HDFS-15288. Add Available Space Rack Fault Tolerant BPP. Contributed by Ayush Saxena.

2020-05-23 18:29:31 +05:30 · 2020-05-23 18:29:31 +05:30 · 3355126062
parent a5657b9657
commit 3355126062
5 changed files with 375 additions and 16 deletions
--- a/hadoop-hdfs-project/hadoop-hdfs/src/main/java/org/apache/hadoop/hdfs/DFSConfigKeys.java
+++ b/hadoop-hdfs-project/hadoop-hdfs/src/main/java/org/apache/hadoop/hdfs/DFSConfigKeys.java
@ -1124,6 +1124,13 @@ public class DFSConfigKeys extends CommonConfigurationKeys {
      "dfs.namenode.available-space-block-placement-policy.balanced-space-preference-fraction";
  public static final float   DFS_NAMENODE_AVAILABLE_SPACE_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_DEFAULT =
      0.6f;
+  public static final String
+      DFS_NAMENODE_AVAILABLE_SPACE_RACK_FAULT_TOLERANT_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_KEY =
+      "dfs.namenode.available-space-rack-fault-tolerant-block-placement-policy"
+          + ".balanced-space-preference-fraction";
+  public static final float
+      DFS_NAMENODE_AVAILABLE_SPACE_BLOCK_RACK_FAULT_TOLERANT_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_DEFAULT =
+      0.6f;
  public static final String
      DFS_NAMENODE_AVAILABLE_SPACE_BLOCK_PLACEMENT_POLICY_BALANCE_LOCAL_NODE_KEY =
      "dfs.namenode.available-space-block-placement-policy.balance-local-node";
--- a/hadoop-hdfs-project/hadoop-hdfs/src/main/java/org/apache/hadoop/hdfs/server/blockmanagement/AvailableSpaceRackFaultTolerantBlockPlacementPolicy.java
+++ b/hadoop-hdfs-project/hadoop-hdfs/src/main/java/org/apache/hadoop/hdfs/server/blockmanagement/AvailableSpaceRackFaultTolerantBlockPlacementPolicy.java
@ -0,0 +1,126 @@
+/**
+ * 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
+ * <p>
+ * http://www.apache.org/licenses/LICENSE-2.0
+ * <p>
+ * 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.hadoop.hdfs.server.blockmanagement;
+
+import com.google.common.base.Preconditions;
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.fs.StorageType;
+import org.apache.hadoop.hdfs.DFSConfigKeys;
+import org.apache.hadoop.hdfs.net.DFSNetworkTopology;
+import org.apache.hadoop.net.NetworkTopology;
+import org.apache.hadoop.net.Node;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.util.Collection;
+import java.util.Random;
+
+import static org.apache.hadoop.hdfs.DFSConfigKeys.DFS_NAMENODE_AVAILABLE_SPACE_BLOCK_RACK_FAULT_TOLERANT_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_DEFAULT;
+import static org.apache.hadoop.hdfs.DFSConfigKeys.DFS_NAMENODE_AVAILABLE_SPACE_RACK_FAULT_TOLERANT_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_KEY;
+
+/**
+ * Space balanced rack fault tolerant block placement policy.
+ */
+public class AvailableSpaceRackFaultTolerantBlockPlacementPolicy
+    extends BlockPlacementPolicyRackFaultTolerant {
+
+  private static final Logger LOG = LoggerFactory
+      .getLogger(AvailableSpaceRackFaultTolerantBlockPlacementPolicy.class);
+  private static final Random RAND = new Random();
+  private int balancedPreference = (int) (100
+      * DFS_NAMENODE_AVAILABLE_SPACE_BLOCK_RACK_FAULT_TOLERANT_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_DEFAULT);
+
+  @Override
+  public void initialize(Configuration conf, FSClusterStats stats,
+      NetworkTopology clusterMap, Host2NodesMap host2datanodeMap) {
+    super.initialize(conf, stats, clusterMap, host2datanodeMap);
+    float balancedPreferencePercent = conf.getFloat(
+        DFS_NAMENODE_AVAILABLE_SPACE_RACK_FAULT_TOLERANT_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_KEY,
+        DFS_NAMENODE_AVAILABLE_SPACE_BLOCK_RACK_FAULT_TOLERANT_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_DEFAULT);
+
+    LOG.info("Available space rack fault tolerant block placement policy "
+        + "initialized: "
+        + DFSConfigKeys.DFS_NAMENODE_AVAILABLE_SPACE_RACK_FAULT_TOLERANT_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_KEY
+        + " = " + balancedPreferencePercent);
+
+    if (balancedPreferencePercent > 1.0) {
+      LOG.warn("The value of "
+          + DFS_NAMENODE_AVAILABLE_SPACE_RACK_FAULT_TOLERANT_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_KEY
+          + " is greater than 1.0 but should be in the range 0.0 - 1.0");
+    }
+    if (balancedPreferencePercent < 0.5) {
+      LOG.warn("The value of "
+          + DFS_NAMENODE_AVAILABLE_SPACE_RACK_FAULT_TOLERANT_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_KEY
+          + " is less than 0.5 so datanodes with more used percent will"
+          + " receive  more block allocations.");
+    }
+    balancedPreference = (int) (100 * balancedPreferencePercent);
+  }
+
+  @Override
+  protected DatanodeDescriptor chooseDataNode(final String scope,
+      final Collection<Node> excludedNode, StorageType type) {
+    // only the code that uses DFSNetworkTopology should trigger this code path.
+    Preconditions.checkArgument(clusterMap instanceof DFSNetworkTopology);
+    DFSNetworkTopology dfsClusterMap = (DFSNetworkTopology) clusterMap;
+    DatanodeDescriptor a = (DatanodeDescriptor) dfsClusterMap
+        .chooseRandomWithStorageType(scope, excludedNode, type);
+    DatanodeDescriptor b = (DatanodeDescriptor) dfsClusterMap
+        .chooseRandomWithStorageType(scope, excludedNode, type);
+    return select(a, b);
+  }
+
+  @Override
+  protected DatanodeDescriptor chooseDataNode(final String scope,
+      final Collection<Node> excludedNode) {
+    DatanodeDescriptor a =
+        (DatanodeDescriptor) clusterMap.chooseRandom(scope, excludedNode);
+    DatanodeDescriptor b =
+        (DatanodeDescriptor) clusterMap.chooseRandom(scope, excludedNode);
+    return select(a, b);
+  }
+
+  private DatanodeDescriptor select(DatanodeDescriptor a,
+      DatanodeDescriptor b) {
+    if (a != null && b != null) {
+      int ret = compareDataNode(a, b);
+      if (ret == 0) {
+        return a;
+      } else if (ret < 0) {
+        return (RAND.nextInt(100) < balancedPreference) ? a : b;
+      } else {
+        return (RAND.nextInt(100) < balancedPreference) ? b : a;
+      }
+    } else {
+      return a == null ? b : a;
+    }
+  }
+
+  /**
+   * Compare the two data nodes.
+   */
+  protected int compareDataNode(final DatanodeDescriptor a,
+      final DatanodeDescriptor b) {
+    if (a.equals(b)
+        || Math.abs(a.getDfsUsedPercent() - b.getDfsUsedPercent()) < 5) {
+      return 0;
+    }
+    return a.getDfsUsedPercent() < b.getDfsUsedPercent() ? -1 : 1;
+  }
+}
--- a/hadoop-hdfs-project/hadoop-hdfs/src/main/resources/hdfs-default.xml
+++ b/hadoop-hdfs-project/hadoop-hdfs/src/main/resources/hdfs-default.xml
@ -4961,6 +4961,20 @@
  </description>
 </property>

+<property>
+  <name>dfs.namenode.available-space-rack-fault-tolerant-block-placement-policy.balanced-space-preference-fraction</name>
+  <value>0.6</value>
+  <description>
+    Only used when the dfs.block.replicator.classname is set to
+    org.apache.hadoop.hdfs.server.blockmanagement.AvailableSpaceRackFaultTolerantBlockPlacementPolicy.
+    Special value between 0 and 1, noninclusive.  Increases chance of
+    placing blocks on Datanodes with less disk space used. More the value near 1
+    more are the chances of choosing the datanode with less percentage of data.
+    Similarly as the value moves near 0, the chances of choosing datanode with
+    high load increases as the value reaches near 0.
+  </description>
+</property>
+
 <property>
  <name>dfs.namenode.backup.dnrpc-address</name>
  <value></value>
--- a/hadoop-hdfs-project/hadoop-hdfs/src/test/java/org/apache/hadoop/hdfs/server/blockmanagement/TestAvailableSpaceBlockPlacementPolicy.java
+++ b/hadoop-hdfs-project/hadoop-hdfs/src/test/java/org/apache/hadoop/hdfs/server/blockmanagement/TestAvailableSpaceBlockPlacementPolicy.java
@ -35,10 +35,11 @@ import org.apache.hadoop.net.NetworkTopology;
 import org.apache.hadoop.net.Node;
 import org.apache.hadoop.test.PathUtils;
 import org.junit.AfterClass;
-import org.junit.Assert;
 import org.junit.BeforeClass;
 import org.junit.Test;

+import static org.junit.Assert.assertTrue;
+
 public class TestAvailableSpaceBlockPlacementPolicy {
  private final static int numRacks = 4;
  private final static int nodesPerRack = 5;
@ -127,7 +128,7 @@ public class TestAvailableSpaceBlockPlacementPolicy {
   */
  @Test
  public void testPolicyReplacement() {
-    Assert.assertTrue((placementPolicy instanceof AvailableSpaceBlockPlacementPolicy));
+    assertTrue((placementPolicy instanceof AvailableSpaceBlockPlacementPolicy));
  }

  /*
@ -147,7 +148,7 @@ public class TestAvailableSpaceBlockPlacementPolicy {
              .chooseTarget(file, replica, null, new ArrayList<DatanodeStorageInfo>(), false, null,
                blockSize, TestBlockStoragePolicy.DEFAULT_STORAGE_POLICY, null);

-      Assert.assertTrue(targets.length == replica);
+      assertTrue(targets.length == replica);
      for (int j = 0; j < replica; j++) {
        total++;
        if (targets[j].getDatanodeDescriptor().getRemainingPercent() > 60) {
@ -155,25 +156,21 @@ public class TestAvailableSpaceBlockPlacementPolicy {
        }
      }
    }
-    Assert.assertTrue(total == replica * chooseTimes);
+    assertTrue(total == replica * chooseTimes);
    double possibility = 1.0 * moreRemainingNode / total;
-    Assert.assertTrue(possibility > 0.52);
-    Assert.assertTrue(possibility < 0.55);
+    assertTrue(possibility > 0.52);
+    assertTrue(possibility < 0.55);
  }

  @Test
  public void testChooseDataNode() {
-    try {
    Collection<Node> allNodes = new ArrayList<>(dataNodes.length);
    Collections.addAll(allNodes, dataNodes);
-      if (placementPolicy instanceof AvailableSpaceBlockPlacementPolicy){
+    if (placementPolicy instanceof AvailableSpaceBlockPlacementPolicy) {
      // exclude all datanodes when chooseDataNode, no NPE should be thrown
-        ((AvailableSpaceBlockPlacementPolicy)placementPolicy)
+      ((AvailableSpaceBlockPlacementPolicy) placementPolicy)
          .chooseDataNode("~", allNodes);
    }
-    }catch (NullPointerException npe){
-      Assert.fail("NPE should not be thrown");
-    }
  }

  @AfterClass
--- a/hadoop-hdfs-project/hadoop-hdfs/src/test/java/org/apache/hadoop/hdfs/server/blockmanagement/TestAvailableSpaceRackFaultTolerantBPP.java
+++ b/hadoop-hdfs-project/hadoop-hdfs/src/test/java/org/apache/hadoop/hdfs/server/blockmanagement/TestAvailableSpaceRackFaultTolerantBPP.java
@ -0,0 +1,215 @@
+/**
+ * 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
+ * <p>
+ * http://www.apache.org/licenses/LICENSE-2.0
+ * <p>
+ * 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.hadoop.hdfs.server.blockmanagement;
+
+import org.apache.hadoop.conf.Configuration;
+import org.apache.hadoop.fs.FileSystem;
+import org.apache.hadoop.hdfs.DFSConfigKeys;
+import org.apache.hadoop.hdfs.DFSTestUtil;
+import org.apache.hadoop.hdfs.HdfsConfiguration;
+import org.apache.hadoop.hdfs.TestBlockStoragePolicy;
+import org.apache.hadoop.hdfs.server.common.HdfsServerConstants;
+import org.apache.hadoop.hdfs.server.namenode.NameNode;
+import org.apache.hadoop.net.NetworkTopology;
+import org.apache.hadoop.net.Node;
+import org.apache.hadoop.test.PathUtils;
+import org.junit.AfterClass;
+import org.junit.Assert;
+import org.junit.BeforeClass;
+import org.junit.Test;
+
+import java.io.File;
+import java.util.ArrayList;
+import java.util.Collection;
+import java.util.Collections;
+import java.util.HashSet;
+
+import static org.junit.Assert.assertEquals;
+
+/**
+ * Tests AvailableSpaceRackFaultTolerant block placement policy.
+ */
+public class TestAvailableSpaceRackFaultTolerantBPP {
+  private final static int NUM_RACKS = 4;
+  private final static int NODES_PER_RACK = 5;
+  private final static int BLOCK_SIZE = 1024;
+  private final static int CHOOSE_TIMES = 10000;
+  private final static String FILE = "/tobers/test";
+  private final static int REPLICA = 3;
+
+  private static DatanodeStorageInfo[] storages;
+  private static DatanodeDescriptor[] dataNodes;
+  private static Configuration conf;
+  private static NameNode namenode;
+  private static BlockPlacementPolicy placementPolicy;
+  private static NetworkTopology cluster;
+
+  @BeforeClass
+  public static void setupCluster() throws Exception {
+    conf = new HdfsConfiguration();
+    conf.setFloat(
+        DFSConfigKeys.DFS_NAMENODE_AVAILABLE_SPACE_BLOCK_PLACEMENT_POLICY_BALANCED_SPACE_PREFERENCE_FRACTION_KEY,
+        0.6f);
+    String[] racks = new String[NUM_RACKS];
+    for (int i = 0; i < NUM_RACKS; i++) {
+      racks[i] = "/rack" + i;
+    }
+
+    String[] owerRackOfNodes = new String[NUM_RACKS * NODES_PER_RACK];
+    for (int i = 0; i < NODES_PER_RACK; i++) {
+      for (int j = 0; j < NUM_RACKS; j++) {
+        owerRackOfNodes[i * NUM_RACKS + j] = racks[j];
+      }
+    }
+
+    storages = DFSTestUtil.createDatanodeStorageInfos(owerRackOfNodes);
+    dataNodes = DFSTestUtil.toDatanodeDescriptor(storages);
+
+    FileSystem.setDefaultUri(conf, "hdfs://localhost:0");
+    conf.set(DFSConfigKeys.DFS_NAMENODE_HTTP_ADDRESS_KEY, "0.0.0.0:0");
+    File baseDir = PathUtils
+        .getTestDir(AvailableSpaceRackFaultTolerantBlockPlacementPolicy.class);
+    conf.set(DFSConfigKeys.DFS_NAMENODE_NAME_DIR_KEY,
+        new File(baseDir, "name").getPath());
+    conf.set(DFSConfigKeys.DFS_BLOCK_REPLICATOR_CLASSNAME_KEY,
+        AvailableSpaceRackFaultTolerantBlockPlacementPolicy.class.getName());
+
+    DFSTestUtil.formatNameNode(conf);
+    namenode = new NameNode(conf);
+
+    final BlockManager bm = namenode.getNamesystem().getBlockManager();
+    placementPolicy = bm.getBlockPlacementPolicy();
+    cluster = bm.getDatanodeManager().getNetworkTopology();
+    for (int i = 0; i < NODES_PER_RACK * NUM_RACKS; i++) {
+      cluster.add(dataNodes[i]);
+    }
+
+    setupDataNodeCapacity();
+  }
+
+  private static void updateHeartbeatWithUsage(DatanodeDescriptor dn,
+      long capacity, long dfsUsed, long remaining, long blockPoolUsed,
+      long dnCacheCapacity, long dnCacheUsed, int xceiverCount,
+      int volFailures) {
+    dn.getStorageInfos()[0]
+        .setUtilizationForTesting(capacity, dfsUsed, remaining, blockPoolUsed);
+    dn.updateHeartbeat(BlockManagerTestUtil.getStorageReportsForDatanode(dn),
+        dnCacheCapacity, dnCacheUsed, xceiverCount, volFailures, null);
+  }
+
+  private static void setupDataNodeCapacity() {
+    for (int i = 0; i < NODES_PER_RACK * NUM_RACKS; i++) {
+      if ((i % 2) == 0) {
+        // remaining 100%
+        updateHeartbeatWithUsage(dataNodes[i],
+            2 * HdfsServerConstants.MIN_BLOCKS_FOR_WRITE * BLOCK_SIZE, 0L,
+            2 * HdfsServerConstants.MIN_BLOCKS_FOR_WRITE * BLOCK_SIZE, 0L, 0L,
+            0L, 0, 0);
+      } else {
+        // remaining 50%
+        updateHeartbeatWithUsage(dataNodes[i],
+            2 * HdfsServerConstants.MIN_BLOCKS_FOR_WRITE * BLOCK_SIZE,
+            HdfsServerConstants.MIN_BLOCKS_FOR_WRITE * BLOCK_SIZE,
+            HdfsServerConstants.MIN_BLOCKS_FOR_WRITE * BLOCK_SIZE, 0L, 0L, 0L,
+            0, 0);
+      }
+    }
+  }
+
+  /*
+   * To verify that the BlockPlacementPolicy can be replaced by
+   * AvailableSpaceRackFaultTolerantBlockPlacementPolicy via
+   * changing the configuration.
+   */
+  @Test
+  public void testPolicyReplacement() {
+    Assert.assertTrue(
+        (placementPolicy instanceof
+            AvailableSpaceRackFaultTolerantBlockPlacementPolicy));
+  }
+
+  /*
+   * Call choose target many times and verify that nodes with more remaining
+   * percent will be chosen with high possibility.
+   */
+  @Test
+  public void testChooseTarget() {
+    int total = 0;
+    int moreRemainingNode = 0;
+    for (int i = 0; i < CHOOSE_TIMES; i++) {
+      DatanodeStorageInfo[] targets =
+          namenode.getNamesystem().getBlockManager().getBlockPlacementPolicy()
+              .chooseTarget(FILE, REPLICA, null,
+                  new ArrayList<DatanodeStorageInfo>(), false, null, BLOCK_SIZE,
+                  TestBlockStoragePolicy.DEFAULT_STORAGE_POLICY, null);
+
+      Assert.assertTrue(targets.length == REPLICA);
+      for (int j = 0; j < REPLICA; j++) {
+        total++;
+        if (targets[j].getDatanodeDescriptor().getRemainingPercent() > 60) {
+          moreRemainingNode++;
+        }
+      }
+    }
+    Assert.assertTrue(total == REPLICA * CHOOSE_TIMES);
+    double possibility = 1.0 * moreRemainingNode / total;
+    Assert.assertTrue(possibility > 0.52);
+    Assert.assertTrue(possibility < 0.55);
+  }
+
+  @Test
+  public void testChooseDataNode() {
+    try {
+      Collection<Node> allNodes = new ArrayList<>(dataNodes.length);
+      Collections.addAll(allNodes, dataNodes);
+      if (placementPolicy instanceof AvailableSpaceBlockPlacementPolicy) {
+        // exclude all datanodes when chooseDataNode, no NPE should be thrown
+        ((AvailableSpaceRackFaultTolerantBlockPlacementPolicy) placementPolicy)
+            .chooseDataNode("~", allNodes);
+      }
+    } catch (NullPointerException npe) {
+      Assert.fail("NPE should not be thrown");
+    }
+  }
+
+  /**
+   * Test if the nodes are all spread across all racks.
+   */
+  @Test
+  public void testMaxRackAllocation() {
+    DatanodeStorageInfo[] targets =
+        namenode.getNamesystem().getBlockManager().getBlockPlacementPolicy()
+            .chooseTarget(FILE, REPLICA, null,
+                new ArrayList<DatanodeStorageInfo>(), false, null, BLOCK_SIZE,
+                TestBlockStoragePolicy.DEFAULT_STORAGE_POLICY, null);
+    HashSet<String> racks = new HashSet<String>();
+    for (int i = 0; i < targets.length; i++) {
+      racks.add(targets[i].getDatanodeDescriptor().getNetworkLocation());
+
+    }
+    assertEquals(REPLICA, racks.size());
+  }
+
+  @AfterClass
+  public static void teardownCluster() {
+    if (namenode != null) {
+      namenode.stop();
+    }
+  }
+}