor.getInstance().getConf().getSchemaReplicationFactor();
+      }
+
+      TDataNodeConfiguration selectedDestDataNode =
+          destNodeSelector.selectDestDataNode(
+              availableDataNodeMap,
+              freeDiskSpaceMap,
+              allocatedRegionGroups,
+              databaseAllocatedRegionGroups,
+              replicationFactor,
+              remainReplicaSet.regionId,
+              remainReplicaSet);
+      LOGGER.info(
+          "Selected DataNode {} for Region {}",
+          selectedDestDataNode.getLocation().getDataNodeId(),
+          remainReplicaSet.regionId);
+      allocatedRegionGroups.remove(remainReplicaSet);
+      List<TDataNodeLocation> dataNodeLocations = remainReplicaSet.getDataNodeLocations();
+      dataNodeLocations.add(selectedDestDataNode.getLocation());
+      remainReplicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   same as above



##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,131 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR = new GreedyCopySetRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  @Test
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   duplicated?



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,166 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+  private Map<Integer, Integer> realToFakeIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    return availableDataNodeMap.get(fakeToRealIdMap.get(targetDataNode));
+  }
+
+  private void prepare(
+      int replicationFactor,
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      TRegionReplicaSet remainReplicaSet) {
+    this.replicationFactor = replicationFactor;
+    this.fakeToRealIdMap = new TreeMap<>();
+    this.realToFakeIdMap = new TreeMap<>();
+    this.dataNodeNum = availableDataNodeMap.size();
+    List<Integer> dataNodeIdList =
+        availableDataNodeMap.values().stream()
+            .map(c -> c.getLocation().getDataNodeId())
+            .collect(Collectors.toList());
+    for (int i = 0; i < dataNodeNum; i++) {
+      fakeToRealIdMap.put(i, dataNodeIdList.get(i));
+      realToFakeIdMap.put(dataNodeIdList.get(i), i);
+    }
+
+    remainDataNodesFakeId =
+        remainReplicaSet.dataNodeLocations.stream()
+            .map(TDataNodeLocation::getDataNodeId)
+            .map(realToFakeIdMap::get)
+            .collect(Collectors.toSet());
+
+    // Compute regionCounter and combinationCounter
+    this.regionCounter = new int[dataNodeNum];
+    Arrays.fill(regionCounter, 0);
+    this.combinationCounter = new int[dataNodeNum][dataNodeNum];
+    for (int i = 0; i < dataNodeNum; i++) {
+      Arrays.fill(combinationCounter[i], 0);
+    }
+    for (TRegionReplicaSet regionReplicaSet : allocatedRegionGroups) {
+      List<TDataNodeLocation> dataNodeLocations = regionReplicaSet.getDataNodeLocations();
+      for (int i = 0; i < dataNodeLocations.size(); i++) {
+        int fakeIId = realToFakeIdMap.get(dataNodeLocations.get(i).getDataNodeId());
+        regionCounter[fakeIId]++;
+        for (int j = i + 1; j < dataNodeLocations.size(); j++) {
+          int fakeJId = realToFakeIdMap.get(dataNodeLocations.get(j).getDataNodeId());
+          combinationCounter[fakeIId][fakeJId] = 1;
+          combinationCounter[fakeJId][fakeIId] = 1;
+        }
+      }
+    }
+
+    this.bestValue = new Pair<>(Integer.MAX_VALUE, Integer.MAX_VALUE);
+  }
+
+  private void searchTargetDataNode(Map<Integer, Double> freeDiskSpaceMap) {
+    List<DataNodeEntry> entryList = new ArrayList<>();
+
+    for (int i = 0; i < dataNodeNum; i++) {
+      if (remainDataNodesFakeId.contains(i)) {
+        continue;
+      }
+      entryList.add(
+          new DataNodeEntry(i, regionCounter[i], freeDiskSpaceMap.get(fakeToRealIdMap.get(i))));
+    }
+    Collections.sort(entryList);
+
+    int[] alternativeReplica = new int[replicationFactor];
+
+    int pos = 0;
+    for (Integer integer : remainDataNodesFakeId) {
+      alternativeReplica[pos] = integer;
+      pos++;
+    }
+
+    double minFreeDiskSpace = entryList.get(0).freeDiskSpace;
+    for (DataNodeEntry dataNodeEntry : entryList) {
+      if (dataNodeEntry.freeDiskSpace > minFreeDiskSpace) {
+        break;
+      }
+      alternativeReplica[replicationFactor - 1] = dataNodeEntry.dataNodeId;
+      Pair<Integer, Integer> currentValue = valuation(alternativeReplica);

Review Comment:
   So should we consider the number of regions first instead of divergence?



##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,131 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR = new GreedyCopySetRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  @Test
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    Set<Integer> selectedNodeIds = new HashSet<>();
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      TDataNodeConfiguration selectedNode =
+          SELECTOR.selectDestDataNode(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              remainReplicaSet.regionId,
+              remainReplicaSet);
+      LOGGER.info(
+          "Selected DataNode {} for Region {}",
+          selectedNode.getLocation().getDataNodeId(),
+          remainReplicaSet.regionId);
+      allocateResult.remove(remainReplicaSet);
+      List<TDataNodeLocation> dataNodeLocations = remainReplicaSet.getDataNodeLocations();
+      dataNodeLocations.add(selectedNode.getLocation());
+      remainReplicaSet.setDataNodeLocations(dataNodeLocations);

Review Comment:
   duplicated?



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "OneSizeFitsQuorum (via GitHub)" <gi...@apache.org>.
OneSizeFitsQuorum commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1983135969


##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/IDestNodeSelector.java:
##########
@@ -0,0 +1,39 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import java.util.List;
+import java.util.Map;
+
+public interface IDestNodeSelector {
+
+  TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,

Review Comment:
   add java doc for this



##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,123 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.BeforeClass;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR =
+      new PartiteGraphPlacementRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  // manual test only
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      TDataNodeConfiguration selectedNode =
+          SELECTOR.selectDestDataNode(

Review Comment:
   Should you compare all nodes for load balance, divergence, etc.?
   
   Just like GreedyCopySetRegionGroupAllocatorTest?



##########
iotdb-core/confignode/src/main/java/org/apache/iotdb/confignode/manager/load/balancer/region/PartiteGraphPlacementDestNodeSelector.java:
##########
@@ -0,0 +1,185 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+import org.apache.iotdb.confignode.conf.ConfigNodeDescriptor;
+import org.apache.iotdb.confignode.manager.load.balancer.region.GreedyRegionGroupAllocator.DataNodeEntry;
+
+import org.apache.tsfile.utils.Pair;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.stream.Collectors;
+
+public class PartiteGraphPlacementDestNodeSelector implements IDestNodeSelector {
+  private int replicationFactor;
+  private int regionPerDataNode;
+
+  private int dataNodeNum;
+  // The number of allocated Regions in each DataNode
+  private int[] regionCounter;
+  // The number of edges in current cluster
+  private int[][] combinationCounter;
+  private Map<Integer, Integer> fakeToRealIdMap;
+
+  private Set<Integer> remainDataNodesFakeId;
+
+  // Pair<combinationSum, RegionSum>
+  Pair<Integer, Integer> bestValue;
+
+  private Integer targetDataNode = -1;
+
+  @Override
+  public TDataNodeConfiguration selectDestDataNode(
+      Map<Integer, TDataNodeConfiguration> availableDataNodeMap,
+      Map<Integer, Double> freeDiskSpaceMap,
+      List<TRegionReplicaSet> allocatedRegionGroups,
+      List<TRegionReplicaSet> databaseAllocatedRegionGroups,
+      int replicationFactor,
+      TConsensusGroupId consensusGroupId,
+      TRegionReplicaSet remainReplicaSet) {
+    this.regionPerDataNode =
+        consensusGroupId.getType().equals(TConsensusGroupType.DataRegion)
+            ? ConfigNodeDescriptor.getInstance().getConf().getDataRegionPerDataNode()
+            : ConfigNodeDescriptor.getInstance().getConf().getSchemaRegionPerDataNode();
+    prepare(replicationFactor, availableDataNodeMap, allocatedRegionGroups, remainReplicaSet);
+
+    searchTargetDataNode(freeDiskSpaceMap);
+
+    if (targetDataNode == -1) {
+      Set<Integer> alternativeDataNodes =
+          fakeToRealIdMap.keySet().stream()
+              .filter(fakeId -> !remainDataNodesFakeId.contains(fakeId))
+              .collect(Collectors.toSet());
+      return availableDataNodeMap.get(alternativeDataNodes.stream().findAny().orElse(null));

Review Comment:
   What's the meaning of get(null) ?



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Re: [PR] [remove datanode] Load balancing for removing datanode [iotdb]

Posted by "HxpSerein (via GitHub)" <gi...@apache.org>.
HxpSerein commented on code in PR #15022:
URL: https://github.com/apache/iotdb/pull/15022#discussion_r1983516772


##########
iotdb-core/confignode/src/test/java/org/apache/iotdb/confignode/manager/load/balancer/region/DestNodeSelectorTest.java:
##########
@@ -0,0 +1,123 @@
+/*
+ * 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.iotdb.confignode.manager.load.balancer.region;
+
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupId;
+import org.apache.iotdb.common.rpc.thrift.TConsensusGroupType;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeConfiguration;
+import org.apache.iotdb.common.rpc.thrift.TDataNodeLocation;
+import org.apache.iotdb.common.rpc.thrift.TRegionReplicaSet;
+
+import org.junit.BeforeClass;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.stream.Collectors;
+
+public class DestNodeSelectorTest {
+
+  private static final Logger LOGGER = LoggerFactory.getLogger(DestNodeSelectorTest.class);
+
+  private static final IDestNodeSelector SELECTOR = new PartiteGraphPlacementDestNodeSelector();
+  private static final IRegionGroupAllocator ALLOCATOR =
+      new PartiteGraphPlacementRegionGroupAllocator();
+
+  private static final TDataNodeLocation REMOVE_DATANODE_LOCATION =
+      new TDataNodeLocation().setDataNodeId(5);
+  private static final int TEST_DATA_NODE_NUM = 5;
+  private static final int DATA_REGION_PER_DATA_NODE = 4;
+  private static final int DATA_REPLICATION_FACTOR = 2;
+
+  private static final Map<Integer, TDataNodeConfiguration> AVAILABLE_DATA_NODE_MAP =
+      new HashMap<>();
+  private static final Map<Integer, Double> FREE_SPACE_MAP = new HashMap<>();
+
+  @BeforeClass
+  public static void setUp() {
+    // Construct TEST_DATA_NODE_NUM DataNodes
+    for (int i = 1; i <= TEST_DATA_NODE_NUM; i++) {
+      AVAILABLE_DATA_NODE_MAP.put(
+          i, new TDataNodeConfiguration().setLocation(new TDataNodeLocation().setDataNodeId(i)));
+      FREE_SPACE_MAP.put(i, Math.random());
+    }
+  }
+
+  // manual test only
+  public void testSelectDestNode() {
+    final int dataRegionGroupNum =
+        DATA_REGION_PER_DATA_NODE * TEST_DATA_NODE_NUM / DATA_REPLICATION_FACTOR;
+
+    List<TRegionReplicaSet> allocateResult = new ArrayList<>();
+    for (int index = 0; index < dataRegionGroupNum; index++) {
+      allocateResult.add(
+          ALLOCATOR.generateOptimalRegionReplicasDistribution(
+              AVAILABLE_DATA_NODE_MAP,
+              FREE_SPACE_MAP,
+              allocateResult,
+              allocateResult,
+              DATA_REPLICATION_FACTOR,
+              new TConsensusGroupId(TConsensusGroupType.DataRegion, index)));
+    }
+    List<TRegionReplicaSet> migratedReplicas =
+        allocateResult.stream()
+            .filter(
+                replicaSet -> replicaSet.getDataNodeLocations().contains(REMOVE_DATANODE_LOCATION))
+            .collect(Collectors.toList());
+
+    AVAILABLE_DATA_NODE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+    FREE_SPACE_MAP.remove(REMOVE_DATANODE_LOCATION.getDataNodeId());
+
+    List<TRegionReplicaSet> remainReplicas = new ArrayList<>();
+
+    for (TRegionReplicaSet replicaSet : migratedReplicas) {
+      List<TDataNodeLocation> dataNodeLocations = replicaSet.getDataNodeLocations();
+      allocateResult.remove(replicaSet);
+      dataNodeLocations.remove(REMOVE_DATANODE_LOCATION);
+      replicaSet.setDataNodeLocations(dataNodeLocations);
+      allocateResult.add(replicaSet);
+      remainReplicas.add(replicaSet);
+    }
+
+    for (TRegionReplicaSet remainReplicaSet : remainReplicas) {
+      TDataNodeConfiguration selectedNode =
+          SELECTOR.selectDestDataNode(

Review Comment:
   add assert



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