Exemplo n.º 1
0
        private XamDataTree CreateXamDataTree()
        {
            XamDataTree MyTree = new XamDataTree();

            ExperimentNode experiment1 = new ExperimentNode("Experiment1");

            CompoundsGroupNode compoundsGroup = new CompoundsGroupNode("CompoundsGroup1");

            ClusterNode cluster = new ClusterNode("Cluster1");

            cluster.AddChild(new ExperimentNode("Experiment2"));

            ExperimentNode experiment3 = new ExperimentNode("Experiment3");

            experiment3.HoverText = "My experiment";
            experiment3.AddChild(new CompoundsGroupNode("CompoundsGroup2"));
            experiment3.AddChild(new CompoundsGroupNode("CompoundsGroup3"));

            cluster.AddChild(experiment3);

            experiment1.AddChild(compoundsGroup);
            experiment1.AddChild(cluster);

            MyTree.ItemsSource = new ObservableCollection <IDataNode> {
                experiment1
            };

            NodeLayout mylayout = new NodeLayout();

            mylayout.Key               = "NodeLayout1";
            mylayout.TargetTypeName    = "IDataNode";
            mylayout.DisplayMemberPath = "Name";
            MyTree.GlobalNodeLayouts.Add(mylayout);

            return(MyTree);
        }
Exemplo n.º 2
0
 /// <summary>
 /// Return an execution back into the domain.
 /// </summary>
 /// <param name="contextID">The context ID of the execution.</param>
 /// <param name="nodeID">The node ID where the execution was run.</param>
 /// <param name="result">The serialized result of the excution.</param>
 public void ReturnExecution(string contextID, ClusterNode node, byte[] result)
 {
     SerializationEngine serializer = new SerializationEngine ();
     PrestoResult resultObj = (PrestoResult)serializer.Deserialize(result);
     resultObj.ExecutionNode = node;
     Cluster.ReturnExecution(contextID, resultObj);
 }
Exemplo n.º 3
0
 public Task <int> UpdateClusterNodeAsync(ClusterNode entity)
 {
     serviceDbContext.Entry(entity).State = EntityState.Modified;
     return(serviceDbContext.SaveChangesAsync());
 }
Exemplo n.º 4
0
 internal void Resume(int suspended)
 {
     Assert.IsNull(members[suspended]);
     members[suspended]            = new ClusterNode(cfg, cfg.Members[suspended], new Address(basePort + suspended), GetAddressOf);
     members[suspended].Attachment = attachments[suspended];
 }
Exemplo n.º 5
0
        //public IEnumerator agglomerate()
        public void agglomerate(ProgressUpdateDelegate progFunc)
        {
            if (items.Count <= 1)
            {
                clusters = new ClusterNode[0];
                return;
                //yield break;
            }
            clusters = new ClusterNode[items.Count * 2 - 1];
            for (int i = 0; i < items.Count; i++)
            {
                clusters[i] = new ClusterNode(items[i], i);
            }

            float[][] distances = new float[items.Count * 2 - 1][];
            for (int i = 0; i < distances.Length; i++)
            {
                distances[i] = new float[items.Count * 2 - 1];
            }

            int numClussters = items.Count;
            List <ClusterNode> unclustered = new List <ClusterNode>();

            for (int i = 0; i < numClussters; i++)
            {
                unclustered.Add(clusters[i]);
                for (int j = 0; j < numClussters; j++)
                {
                    distances[i][j] = euclidean_distance(clusters[i].centroid, clusters[j].centroid);
                }
            }

            int height = 0;

            System.Timers.Timer timer = new System.Timers.Timer();
            timer.Start();
            while (unclustered.Count > 1)
            {
                height++;
                //find closest pair
                float min = 10e15f;
                int   a, b;
                a = b = -1;
                for (int i = 0; i < unclustered.Count; i++)
                {
                    for (int j = 0; j < unclustered.Count; j++)
                    {
                        if (i != j)
                        {
                            int   idxa    = unclustered[i].idx;
                            int   idxb    = unclustered[j].idx;
                            float newDist = distances[idxa][idxb];
                            if (newDist < min)
                            {
                                min = newDist;
                                a   = idxa;
                                b   = idxb;
                            }
                        }
                    }
                }
                //make a new cluster with pair as children set merge height
                numClussters++;
                ClusterNode cn = new ClusterNode(clusters[a], clusters[b], numClussters - 1, height, min, clusters);
                //remove children from unclustered
                unclustered.Remove(clusters[a]);
                unclustered.Remove(clusters[b]);
                //add new cluster to unclustered
                clusters[numClussters - 1] = cn;
                unclustered.Add(cn);
                //update new clusteres distance
                for (int i = 0; i < numClussters - 1; i++)
                {
                    distances[numClussters - 1][i] = euclidean_distance(clusters[numClussters - 1].centroid, clusters[i].centroid);
                    distances[i][numClussters - 1] = euclidean_distance(clusters[i].centroid, clusters[numClussters - 1].centroid);
                }
                //if (timer.Interval > .2f)
                //{
                //    yield return null;
                //    timer.Start();
                //}
                if (progFunc != null)
                {
                    progFunc("Creating clusters:", ((float)(items.Count - unclustered.Count)) / items.Count);
                }
            }
        }
Exemplo n.º 6
0
        private static void InitClusterNode(ClusterNode node)
        {
            node.RootActors = new List<IActorRef>();
            foreach (var role in node.Roles)
            {
                IActorRef rootActor;
                switch (role)
                {
                    case "table":
                        rootActor = node.Context.System.ActorOf(Props.Create(
                            () => new Table("TestTable", node.Context.ClusterActorDiscovery,
                                            typeof(IncrementalIntegerIdGenerator), null)));
                        break;

                    case "container":
                        rootActor = node.Context.System.ActorOf(Props.Create(
                            () => new TableContainer("TestTable", node.Context.ClusterActorDiscovery,
                                                     typeof(CommonActorFactory<TestActor>), null, null)));
                        break;

                    default:
                        throw new InvalidOperationException("Invalid role: " + role);
                }
                node.RootActors.Add(rootActor);
            }
        }
        public void constructClustersOfBrokenGateways()
        {
            foreach (var gateway in _dataStorage.gateways)
            {
                foreach (var inbound in gateway.inbound_gateways)
                {
                    var clusterName = inbound.Key;
                    foreach (var server in inbound.Value)
                    {
                        if (!_dataStorage.foundServers.Contains(server.connection.name))
                        {
                            var clusterToAddTo = _dataStorage.errorClusters.Where(c => c.name == clusterName)
                                                 .Select(c => c).FirstOrDefault();


                            var node = new ServerNode
                            {
                                server_id   = server.connection.name,
                                server_name = "Unknown name",
                                ntv_error   = true,
                                clients     = new ConcurrentBag <ConnectionNode>()
                            };

                            if (clusterToAddTo is null)
                            {
                                var newCluster = new ClusterNode
                                {
                                    name    = clusterName,
                                    servers = new ConcurrentBag <ServerNode>()
                                };
                                newCluster.servers.Add(node);
                                _dataStorage.errorClusters.Add(newCluster);
                            }
                            else
                            {
                                clusterToAddTo.servers.Add(node);
                            }

                            _dataStorage.processedServers.Add(node);
                            _dataStorage.foundServers.Add(server.connection.name);
                        }
                    }
                }

                foreach (var outbound in gateway.outbound_gateways)
                {
                    var clusterName = outbound.Key;
                    if (!_dataStorage.foundServers.Contains(outbound.Value.connection.name))
                    {
                        var clusterToAddTo = _dataStorage.errorClusters.Where(c => c.name == clusterName).Select(c => c)
                                             .FirstOrDefault();

                        var node = new ServerNode
                        {
                            server_id   = outbound.Value.connection.name,
                            server_name = "Unknown name",
                            ntv_error   = true,
                            clients     = new ConcurrentBag <ConnectionNode>()
                        };

                        if (clusterToAddTo is null)
                        {
                            var newCluster = new ClusterNode
                            {
                                name    = clusterName,
                                servers = new ConcurrentBag <ServerNode>()
                            };
                            newCluster.servers.Add(node);
                            _dataStorage.errorClusters.Add(newCluster);
                        }
                        else
                        {
                            clusterToAddTo.servers.Add(node);
                        }

                        _dataStorage.processedServers.Add(node);
                        _dataStorage.foundServers.Add(outbound.Value.connection.name);
                    }
                }

                foreach (var cluster in _dataStorage.processedClusters)
                {
                    if (!cluster.ContainsServer(gateway.server_id))
                    {
                        continue;
                    }
                    if (gateway.name is null)
                    {
                        continue;
                    }
                    cluster.name = gateway.name;
                }
            }

            foreach (var cluster in _dataStorage.errorClusters)
            {
                _dataStorage.processedClusters.Add(cluster);
            }
        }
Exemplo n.º 8
0
 public async Task <bool> UpdateClusterNode(ClusterNode node)
 {
     return(await _db.HashSetAsync(_clusterOptions.ClusterID, node.Address, JsonConvert.SerializeObject(node)));
 }
Exemplo n.º 9
0
 public virtual ClusterNode <T> Merge(ClusterNode <T> cont)
 {
     return(Merge(cont.Content));
 }
Exemplo n.º 10
0
 public virtual bool Contains(ClusterNode <T> cont)
 {
     return(Contains(cont.Content));
 }
Exemplo n.º 11
0
 public virtual float BreakDraw(ClusterNode <T> cont)
 {
     return(BreakDraw(cont.Content));
 }
        public bool agglomerate(ProgressUpdateCancelableDelegate progFunc)
        {
            wasCanceled = true;
            if (progFunc != null)
            {
                wasCanceled = progFunc("Filling Priority Queue:", 0);
            }
            if (items.Count <= 1)
            {
                clusters = new ClusterNode[0];
                return(false);
                //yield break;
            }
            clusters = new ClusterNode[items.Count * 2 - 1];
            for (int i = 0; i < items.Count; i++)
            {
                clusters[i] = new ClusterNode(items[i], i);
            }

            int numClussters = items.Count;
            List <ClusterNode> unclustered = new List <ClusterNode>();

            for (int i = 0; i < numClussters; i++)
            {
                clusters[i].isUnclustered = true;
                unclustered.Add(clusters[i]);
            }

            int height = 0;

            System.Diagnostics.Stopwatch timer = new System.Diagnostics.Stopwatch();
            timer.Start();

            float largestDistInQ = 0;
            long  usedMemory     = GC.GetTotalMemory(false) / 1000000;
            PriorityQueue <float, ClusterDistance> pq = new PriorityQueue <float, ClusterDistance>();
            //largestDistInQ = _RefillPriorityQWithSome(pq, unclustered, clusters /*,null,null*/);
            int numRefills = 0;

            while (unclustered.Count > 1)
            {
                int numToFindClosetPair = 0;
                height++;
                //find closest pair

                if (pq.Count == 0)
                {
                    numRefills++;
                    usedMemory = GC.GetTotalMemory(false) / 1000000;
                    if (progFunc != null)
                    {
                        wasCanceled = progFunc("Refilling Q:" + ((float)(items.Count - unclustered.Count) * 100) / items.Count + " unclustered:" + unclustered.Count + " inQ:" + pq.Count + " usedMem:" + usedMemory,
                                               ((float)(items.Count - unclustered.Count)) / items.Count);
                    }
                    largestDistInQ = _RefillPriorityQWithSome(pq, unclustered, clusters, progFunc);
                    if (pq.Count == 0)
                    {
                        break;
                    }
                }
                KeyValuePair <float, ClusterDistance> closestPair = pq.Dequeue();
                // should only consider unclustered pairs. It is more effecient to discard nodes that have already been clustered as they are popped off the Q
                // than to try to remove them from the Q when they have been clustered.
                while (!closestPair.Value.a.isUnclustered || !closestPair.Value.b.isUnclustered)
                {
                    if (pq.Count == 0)
                    {
                        numRefills++;
                        usedMemory = GC.GetTotalMemory(false) / 1000000;
                        if (progFunc != null)
                        {
                            wasCanceled = progFunc("Creating clusters:" + ((float)(items.Count - unclustered.Count) * 100) / items.Count + " unclustered:" + unclustered.Count + " inQ:" + pq.Count + " usedMem:" + usedMemory,
                                                   ((float)(items.Count - unclustered.Count)) / items.Count);
                        }
                        largestDistInQ = _RefillPriorityQWithSome(pq, unclustered, clusters, progFunc);
                        if (pq.Count == 0)
                        {
                            break;
                        }
                    }
                    closestPair = pq.Dequeue();
                    numToFindClosetPair++;
                }

                //make a new cluster with pair as children set merge height
                numClussters++;
                ClusterNode cn = new ClusterNode(closestPair.Value.a, closestPair.Value.b, numClussters - 1, height, closestPair.Key, clusters);
                //remove children from unclustered
                unclustered.Remove(closestPair.Value.a);
                unclustered.Remove(closestPair.Value.b);


                //We NEED TO REMOVE ALL DISTANCE PAIRS THAT INVOLVE A AND B FROM PRIORITY Q. However searching for all these pairs and removing is very slow.
                // Instead we will leave them in the Queue and flag the clusters as isUnclustered = false and discard them as they are popped from the Q which is O(1) operation.
                closestPair.Value.a.isUnclustered = false;
                closestPair.Value.b.isUnclustered = false;

                //add new cluster to unclustered
                int newIdx = numClussters - 1;
                if (newIdx == clusters.Length)
                {
                    Debug.LogError("how did this happen");
                }
                clusters[newIdx] = cn;
                unclustered.Add(cn);
                cn.isUnclustered = true;
                //update new clusteres distance
                for (int i = 0; i < unclustered.Count - 1; i++)
                {
                    float dist = euclidean_distance(cn.centroid, unclustered[i].centroid);
                    if (dist < largestDistInQ) //avoid cluttering Qwith
                    {
                        pq.Add(new KeyValuePair <float, ClusterDistance>(dist, new ClusterDistance(cn, unclustered[i])));
                    }
                }
                //if (timer.Interval > .2f)
                //{
                //    yield return null;
                //    timer.Start();
                //}
                if (wasCanceled)
                {
                    break;
                }
                usedMemory = GC.GetTotalMemory(false) / 1000000;
                if (progFunc != null)
                {
                    wasCanceled = progFunc("Creating clusters:" + ((float)(items.Count - unclustered.Count) * 100) / items.Count + " unclustered:" + unclustered.Count + " inQ:" + pq.Count + " usedMem:" + usedMemory,
                                           ((float)(items.Count - unclustered.Count)) / items.Count);
                }
            }
            if (progFunc != null)
            {
                wasCanceled = progFunc("Finished clustering:", 100);
            }
            //Debug.Log("Time " + timer.Elapsed);
            if (wasCanceled)
            {
                return(false);
            }
            else
            {
                return(true);
            }
        }
 public ClusterDistance(ClusterNode aa, ClusterNode bb)
 {
     a = aa;
     b = bb;
 }
Exemplo n.º 14
0
 /// <summary>
 /// Deliver the message sent from an outside node.
 /// </summary>
 /// <param name="payload">The message sent from the outside node.</param>
 /// <param name="sender"> The node object of the sending Node.</param>
 public void DeliverMessage(string payload, ClusterNode sender)
 {
     Cluster.DeliverMessage(payload, sender);
 }
Exemplo n.º 15
0
        private static void InitClusterNode(ClusterNode node)
        {
            node.RootActors = new List<IActorRef>();
            foreach (var role in node.Roles)
            {
                IActorRef rootActor;
                switch (role)
                {
                    case "producer":
                        rootActor = node.Context.System.ActorOf(Props.Create(() => new EchoProducerActor(node.Context)));
                        break;

                    case "consumer":
                        rootActor = node.Context.System.ActorOf(Props.Create(() => new EchoConsumerActor(node.Context)));
                        break;

                    default:
                        throw new InvalidOperationException("Invalid role: " + role);
                }
                node.RootActors.Add(rootActor);
            }
        }
Exemplo n.º 16
0
 public async Task <bool> RemoveClusterNode(ClusterNode node)
 {
     return(await _db.HashDeleteAsync(_clusterOptions.ClusterID, node.Address));
 }
Exemplo n.º 17
0
 public virtual int MergeSize(ClusterNode <T> cont)
 {
     return(MergeSize(cont.Content));
 }
Exemplo n.º 18
0
 public virtual int Distance(ClusterNode <T> cont)
 {
     return(Distance(cont.Content));
 }
Exemplo n.º 19
0
        static void Main(string[] args)
        {
            while (localPort < 1 || remotePort < 1)
            {
                Console.Write("Local port  : ");
                localPort = Convert.ToInt32(Console.ReadLine());
                Console.Write("Remote port : ");
                remotePort = Convert.ToInt32(Console.ReadLine());
            }

            n = new ClusterNode("127.0.0.1", remotePort, localPort, ClusterHealthy, ClusterUnhealthy, MessageReceived, false);

            bool runForever = true;
            while (runForever)
            {
                Console.Write("Command [? for help]: ");
                string userInput = Console.ReadLine();
                if (String.IsNullOrEmpty(userInput)) continue;

                switch (userInput)
                {
                    case "?":
                        Console.WriteLine("---");
                        Console.WriteLine(" q          quit");
                        Console.WriteLine(" ?          this menu");
                        Console.WriteLine(" cls        clear screen");
                        Console.WriteLine(" send       send message to peer");
                        Console.WriteLine(" sendasync  send message to peer, asynchronously");
                        Console.WriteLine(" health     display cluster health");
                        break;

                    case "q":
                        runForever = false;
                        break;

                    case "cls":
                        Console.Clear();
                        break;

                    case "send":
                        Console.Write("Data: ");
                        userInput = Console.ReadLine();
                        if (Send(Encoding.UTF8.GetBytes(userInput)))
                        {
                            Console.WriteLine("Success");
                        }
                        else
                        {
                            Console.WriteLine("Failed");
                        }
                        break;

                    case "sendasync":
                        Console.Write("Data: ");
                        userInput = Console.ReadLine();
                        if (SendAsync(Encoding.UTF8.GetBytes(userInput)))
                        {
                            Console.WriteLine("Success");
                        }
                        else
                        {
                            Console.WriteLine("Failed");
                        }
                        break;

                    case "health":
                        Console.WriteLine("Healthy: " + n.IsHealthy());
                        break;
                }
            }
        }
Exemplo n.º 20
0
 private static void CreateClusterNode(Config commonConfig, int port, params string[] roles)
 {
     var config = commonConfig
         .WithFallback("akka.remote.helios.tcp.port = " + port)
         .WithFallback("akka.cluster.roles = " + "[" + string.Join(",", roles) + "]");
     var system = ActorSystem.Create("BasicCluster", config);
     var cluster = Cluster.Get(system);
     var clusterNode = new ClusterNode
     {
         Context = new ClusterNodeContext
         {
             System = system,
             ClusterActorDiscovery = system.ActorOf(Props.Create(() => new ClusterActorDiscovery(cluster)),
                                                    "cluster_actor_discovery")
         },
         Roles = roles
     };
     InitClusterNode(clusterNode);
     _clusterNodes.Add(clusterNode);
 }
Exemplo n.º 21
0
 /// <summary>
 /// Deliver the message sent from an outside node.
 /// </summary>
 /// <param name="payload">The message sent from the outside node.</param>
 /// <param name="sender"> The node object of the sending Node.</param>
 public void DeliverMessage(string payload, ClusterNode sender)
 {
     Cluster.DeliverMessage(payload, sender);
 }
Exemplo n.º 22
0
        static void Main(string[] args)
        {
            while (localPort < 1 || remotePort < 1)
            {
                Console.Write("Local port  : ");
                localPort = Convert.ToInt32(Console.ReadLine());
                Console.Write("Remote port : ");
                remotePort = Convert.ToInt32(Console.ReadLine());
            }

            n = new ClusterNode("127.0.0.1", localPort, "127.0.0.1", remotePort, null, null);
            n.AcceptInvalidCertificates = true;
            n.MutuallyAuthenticate      = true;
            n.Debug            = false;
            n.ReadDataStream   = false;
            n.PresharedKey     = "0000000000000000";
            n.MessageReceived  = MessageReceived;
            n.StreamReceived   = StreamReceived;
            n.ClusterHealthy   = ClusterHealthy;
            n.ClusterUnhealthy = ClusterUnhealthy;

            n.Start();

            bool runForever = true;

            while (runForever)
            {
                Console.Write("Command [? for help]: ");
                string userInput = Console.ReadLine();
                if (String.IsNullOrEmpty(userInput))
                {
                    continue;
                }

                byte[]       data = null;
                MemoryStream ms   = null;

                switch (userInput)
                {
                case "?":
                    Console.WriteLine("---");
                    Console.WriteLine(" q                   quit");
                    Console.WriteLine(" ?                   this menu");
                    Console.WriteLine(" cls                 clear screen");
                    Console.WriteLine(" send bytes          send message to peer");
                    Console.WriteLine(" send bytes async    send message to peer, asynchronously");
                    Console.WriteLine(" send stream         send message to peer using a stream");
                    Console.WriteLine(" send stream async   send message to peer using a stream, asynchronously");
                    Console.WriteLine(" health              display cluster health");
                    break;

                case "q":
                    runForever = false;
                    break;

                case "cls":
                    Console.Clear();
                    break;

                case "send bytes":
                    Console.Write("Data: ");
                    userInput = Console.ReadLine();
                    if (n.Send(Encoding.UTF8.GetBytes(userInput)))
                    {
                        Console.WriteLine("Success");
                    }
                    else
                    {
                        Console.WriteLine("Failed");
                    }
                    break;

                case "send bytes async":
                    Console.Write("Data: ");
                    userInput = Console.ReadLine();
                    if (n.SendAsync(Encoding.UTF8.GetBytes(userInput)).Result)
                    {
                        Console.WriteLine("Success");
                    }
                    else
                    {
                        Console.WriteLine("Failed");
                    }
                    break;

                case "send stream":
                    Console.Write("Data: ");
                    userInput = Console.ReadLine();
                    data      = Encoding.UTF8.GetBytes(userInput);
                    ms        = new MemoryStream(data);
                    if (n.Send(data.Length, ms))
                    {
                        Console.WriteLine("Success");
                    }
                    else
                    {
                        Console.WriteLine("Failed");
                    }
                    break;

                case "send stream async":
                    Console.Write("Data: ");
                    userInput = Console.ReadLine();
                    data      = Encoding.UTF8.GetBytes(userInput);
                    ms        = new MemoryStream(data);
                    if (n.SendAsync(data.Length, ms).Result)
                    {
                        Console.WriteLine("Success");
                    }
                    else
                    {
                        Console.WriteLine("Failed");
                    }
                    break;

                case "health":
                    Console.WriteLine("Healthy: " + n.IsHealthy);
                    break;
                }
            }
        }
Exemplo n.º 23
0
 public void Node(string nodeAddress)
 {
     _nodes.Add(ClusterNode.Parse(nodeAddress));
 }
Exemplo n.º 24
0
 private RedisCluster(ClusterNode[] nodes)
 {
     this.nodes = new List<ClusterNode>(nodes);
 }
Exemplo n.º 25
0
 Task IBucketInternal.Bootstrap(ClusterNode clusterNode)
 {
     throw new NotImplementedException();
 }
Exemplo n.º 26
0
 public Task <int> InsertClusterNodeAsync(ClusterNode entity)
 {
     serviceDbContext.ClusterNode.Add(entity);
     return(serviceDbContext.SaveChangesAsync());
 }
Exemplo n.º 27
0
 public Task <int> DeleteAsync(ClusterNode entity)
 {
     return(UpdateAsync(entity));
 }
Exemplo n.º 28
0
 protected bool Equals(ClusterNode other)
 {
     return(string.Equals(ClusterTag, other.ClusterTag));
 }
Exemplo n.º 29
0
        private async Task <List <ClusterNode> > BuildClustersAsync(List <Node> nodes, IDistanceMetric distanceMetric, ProgressData progressData)
        {
            var nodeCount = nodes
                            .SelectMany(node => node.NeighborsByDistance.Select(neighbor => neighbor.Node.FirstLeaf.Index))
                            .Concat(nodes.Select(node => node.FirstLeaf.Index))
                            .Distinct().Count();

            progressData.Reset($"Building clusters for {nodeCount} matches...", nodes.Count - 1);

            await Task.Run(async() =>
            {
                while (nodes.Count > 1)
                {
                    // This is a little verbose, but optimized for performance -- O(N) overall.
                    Node secondNode            = null;
                    Neighbor neighborToCluster = new Neighbor()
                    {
                        DistanceSquared = float.MaxValue
                    };
                    foreach (var node in nodes)
                    {
                        if (node.FirstLeaf.NeighborsByDistance.Count > 0 && node.FirstLeaf.NeighborsByDistance.First().DistanceSquared < neighborToCluster.DistanceSquared)
                        {
                            secondNode        = node;
                            neighborToCluster = node.FirstLeaf.NeighborsByDistance.First();
                        }
                        if (node.FirstLeaf != node.SecondLeaf && node.SecondLeaf.NeighborsByDistance.Count > 0 && node.SecondLeaf.NeighborsByDistance.First().DistanceSquared < neighborToCluster.DistanceSquared)
                        {
                            secondNode        = node;
                            neighborToCluster = node.SecondLeaf.NeighborsByDistance.First();
                        }
                    }

                    ClusterNode clusterNode;
                    if (secondNode == null)
                    {
                        var nodesLargestFirst = nodes.OrderByDescending(node => node.GetOrderedLeafNodes().Count()).Take(2).ToList();
                        clusterNode           = new ClusterNode(nodesLargestFirst[0], nodesLargestFirst[1], double.PositiveInfinity, distanceMetric);
                    }
                    else
                    {
                        var firstNode = neighborToCluster.Node;
                        var first     = firstNode.GetHighestParent();
                        var second    = secondNode.GetHighestParent();
                        clusterNode   = new ClusterNode(first, second, neighborToCluster.DistanceSquared, distanceMetric);
                    }

                    if (clusterNode.First.FirstLeaf != clusterNode.First.SecondLeaf)
                    {
                        var removeNeighborsTasks = nodes.Select(node => Task.Run(() =>
                        {
                            node.FirstLeaf.NeighborsByDistance?.RemoveAll(neighbor => neighbor.Node == clusterNode.First.SecondLeaf);
                            if (node.FirstLeaf != node.SecondLeaf)
                            {
                                node.SecondLeaf.NeighborsByDistance?.RemoveAll(neighbor => neighbor.Node == clusterNode.First.SecondLeaf);
                            }
                        }));
                        await Task.WhenAll(removeNeighborsTasks);
                    }
                    if (clusterNode.Second.FirstLeaf != clusterNode.Second.SecondLeaf)
                    {
                        var removeNeighborsTasks = nodes.Select(node => Task.Run(() =>
                        {
                            node.FirstLeaf.NeighborsByDistance?.RemoveAll(neighbor => neighbor.Node == clusterNode.Second.FirstLeaf);
                            if (node.FirstLeaf != node.SecondLeaf)
                            {
                                node.SecondLeaf.NeighborsByDistance?.RemoveAll(neighbor => neighbor.Node == clusterNode.Second.FirstLeaf);
                            }
                        }));
                        await Task.WhenAll(removeNeighborsTasks);
                    }

                    nodes.Remove(clusterNode.First);
                    nodes.Remove(clusterNode.Second);

                    var leafNodes = new HashSet <LeafNode>(clusterNode.GetOrderedLeafNodes());
                    clusterNode.FirstLeaf.NeighborsByDistance.RemoveAll(neighbor => leafNodes.Contains(neighbor.Node));
                    clusterNode.SecondLeaf.NeighborsByDistance.RemoveAll(neighbor => leafNodes.Contains(neighbor.Node));

                    nodes.Add(clusterNode);

                    progressData.Increment();
                }
            });

            progressData.Reset("Done");

            return(nodes.OfType <ClusterNode>().ToList());
        }