Improve NTS endpoints calculation

patch by Branimir Lambov; reviewed by Aleksey Yeschenko for
CASSANDRA-10200
This commit is contained in:
Branimir Lambov 2015-08-26 16:08:57 +03:00 committed by Aleksey Yeschenko
parent 29ec013c2c
commit c000da1356
4 changed files with 317 additions and 75 deletions

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@ -1,4 +1,5 @@
3.2
* Improve NTS endpoints calculation (CASSANDRA-10200)
* Improve performance of the folderSize function (CASSANDRA-10677)
* Add support for type casting in selection clause (CASSANDRA-10310)
* Added graphing option to cassandra-stress (CASSANDRA-7918)

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@ -28,6 +28,7 @@ import org.apache.cassandra.exceptions.ConfigurationException;
import org.apache.cassandra.dht.Token;
import org.apache.cassandra.locator.TokenMetadata.Topology;
import org.apache.cassandra.utils.FBUtilities;
import org.apache.cassandra.utils.Pair;
import com.google.common.collect.Multimap;
@ -48,14 +49,12 @@ import com.google.common.collect.Multimap;
*/
public class NetworkTopologyStrategy extends AbstractReplicationStrategy
{
private final IEndpointSnitch snitch;
private final Map<String, Integer> datacenters;
private static final Logger logger = LoggerFactory.getLogger(NetworkTopologyStrategy.class);
public NetworkTopologyStrategy(String keyspaceName, TokenMetadata tokenMetadata, IEndpointSnitch snitch, Map<String, String> configOptions) throws ConfigurationException
{
super(keyspaceName, tokenMetadata, snitch, configOptions);
this.snitch = snitch;
Map<String, Integer> newDatacenters = new HashMap<String, Integer>();
if (configOptions != null)
@ -75,17 +74,78 @@ public class NetworkTopologyStrategy extends AbstractReplicationStrategy
}
/**
* calculate endpoints in one pass through the tokens by tracking our progress in each DC, rack etc.
* Endpoint adder applying the replication rules for a given DC.
*/
private static final class DatacenterEndpoints
{
/** List accepted endpoints get pushed into. */
Set<InetAddress> endpoints;
/**
* Racks encountered so far. Replicas are put into separate racks while possible.
* For efficiency the set is shared between the instances, using the location pair (dc, rack) to make sure
* clashing names aren't a problem.
*/
Set<Pair<String, String>> racks;
/** Number of replicas left to fill from this DC. */
int rfLeft;
int acceptableRackRepeats;
DatacenterEndpoints(int rf, int rackCount, int nodeCount, Set<InetAddress> endpoints, Set<Pair<String, String>> racks)
{
this.endpoints = endpoints;
this.racks = racks;
// If there aren't enough nodes in this DC to fill the RF, the number of nodes is the effective RF.
this.rfLeft = Math.min(rf, nodeCount);
// If there aren't enough racks in this DC to fill the RF, we'll still use at least one node from each rack,
// and the difference is to be filled by the first encountered nodes.
acceptableRackRepeats = rf - rackCount;
}
/**
* Attempts to add an endpoint to the replicas for this datacenter, adding to the endpoints set if successful.
* Returns true if the endpoint was added, and this datacenter does not require further replicas.
*/
boolean addEndpointAndCheckIfDone(InetAddress ep, Pair<String,String> location)
{
if (done())
return false;
if (racks.add(location))
{
// New rack.
--rfLeft;
boolean added = endpoints.add(ep);
assert added;
return done();
}
if (acceptableRackRepeats <= 0)
// There must be rfLeft distinct racks left, do not add any more rack repeats.
return false;
if (!endpoints.add(ep))
// Cannot repeat a node.
return false;
// Added a node that is from an already met rack to match RF when there aren't enough racks.
--acceptableRackRepeats;
--rfLeft;
return done();
}
boolean done()
{
assert rfLeft >= 0;
return rfLeft == 0;
}
}
/**
* calculate endpoints in one pass through the tokens by tracking our progress in each DC.
*/
@SuppressWarnings("serial")
public List<InetAddress> calculateNaturalEndpoints(Token searchToken, TokenMetadata tokenMetadata)
{
// we want to preserve insertion order so that the first added endpoint becomes primary
Set<InetAddress> replicas = new LinkedHashSet<>();
// replicas we have found in each DC
Map<String, Set<InetAddress>> dcReplicas = new HashMap<>(datacenters.size());
for (Map.Entry<String, Integer> dc : datacenters.entrySet())
dcReplicas.put(dc.getKey(), new HashSet<InetAddress>(dc.getValue()));
Set<Pair<String, String>> seenRacks = new HashSet<>();
Topology topology = tokenMetadata.getTopology();
// all endpoints in each DC, so we can check when we have exhausted all the members of a DC
@ -94,74 +154,45 @@ public class NetworkTopologyStrategy extends AbstractReplicationStrategy
Map<String, Multimap<String, InetAddress>> racks = topology.getDatacenterRacks();
assert !allEndpoints.isEmpty() && !racks.isEmpty() : "not aware of any cluster members";
// tracks the racks we have already placed replicas in
Map<String, Set<String>> seenRacks = new HashMap<>(datacenters.size());
for (Map.Entry<String, Integer> dc : datacenters.entrySet())
seenRacks.put(dc.getKey(), new HashSet<String>());
int dcsToFill = 0;
Map<String, DatacenterEndpoints> dcs = new HashMap<>(datacenters.size() * 2);
// tracks the endpoints that we skipped over while looking for unique racks
// when we relax the rack uniqueness we can append this to the current result so we don't have to wind back the iterator
Map<String, Set<InetAddress>> skippedDcEndpoints = new HashMap<>(datacenters.size());
for (Map.Entry<String, Integer> dc : datacenters.entrySet())
skippedDcEndpoints.put(dc.getKey(), new LinkedHashSet<InetAddress>());
// Create a DatacenterEndpoints object for each non-empty DC.
for (Map.Entry<String, Integer> en : datacenters.entrySet())
{
String dc = en.getKey();
int rf = en.getValue();
int nodeCount = sizeOrZero(allEndpoints.get(dc));
if (rf <= 0 || nodeCount <= 0)
continue;
DatacenterEndpoints dcEndpoints = new DatacenterEndpoints(rf, sizeOrZero(racks.get(dc)), nodeCount, replicas, seenRacks);
dcs.put(dc, dcEndpoints);
++dcsToFill;
}
Iterator<Token> tokenIter = TokenMetadata.ringIterator(tokenMetadata.sortedTokens(), searchToken, false);
while (tokenIter.hasNext() && !hasSufficientReplicas(dcReplicas, allEndpoints))
while (dcsToFill > 0 && tokenIter.hasNext())
{
Token next = tokenIter.next();
InetAddress ep = tokenMetadata.getEndpoint(next);
String dc = snitch.getDatacenter(ep);
// have we already found all replicas for this dc?
if (!datacenters.containsKey(dc) || hasSufficientReplicas(dc, dcReplicas, allEndpoints))
continue;
// can we skip checking the rack?
if (seenRacks.get(dc).size() == racks.get(dc).keySet().size())
{
dcReplicas.get(dc).add(ep);
replicas.add(ep);
}
else
{
String rack = snitch.getRack(ep);
// is this a new rack?
if (seenRacks.get(dc).contains(rack))
{
skippedDcEndpoints.get(dc).add(ep);
}
else
{
dcReplicas.get(dc).add(ep);
replicas.add(ep);
seenRacks.get(dc).add(rack);
// if we've run out of distinct racks, add the hosts we skipped past already (up to RF)
if (seenRacks.get(dc).size() == racks.get(dc).keySet().size())
{
Iterator<InetAddress> skippedIt = skippedDcEndpoints.get(dc).iterator();
while (skippedIt.hasNext() && !hasSufficientReplicas(dc, dcReplicas, allEndpoints))
{
InetAddress nextSkipped = skippedIt.next();
dcReplicas.get(dc).add(nextSkipped);
replicas.add(nextSkipped);
}
}
}
}
Pair<String, String> location = topology.getLocation(ep);
DatacenterEndpoints dcEndpoints = dcs.get(location.left);
if (dcEndpoints != null && dcEndpoints.addEndpointAndCheckIfDone(ep, location))
--dcsToFill;
}
return new ArrayList<InetAddress>(replicas);
return new ArrayList<>(replicas);
}
private boolean hasSufficientReplicas(String dc, Map<String, Set<InetAddress>> dcReplicas, Multimap<String, InetAddress> allEndpoints)
private int sizeOrZero(Multimap<?, ?> collection)
{
return dcReplicas.get(dc).size() >= Math.min(allEndpoints.get(dc).size(), getReplicationFactor(dc));
return collection != null ? collection.asMap().size() : 0;
}
private boolean hasSufficientReplicas(Map<String, Set<InetAddress>> dcReplicas, Multimap<String, InetAddress> allEndpoints)
private int sizeOrZero(Collection<?> collection)
{
for (String dc : datacenters.keySet())
if (!hasSufficientReplicas(dc, dcReplicas, allEndpoints))
return false;
return true;
return collection != null ? collection.size() : 0;
}
public int getReplicationFactor()

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@ -828,20 +828,20 @@ public class TokenMetadata
public Token getPredecessor(Token token)
{
List tokens = sortedTokens();
List<Token> tokens = sortedTokens();
int index = Collections.binarySearch(tokens, token);
// assert index >= 0 : token + " not found in " + StringUtils.join(tokenToEndpointMap.keySet(), ", ");
if (index < 0) index = -index-1;
return (Token) (index == 0 ? tokens.get(tokens.size() - 1) : tokens.get(index - 1));
return index == 0 ? tokens.get(tokens.size() - 1) : tokens.get(index - 1);
}
public Token getSuccessor(Token token)
{
List tokens = sortedTokens();
List<Token> tokens = sortedTokens();
int index = Collections.binarySearch(tokens, token);
// assert index >= 0 : token + " not found in " + StringUtils.join(tokenToEndpointMap.keySet(), ", ");
if (index < 0) return (Token) tokens.get(-index-1);
return (Token) ((index == (tokens.size() - 1)) ? tokens.get(0) : tokens.get(index + 1));
return (index == (tokens.size() - 1)) ? tokens.get(0) : tokens.get(index + 1);
}
/** @return a copy of the bootstrapping tokens map */
@ -902,7 +902,7 @@ public class TokenMetadata
}
}
public static int firstTokenIndex(final ArrayList ring, Token start, boolean insertMin)
public static int firstTokenIndex(final ArrayList<Token> ring, Token start, boolean insertMin)
{
assert ring.size() > 0;
// insert the minimum token (at index == -1) if we were asked to include it and it isn't a member of the ring
@ -930,7 +930,7 @@ public class TokenMetadata
{
if (ring.isEmpty())
return includeMin ? Iterators.singletonIterator(start.getPartitioner().getMinimumToken())
: Iterators.<Token>emptyIterator();
: Collections.emptyIterator();
final boolean insertMin = includeMin && !ring.get(0).isMinimum();
final int startIndex = firstTokenIndex(ring, start, insertMin);
@ -1279,5 +1279,14 @@ public class TokenMetadata
{
return dcRacks;
}
/**
* @return The DC and rack of the given endpoint.
*/
public Pair<String, String> getLocation(InetAddress addr)
{
return currentLocations.get(addr);
}
}
}

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@ -21,24 +21,26 @@ package org.apache.cassandra.locator;
import java.io.IOException;
import java.net.InetAddress;
import java.net.UnknownHostException;
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.*;
import java.util.stream.Collectors;
import com.google.common.collect.HashMultimap;
import com.google.common.collect.ImmutableMap;
import com.google.common.collect.Multimap;
import org.junit.Assert;
import org.junit.Test;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.apache.cassandra.config.DatabaseDescriptor;
import org.apache.cassandra.dht.Murmur3Partitioner;
import org.apache.cassandra.dht.OrderPreservingPartitioner.StringToken;
import org.apache.cassandra.dht.Token;
import org.apache.cassandra.exceptions.ConfigurationException;
import org.apache.cassandra.locator.TokenMetadata.Topology;
import org.apache.cassandra.service.StorageService;
public class NetworkTopologyStrategyTest
{
@ -166,4 +168,203 @@ public class NetworkTopologyStrategyTest
InetAddress add1 = InetAddress.getByAddress(bytes);
metadata.updateNormalToken(token1, add1);
}
@Test
public void testCalculateEndpoints() throws UnknownHostException
{
final int NODES = 100;
final int VNODES = 64;
final int RUNS = 10;
StorageService.instance.setPartitionerUnsafe(Murmur3Partitioner.instance);
Map<String, Integer> datacenters = ImmutableMap.of("rf1", 1, "rf3", 3, "rf5_1", 5, "rf5_2", 5, "rf5_3", 5);
List<InetAddress> nodes = new ArrayList<>(NODES);
for (byte i=0; i<NODES; ++i)
nodes.add(InetAddress.getByAddress(new byte[]{127, 0, 0, i}));
for (int run=0; run<RUNS; ++run)
{
Random rand = new Random();
IEndpointSnitch snitch = generateSnitch(datacenters, nodes, rand);
DatabaseDescriptor.setEndpointSnitch(snitch);
TokenMetadata meta = new TokenMetadata();
for (int i=0; i<NODES; ++i) // Nodes
for (int j=0; j<VNODES; ++j) // tokens/vnodes per node
meta.updateNormalToken(Murmur3Partitioner.instance.getRandomToken(rand), nodes.get(i));
testEquivalence(meta, snitch, datacenters, rand);
}
}
void testEquivalence(TokenMetadata tokenMetadata, IEndpointSnitch snitch, Map<String, Integer> datacenters, Random rand)
{
NetworkTopologyStrategy nts = new NetworkTopologyStrategy("ks", tokenMetadata, snitch,
datacenters.entrySet().stream().
collect(Collectors.toMap(x -> x.getKey(), x -> Integer.toString(x.getValue()))));
for (int i=0; i<1000; ++i)
{
Token token = Murmur3Partitioner.instance.getRandomToken(rand);
List<InetAddress> expected = calculateNaturalEndpoints(token, tokenMetadata, datacenters, snitch);
List<InetAddress> actual = nts.calculateNaturalEndpoints(token, tokenMetadata);
if (endpointsDiffer(expected, actual))
{
System.err.println("Endpoints mismatch for token " + token);
System.err.println(" expected: " + expected);
System.err.println(" actual : " + actual);
Assert.assertEquals("Endpoints for token " + token + " mismatch.", expected, actual);
}
}
}
private boolean endpointsDiffer(List<InetAddress> ep1, List<InetAddress> ep2)
{
// Because the old algorithm does not put the nodes in the correct order in the case where more replicas
// are required than there are racks in a dc, we accept different order as long as the primary
// replica is the same.
if (ep1.equals(ep2))
return false;
if (!ep1.get(0).equals(ep2.get(0)))
return true;
Set<InetAddress> s1 = new HashSet<>(ep1);
Set<InetAddress> s2 = new HashSet<>(ep2);
return !s1.equals(s2);
}
IEndpointSnitch generateSnitch(Map<String, Integer> datacenters, Collection<InetAddress> nodes, Random rand)
{
final Map<InetAddress, String> nodeToRack = new HashMap<>();
final Map<InetAddress, String> nodeToDC = new HashMap<>();
Map<String, List<String>> racksPerDC = new HashMap<>();
datacenters.forEach((dc, rf) -> racksPerDC.put(dc, randomRacks(rf, rand)));
int rf = datacenters.values().stream().mapToInt(x -> x).sum();
String[] dcs = new String[rf];
int pos = 0;
for (Map.Entry<String, Integer> dce : datacenters.entrySet())
{
for (int i = 0; i < dce.getValue(); ++i)
dcs[pos++] = dce.getKey();
}
for (InetAddress node : nodes)
{
String dc = dcs[rand.nextInt(rf)];
List<String> racks = racksPerDC.get(dc);
String rack = racks.get(rand.nextInt(racks.size()));
nodeToRack.put(node, rack);
nodeToDC.put(node, dc);
}
return new AbstractNetworkTopologySnitch()
{
public String getRack(InetAddress endpoint)
{
return nodeToRack.get(endpoint);
}
public String getDatacenter(InetAddress endpoint)
{
return nodeToDC.get(endpoint);
}
};
}
private List<String> randomRacks(int rf, Random rand)
{
int rc = rand.nextInt(rf * 3 - 1) + 1;
List<String> racks = new ArrayList<>(rc);
for (int i=0; i<rc; ++i)
racks.add(Integer.toString(i));
return racks;
}
// Copy of older endpoints calculation algorithm for comparison
public static List<InetAddress> calculateNaturalEndpoints(Token searchToken, TokenMetadata tokenMetadata, Map<String, Integer> datacenters, IEndpointSnitch snitch)
{
// we want to preserve insertion order so that the first added endpoint becomes primary
Set<InetAddress> replicas = new LinkedHashSet<>();
// replicas we have found in each DC
Map<String, Set<InetAddress>> dcReplicas = new HashMap<>(datacenters.size());
for (Map.Entry<String, Integer> dc : datacenters.entrySet())
dcReplicas.put(dc.getKey(), new HashSet<InetAddress>(dc.getValue()));
Topology topology = tokenMetadata.getTopology();
// all endpoints in each DC, so we can check when we have exhausted all the members of a DC
Multimap<String, InetAddress> allEndpoints = topology.getDatacenterEndpoints();
// all racks in a DC so we can check when we have exhausted all racks in a DC
Map<String, Multimap<String, InetAddress>> racks = topology.getDatacenterRacks();
assert !allEndpoints.isEmpty() && !racks.isEmpty() : "not aware of any cluster members";
// tracks the racks we have already placed replicas in
Map<String, Set<String>> seenRacks = new HashMap<>(datacenters.size());
for (Map.Entry<String, Integer> dc : datacenters.entrySet())
seenRacks.put(dc.getKey(), new HashSet<String>());
// tracks the endpoints that we skipped over while looking for unique racks
// when we relax the rack uniqueness we can append this to the current result so we don't have to wind back the iterator
Map<String, Set<InetAddress>> skippedDcEndpoints = new HashMap<>(datacenters.size());
for (Map.Entry<String, Integer> dc : datacenters.entrySet())
skippedDcEndpoints.put(dc.getKey(), new LinkedHashSet<InetAddress>());
Iterator<Token> tokenIter = TokenMetadata.ringIterator(tokenMetadata.sortedTokens(), searchToken, false);
while (tokenIter.hasNext() && !hasSufficientReplicas(dcReplicas, allEndpoints, datacenters))
{
Token next = tokenIter.next();
InetAddress ep = tokenMetadata.getEndpoint(next);
String dc = snitch.getDatacenter(ep);
// have we already found all replicas for this dc?
if (!datacenters.containsKey(dc) || hasSufficientReplicas(dc, dcReplicas, allEndpoints, datacenters))
continue;
// can we skip checking the rack?
if (seenRacks.get(dc).size() == racks.get(dc).keySet().size())
{
dcReplicas.get(dc).add(ep);
replicas.add(ep);
}
else
{
String rack = snitch.getRack(ep);
// is this a new rack?
if (seenRacks.get(dc).contains(rack))
{
skippedDcEndpoints.get(dc).add(ep);
}
else
{
dcReplicas.get(dc).add(ep);
replicas.add(ep);
seenRacks.get(dc).add(rack);
// if we've run out of distinct racks, add the hosts we skipped past already (up to RF)
if (seenRacks.get(dc).size() == racks.get(dc).keySet().size())
{
Iterator<InetAddress> skippedIt = skippedDcEndpoints.get(dc).iterator();
while (skippedIt.hasNext() && !hasSufficientReplicas(dc, dcReplicas, allEndpoints, datacenters))
{
InetAddress nextSkipped = skippedIt.next();
dcReplicas.get(dc).add(nextSkipped);
replicas.add(nextSkipped);
}
}
}
}
}
return new ArrayList<InetAddress>(replicas);
}
private static boolean hasSufficientReplicas(String dc, Map<String, Set<InetAddress>> dcReplicas, Multimap<String, InetAddress> allEndpoints, Map<String, Integer> datacenters)
{
return dcReplicas.get(dc).size() >= Math.min(allEndpoints.get(dc).size(), getReplicationFactor(dc, datacenters));
}
private static boolean hasSufficientReplicas(Map<String, Set<InetAddress>> dcReplicas, Multimap<String, InetAddress> allEndpoints, Map<String, Integer> datacenters)
{
for (String dc : datacenters.keySet())
if (!hasSufficientReplicas(dc, dcReplicas, allEndpoints, datacenters))
return false;
return true;
}
public static int getReplicationFactor(String dc, Map<String, Integer> datacenters)
{
Integer replicas = datacenters.get(dc);
return replicas == null ? 0 : replicas;
}
}