All Downloads are FREE. Search and download functionalities are using the official Maven repository.

org.apache.hadoop.net.NetworkTopology Maven / Gradle / Ivy

There is a newer version: 3.4.0
Show newest version
/**
 * 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.hadoop.net;

import org.apache.hadoop.thirdparty.com.google.common.annotations.VisibleForTesting;
import org.apache.hadoop.thirdparty.com.google.common.base.Preconditions;
import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.CommonConfigurationKeysPublic;
import org.apache.hadoop.util.ReflectionUtils;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import java.util.*;
import java.util.concurrent.ThreadLocalRandom;
import java.util.concurrent.atomic.AtomicReference;
import java.util.concurrent.locks.ReadWriteLock;
import java.util.concurrent.locks.ReentrantReadWriteLock;
import java.util.function.Consumer;

/** The class represents a cluster of computer with a tree hierarchical
 * network topology.
 * For example, a cluster may be consists of many data centers filled 
 * with racks of computers.
 * In a network topology, leaves represent data nodes (computers) and inner
 * nodes represent switches/routers that manage traffic in/out of data centers
 * or racks.  
 * 
 */
@InterfaceAudience.LimitedPrivate({"HDFS", "MapReduce"})
@InterfaceStability.Unstable
public class NetworkTopology {
  public final static String DEFAULT_RACK = "/default-rack";
  public static final Logger LOG =
      LoggerFactory.getLogger(NetworkTopology.class);

  private static final char PATH_SEPARATOR = '/';
  private static final String PATH_SEPARATOR_STR = "/";
  private static final String ROOT = "/";
  private static final AtomicReference RANDOM_REF =
      new AtomicReference<>();

  public static class InvalidTopologyException extends RuntimeException {
    private static final long serialVersionUID = 1L;
    public InvalidTopologyException(String msg) {
      super(msg);
    }
  }
  
  /**
   * Get an instance of NetworkTopology based on the value of the configuration
   * parameter net.topology.impl.
   * 
   * @param conf the configuration to be used
   * @return an instance of NetworkTopology
   */
  public static NetworkTopology getInstance(Configuration conf){
    return getInstance(conf, InnerNodeImpl.FACTORY);
  }

  public static NetworkTopology getInstance(Configuration conf,
      InnerNode.Factory factory) {
    NetworkTopology nt = ReflectionUtils.newInstance(
        conf.getClass(CommonConfigurationKeysPublic.NET_TOPOLOGY_IMPL_KEY,
            NetworkTopology.class, NetworkTopology.class), conf);
    return nt.init(factory);
  }

  protected NetworkTopology init(InnerNode.Factory factory) {
    if (!factory.equals(this.factory)) {
      // the constructor has initialized the factory to default. So only init
      // again if another factory is specified.
      this.factory = factory;
      this.clusterMap = factory.newInnerNode(NodeBase.ROOT);
    }
    return this;
  }

  InnerNode.Factory factory;
  /**
   * the root cluster map
   */
  InnerNode clusterMap;
  /** Depth of all leaf nodes */
  private int depthOfAllLeaves = -1;
  /** rack counter */
  protected int numOfRacks = 0;

  /**
   * Whether or not this cluster has ever consisted of more than 1 rack,
   * according to the NetworkTopology.
   */
  private boolean clusterEverBeenMultiRack = false;

  /** the lock used to manage access */
  protected ReadWriteLock netlock = new ReentrantReadWriteLock(true);

  // keeping the constructor because other components like MR still uses this.
  public NetworkTopology() {
    this.factory = InnerNodeImpl.FACTORY;
    this.clusterMap = factory.newInnerNode(NodeBase.ROOT);
  }

  /** Add a leaf node
   * Update node counter & rack counter if necessary
   * @param node node to be added; can be null
   * @exception IllegalArgumentException if add a node to a leave 
                                         or node to be added is not a leaf
   */
  public void add(Node node) {
    if (node==null) return;
    int newDepth = NodeBase.locationToDepth(node.getNetworkLocation()) + 1;
    netlock.writeLock().lock();
    try {
      if( node instanceof InnerNode ) {
        throw new IllegalArgumentException(
          "Not allow to add an inner node: "+NodeBase.getPath(node));
      }
      if ((depthOfAllLeaves != -1) && (depthOfAllLeaves != newDepth)) {
        LOG.error("Error: can't add leaf node {} at depth {} to topology:{}\n",
            NodeBase.getPath(node), newDepth, this);
        throw new InvalidTopologyException("Failed to add " + NodeBase.getPath(node) +
            ": You cannot have a rack and a non-rack node at the same " +
            "level of the network topology.");
      }
      Node rack = getNodeForNetworkLocation(node);
      if (rack != null && !(rack instanceof InnerNode)) {
        throw new IllegalArgumentException("Unexpected data node " 
                                           + node.toString() 
                                           + " at an illegal network location");
      }
      if (clusterMap.add(node)) {
        LOG.info("Adding a new node: "+NodeBase.getPath(node));
        if (rack == null) {
          incrementRacks();
        }
        if (depthOfAllLeaves == -1) {
          depthOfAllLeaves = node.getLevel();
        }
      }
      LOG.debug("NetworkTopology became:\n{}", this);
    } finally {
      netlock.writeLock().unlock();
    }
  }

  protected void incrementRacks() {
    numOfRacks++;
    if (!clusterEverBeenMultiRack && numOfRacks > 1) {
      clusterEverBeenMultiRack = true;
    }
  }

  /**
   * Return a reference to the node given its string representation.
   * Default implementation delegates to {@link #getNode(String)}.
   * 
   * 

To be overridden in subclasses for specific NetworkTopology * implementations, as alternative to overriding the full {@link #add(Node)} * method. * * @param node The string representation of this node's network location is * used to retrieve a Node object. * @return a reference to the node; null if the node is not in the tree * * @see #add(Node) * @see #getNode(String) */ protected Node getNodeForNetworkLocation(Node node) { return getNode(node.getNetworkLocation()); } /** * Given a string representation of a rack, return its children * @param loc a path-like string representation of a rack * @return a newly allocated list with all the node's children */ public List getDatanodesInRack(String loc) { netlock.readLock().lock(); try { loc = NodeBase.normalize(loc); if (!NodeBase.ROOT.equals(loc)) { loc = loc.substring(1); } InnerNode rack = (InnerNode) clusterMap.getLoc(loc); if (rack == null) { return null; } return new ArrayList(rack.getChildren()); } finally { netlock.readLock().unlock(); } } /** Remove a node * Update node counter and rack counter if necessary * @param node node to be removed; can be null */ public void remove(Node node) { if (node==null) return; if( node instanceof InnerNode ) { throw new IllegalArgumentException( "Not allow to remove an inner node: "+NodeBase.getPath(node)); } LOG.info("Removing a node: "+NodeBase.getPath(node)); netlock.writeLock().lock(); try { if (clusterMap.remove(node)) { InnerNode rack = (InnerNode)getNode(node.getNetworkLocation()); if (rack == null) { numOfRacks--; } } LOG.debug("NetworkTopology became:\n{}", this); } finally { netlock.writeLock().unlock(); } } /** Check if the tree contains node node * * @param node a node * @return true if node is already in the tree; false otherwise */ public boolean contains(Node node) { if (node == null) return false; netlock.readLock().lock(); try { Node parent = node.getParent(); for (int level = node.getLevel(); parent != null && level > 0; parent = parent.getParent(), level--) { if (parent == clusterMap) { return true; } } } finally { netlock.readLock().unlock(); } return false; } /** Given a string representation of a node, return its reference * * @param loc * a path-like string representation of a node * @return a reference to the node; null if the node is not in the tree */ public Node getNode(String loc) { netlock.readLock().lock(); try { loc = NodeBase.normalize(loc); if (!NodeBase.ROOT.equals(loc)) loc = loc.substring(1); return clusterMap.getLoc(loc); } finally { netlock.readLock().unlock(); } } /** * @return true if this cluster has ever consisted of multiple racks, even if * it is not now a multi-rack cluster. */ public boolean hasClusterEverBeenMultiRack() { return clusterEverBeenMultiRack; } /** Given a string representation of a rack for a specific network * location * * To be overridden in subclasses for specific NetworkTopology * implementations, as alternative to overriding the full * {@link #getRack(String)} method. * @param loc * a path-like string representation of a network location * @return a rack string */ public String getRack(String loc) { return loc; } /** @return the total number of racks */ public int getNumOfRacks() { return numOfRacks; } /** @return the total number of leaf nodes */ public int getNumOfLeaves() { return clusterMap.getNumOfLeaves(); } /** Return the distance between two nodes * It is assumed that the distance from one node to its parent is 1 * The distance between two nodes is calculated by summing up their distances * to their closest common ancestor. * @param node1 one node * @param node2 another node * @return the distance between node1 and node2 which is zero if they are the same * or {@link Integer#MAX_VALUE} if node1 or node2 do not belong to the cluster */ public int getDistance(Node node1, Node node2) { if ((node1 != null && node1.equals(node2)) || (node1 == null && node2 == null)) { return 0; } if (node1 == null || node2 == null) { LOG.warn("One of the nodes is a null pointer"); return Integer.MAX_VALUE; } Node n1=node1, n2=node2; int dis = 0; netlock.readLock().lock(); try { int level1=node1.getLevel(), level2=node2.getLevel(); while(n1!=null && level1>level2) { n1 = n1.getParent(); level1--; dis++; } while(n2!=null && level2>level1) { n2 = n2.getParent(); level2--; dis++; } while(n1!=null && n2!=null && n1.getParent()!=n2.getParent()) { n1=n1.getParent(); n2=n2.getParent(); dis+=2; } } finally { netlock.readLock().unlock(); } if (n1==null) { LOG.warn("The cluster does not contain node: "+NodeBase.getPath(node1)); return Integer.MAX_VALUE; } if (n2==null) { LOG.warn("The cluster does not contain node: "+NodeBase.getPath(node2)); return Integer.MAX_VALUE; } return dis+2; } /** Return the distance between two nodes by comparing their network paths * without checking if they belong to the same ancestor node by reference. * It is assumed that the distance from one node to its parent is 1 * The distance between two nodes is calculated by summing up their distances * to their closest common ancestor. * @param node1 one node * @param node2 another node * @return the distance between node1 and node2 */ static public int getDistanceByPath(Node node1, Node node2) { if (node1 == null && node2 == null) { return 0; } if (node1 == null || node2 == null) { LOG.warn("One of the nodes is a null pointer"); return Integer.MAX_VALUE; } String[] paths1 = NodeBase.getPathComponents(node1); String[] paths2 = NodeBase.getPathComponents(node2); int dis = 0; int index = 0; int minLevel = Math.min(paths1.length, paths2.length); while (index < minLevel) { if (!paths1[index].equals(paths2[index])) { // Once the path starts to diverge, compute the distance that include // the rest of paths. dis += 2 * (minLevel - index); break; } index++; } dis += Math.abs(paths1.length - paths2.length); return dis; } /** Check if two nodes are on the same rack * @param node1 one node (can be null) * @param node2 another node (can be null) * @return true if node1 and node2 are on the same rack; false otherwise * @exception IllegalArgumentException when either node1 or node2 is null, or * node1 or node2 do not belong to the cluster */ public boolean isOnSameRack(Node node1, Node node2) { if (node1 == null || node2 == null) { return false; } return isSameParents(node1, node2); } /** * Check if network topology is aware of NodeGroup */ public boolean isNodeGroupAware() { return false; } /** * Return false directly as not aware of NodeGroup, to be override in sub-class */ public boolean isOnSameNodeGroup(Node node1, Node node2) { return false; } /** * Compare the parents of each node for equality * *

To be overridden in subclasses for specific NetworkTopology * implementations, as alternative to overriding the full * {@link #isOnSameRack(Node, Node)} method. * * @param node1 the first node to compare * @param node2 the second node to compare * @return true if their parents are equal, false otherwise * * @see #isOnSameRack(Node, Node) */ protected boolean isSameParents(Node node1, Node node2) { return node1.getParent()==node2.getParent(); } @VisibleForTesting void setRandomSeed(long seed) { RANDOM_REF.set(new Random(seed)); } Random getRandom() { Random random = RANDOM_REF.get(); return (random == null) ? ThreadLocalRandom.current() : random; } /** * Randomly choose a node. * * @param scope range of nodes from which a node will be chosen * @return the chosen node * * @see #chooseRandom(String, Collection) */ public Node chooseRandom(final String scope) { return chooseRandom(scope, null); } /** * Randomly choose one node from scope. * * If scope starts with ~, choose one from the all nodes except for the * ones in scope; otherwise, choose one from scope. * If excludedNodes is given, choose a node that's not in excludedNodes. * * @param scope range of nodes from which a node will be chosen * @param excludedNodes nodes to be excluded from * @return the chosen node */ public Node chooseRandom(final String scope, final Collection excludedNodes) { netlock.readLock().lock(); try { if (scope.startsWith("~")) { return chooseRandom(NodeBase.ROOT, scope.substring(1), excludedNodes); } else { return chooseRandom(scope, null, excludedNodes); } } finally { netlock.readLock().unlock(); } } protected Node chooseRandom(final String scope, String excludedScope, final Collection excludedNodes) { if (excludedScope != null) { if (scope.startsWith(excludedScope)) { return null; } if (!excludedScope.startsWith(scope)) { excludedScope = null; } } Node node = getNode(scope); if (!(node instanceof InnerNode)) { return excludedNodes != null && excludedNodes.contains(node) ? null : node; } InnerNode innerNode = (InnerNode)node; int numOfDatanodes = innerNode.getNumOfLeaves(); if (excludedScope == null) { node = null; } else { node = getNode(excludedScope); if (!(node instanceof InnerNode)) { numOfDatanodes -= 1; } else { numOfDatanodes -= ((InnerNode)node).getNumOfLeaves(); } } if (numOfDatanodes <= 0) { LOG.debug("Failed to find datanode (scope=\"{}\" excludedScope=\"{}\")." + " numOfDatanodes={}", scope, excludedScope, numOfDatanodes); return null; } final int availableNodes; if (excludedScope == null) { availableNodes = countNumOfAvailableNodes(scope, excludedNodes); } else { netlock.readLock().lock(); try { availableNodes = countNumOfAvailableNodes(scope, excludedNodes) - countNumOfAvailableNodes(excludedScope, excludedNodes); } finally { netlock.readLock().unlock(); } } LOG.debug("Choosing random from {} available nodes on node {}," + " scope={}, excludedScope={}, excludeNodes={}. numOfDatanodes={}.", availableNodes, innerNode, scope, excludedScope, excludedNodes, numOfDatanodes); Node ret = null; if (availableNodes > 0) { ret = chooseRandom(innerNode, node, excludedNodes, numOfDatanodes, availableNodes); } LOG.debug("chooseRandom returning {}", ret); return ret; } /** * Randomly choose one node under parentNode, considering the exclude * nodes and scope. Should be called with {@link #netlock}'s readlock held. * * @param parentNode the parent node * @param excludedScopeNode the node corresponding to the exclude scope. * @param excludedNodes a collection of nodes to be excluded from * @param totalInScopeNodes total number of nodes under parentNode, excluding * the excludedScopeNode * @param availableNodes number of available nodes under parentNode that * could be chosen, excluding excludedNodes * @return the chosen node, or null if none can be chosen */ private Node chooseRandom(final InnerNode parentNode, final Node excludedScopeNode, final Collection excludedNodes, final int totalInScopeNodes, final int availableNodes) { if (totalInScopeNodes < availableNodes) { LOG.warn("Total Nodes in scope : {} are less than Available Nodes : {}", totalInScopeNodes, availableNodes); return null; } Random r = getRandom(); if (excludedNodes == null || excludedNodes.isEmpty()) { // if there are no excludedNodes, randomly choose a node final int index = r.nextInt(totalInScopeNodes); return parentNode.getLeaf(index, excludedScopeNode); } // excludedNodes non empty. // Choose the nth VALID node, where n is random. VALID meaning it can be // returned, after considering exclude scope and exclude nodes. // The probability of being chosen should be equal for all VALID nodes. // Notably, we do NOT choose nth node, and find the next valid node // if n is excluded - this will make the probability of the node immediately // after an excluded node higher. // // Start point is always 0 and that's fine, because the nth valid node // logic provides equal randomness. // // Consider this example, where 1,3,5 out of the 10 nodes are excluded: // 1 2 3 4 5 6 7 8 9 10 // x x x // We will randomly choose the nth valid node where n is [0,6]. // We do NOT choose a random number n and just use the closest valid node, // for example both n=3 and n=4 will choose 4, making it a 2/10 probability, // higher than the expected 1/7 // totalInScopeNodes=10 and availableNodes=7 in this example. int nthValidToReturn = r.nextInt(availableNodes); LOG.debug("nthValidToReturn is {}", nthValidToReturn); Node ret = parentNode.getLeaf(r.nextInt(totalInScopeNodes), excludedScopeNode); if (!excludedNodes.contains(ret)) { // return if we're lucky enough to get a valid node at a random first pick LOG.debug("Chosen node {} from first random", ret); return ret; } else { ret = null; } Node lastValidNode = null; for (int i = 0; i < totalInScopeNodes; ++i) { ret = parentNode.getLeaf(i, excludedScopeNode); if (!excludedNodes.contains(ret)) { if (nthValidToReturn == 0) { break; } --nthValidToReturn; lastValidNode = ret; } else { LOG.debug("Node {} is excluded, continuing.", ret); ret = null; } } if (ret == null && lastValidNode != null) { LOG.error("BUG: Found lastValidNode {} but not nth valid node. " + "parentNode={}, excludedScopeNode={}, excludedNodes={}, " + "totalInScopeNodes={}, availableNodes={}, nthValidToReturn={}.", lastValidNode, parentNode, excludedScopeNode, excludedNodes, totalInScopeNodes, availableNodes, nthValidToReturn); ret = lastValidNode; } return ret; } /** return leaves in scope * @param scope a path string * @return leaves nodes under specific scope */ public List getLeaves(String scope) { Node node = getNode(scope); List leafNodes = new ArrayList(); if (!(node instanceof InnerNode)) { leafNodes.add(node); } else { InnerNode innerNode = (InnerNode) node; for (int i=0;iscope but not in excludedNodes * if scope starts with ~, return the number of nodes that are not * in scope and excludedNodes; * @param scope a path string that may start with ~ * @param excludedNodes a list of nodes * @return number of available nodes */ @VisibleForTesting public int countNumOfAvailableNodes(String scope, Collection excludedNodes) { boolean isExcluded=false; if (scope.startsWith("~")) { isExcluded=true; scope=scope.substring(1); } scope = NodeBase.normalize(scope); int excludedCountInScope = 0; // the number of nodes in both scope & excludedNodes int excludedCountOffScope = 0; // the number of nodes outside scope & excludedNodes netlock.readLock().lock(); try { if (excludedNodes != null) { for (Node node : excludedNodes) { node = getNode(NodeBase.getPath(node)); if (node == null) { continue; } if ((NodeBase.getPath(node) + NodeBase.PATH_SEPARATOR_STR) .startsWith(scope + NodeBase.PATH_SEPARATOR_STR)) { if (node instanceof InnerNode) { excludedCountInScope += ((InnerNode) node).getNumOfLeaves(); } else { excludedCountInScope++; } } else { excludedCountOffScope++; } } } Node n = getNode(scope); int scopeNodeCount = 0; if (n != null) { scopeNodeCount++; } if (n instanceof InnerNode) { scopeNodeCount=((InnerNode)n).getNumOfLeaves(); } if (isExcluded) { return clusterMap.getNumOfLeaves() - scopeNodeCount - excludedCountOffScope; } else { return scopeNodeCount - excludedCountInScope; } } finally { netlock.readLock().unlock(); } } /** convert a network tree to a string. */ @Override public String toString() { // print the number of racks StringBuilder tree = new StringBuilder(); tree.append("Number of racks: ") .append(numOfRacks) .append("\n"); // print the number of leaves int numOfLeaves = getNumOfLeaves(); tree.append("Expected number of leaves:") .append(numOfLeaves) .append("\n"); // print nodes for(int i=0; i maxNodeLevel ? maxNodeLevel : maxReaderLevel; Node r = reader; Node n = node; weight = 0; while(r != null && r.getLevel() > currentLevelToCompare) { r = r.getParent(); weight++; } while(n != null && n.getLevel() > currentLevelToCompare) { n = n.getParent(); weight++; } while(r != null && n != null && !r.equals(n)) { r = r.getParent(); n = n.getParent(); weight+=2; } } return weight; } /** * Returns an integer weight which specifies how far away node is * from reader. A lower value signifies that a node is closer. * It uses network location to calculate the weight * * @param reader Node where data will be read * @param node Replica of data * @return weight */ @VisibleForTesting protected static int getWeightUsingNetworkLocation(Node reader, Node node) { //Start off by initializing to Integer.MAX_VALUE int weight = Integer.MAX_VALUE; if(reader != null && node != null) { String readerPath = normalizeNetworkLocationPath( reader.getNetworkLocation()); String nodePath = normalizeNetworkLocationPath( node.getNetworkLocation()); //same rack if(readerPath.equals(nodePath)) { if(reader.getName().equals(node.getName())) { weight = 0; } else { weight = 2; } } else { String[] readerPathToken = readerPath.split(PATH_SEPARATOR_STR); String[] nodePathToken = nodePath.split(PATH_SEPARATOR_STR); int maxLevelToCompare = readerPathToken.length > nodePathToken.length ? nodePathToken.length : readerPathToken.length; int currentLevel = 1; //traverse through the path and calculate the distance while(currentLevel < maxLevelToCompare) { if(!readerPathToken[currentLevel] .equals(nodePathToken[currentLevel])){ break; } currentLevel++; } // +2 to correct the weight between reader and node rather than // between parent of reader and parent of node. weight = (readerPathToken.length - currentLevel) + (nodePathToken.length - currentLevel) + 2; } } return weight; } /** Normalize a path by stripping off any trailing {@link #PATH_SEPARATOR}. * @param path path to normalize. * @return the normalised path * If pathis null or empty {@link #ROOT} is returned * @throws IllegalArgumentException if the first character of a non empty path * is not {@link #PATH_SEPARATOR} */ private static String normalizeNetworkLocationPath(String path) { if (path == null || path.length() == 0) { return ROOT; } if (path.charAt(0) != PATH_SEPARATOR) { throw new IllegalArgumentException("Network Location" + "path doesn't start with " +PATH_SEPARATOR+ ": "+path); } int len = path.length(); if (path.charAt(len-1) == PATH_SEPARATOR) { return path.substring(0, len-1); } return path; } /** * Sort nodes array by network distance to reader. *

* In a three-level topology, a node can be either local, on the same rack, * or on a different rack from the reader. Sorting the nodes based on network * distance from the reader reduces network traffic and improves * performance. *

* As an additional twist, we also randomize the nodes at each network * distance. This helps with load balancing when there is data skew. * * @param reader Node where data will be read * @param nodes Available replicas with the requested data * @param activeLen Number of active nodes at the front of the array */ public void sortByDistance(Node reader, Node[] nodes, int activeLen) { /* * This method is called if the reader is a datanode, * so nonDataNodeReader flag is set to false. */ sortByDistance(reader, nodes, activeLen, null); } /** * Sort nodes array by network distance to reader with secondary sort. *

* In a three-level topology, a node can be either local, on the same rack, * or on a different rack from the reader. Sorting the nodes based on network * distance from the reader reduces network traffic and improves * performance. *

* As an additional twist, we also randomize the nodes at each network * distance. This helps with load balancing when there is data skew. * * @param reader Node where data will be read * @param nodes Available replicas with the requested data * @param activeLen Number of active nodes at the front of the array * @param secondarySort a secondary sorting strategy which can inject into * that point from outside to help sort the same distance. */ public void sortByDistance(Node reader, T[] nodes, int activeLen, Consumer> secondarySort){ sortByDistance(reader, nodes, activeLen, secondarySort, false); } /** * Sort nodes array by network distance to reader with secondary sort. *

using network location. This is used when the reader * is not a datanode. Sorting the nodes based on network distance * from the reader reduces network traffic and improves * performance. *

* * @param reader Node where data will be read * @param nodes Available replicas with the requested data * @param activeLen Number of active nodes at the front of the array */ public void sortByDistanceUsingNetworkLocation(Node reader, Node[] nodes, int activeLen) { /* * This method is called if the reader is not a datanode, * so nonDataNodeReader flag is set to true. */ sortByDistanceUsingNetworkLocation(reader, nodes, activeLen, null); } /** * Sort nodes array by network distance to reader. *

using network location. This is used when the reader * is not a datanode. Sorting the nodes based on network distance * from the reader reduces network traffic and improves * performance. *

* * @param reader Node where data will be read * @param nodes Available replicas with the requested data * @param activeLen Number of active nodes at the front of the array * @param secondarySort a secondary sorting strategy which can inject into * that point from outside to help sort the same distance. */ public void sortByDistanceUsingNetworkLocation(Node reader, T[] nodes, int activeLen, Consumer> secondarySort) { sortByDistance(reader, nodes, activeLen, secondarySort, true); } /** * Sort nodes array by network distance to reader. *

* As an additional twist, we also randomize the nodes at each network * distance. This helps with load balancing when there is data skew. * And it helps choose node with more fast storage type. * * @param reader Node where data will be read * @param nodes Available replicas with the requested data * @param activeLen Number of active nodes at the front of the array * @param nonDataNodeReader True if the reader is not a datanode */ private void sortByDistance(Node reader, T[] nodes, int activeLen, Consumer> secondarySort, boolean nonDataNodeReader) { /** Sort weights for the nodes array */ TreeMap> weightedNodeTree = new TreeMap<>(); int nWeight; for (int i = 0; i < activeLen; i++) { if (nonDataNodeReader) { nWeight = getWeightUsingNetworkLocation(reader, nodes[i]); } else { nWeight = getWeight(reader, nodes[i]); } weightedNodeTree.computeIfAbsent( nWeight, k -> new ArrayList<>(1)).add(nodes[i]); } int idx = 0; // Sort nodes which have the same weight using secondarySort. for (List nodesList : weightedNodeTree.values()) { Collections.shuffle(nodesList, getRandom()); if (secondarySort != null) { // a secondary sort breaks the tie between nodes. secondarySort.accept(nodesList); } for (T n : nodesList) { nodes[idx++] = n; } } Preconditions.checkState(idx == activeLen, "Sorted the wrong number of nodes!"); } }





© 2015 - 2024 Weber Informatics LLC | Privacy Policy