Beispiel #1
0
        static void Main(string[] args)
        {
            AssemblyBuilder _assemblyBuilder = AppDomain.CurrentDomain.DefineDynamicAssembly(new AssemblyName("MyBuilder"), AssemblyBuilderAccess.Run);
            ModuleBuilder   _moduleBuilder   = _assemblyBuilder.DefineDynamicModule("MyModule");
            var             typeBuilder      = _moduleBuilder.DefineType("lulz43", TypeAttributes.Class | TypeAttributes.Public);
            var             fieldBuilder     = typeBuilder.DefineField("zomglist", typeof(List <long>), FieldAttributes.Public);
            var             cctor            = typeBuilder.DefineConstructor(MethodAttributes.Public, CallingConventions.Standard | CallingConventions.HasThis, new Type[0]);
            var             ilGenerator      = cctor.GetILGenerator();

            MakeCtor(new FieldBuilder[] { fieldBuilder }, ilGenerator);

            var type32 = typeBuilder.CreateType();


            //var lolzfda = Activator.CreateInstance(type32);

            var param = Expression.Parameter(typeof(Mention), "x");
            var tags  = Expression.MakeMemberAccess(param, typeof(Mention).GetField("Tags"));
            var ds    = Expression.MakeMemberAccess(param, typeof(Mention).GetField("Datasources"));

            var a = new List <int> {
                1, 2
            };
            var b = new List <int> {
                3, 4
            };
            var c = new List <int> {
                5, 6
            };

            var joinedlistsexpressions = UnionEnumerableExpressions(new Expression[] { tags, ds, tags, ds });

            var joinedlists = ToArrayCollection(UnionEnumerables(new object[] { a, b, c }), typeof(int));

            //var lol = Convert.ChangeType("5", typeof(string));

            var listlol = DataHelper.GetMentions(10000);

            //var sqlexpr = new EvoSQLExpression("SELECT Type, Color, Count() FROM Cats GROUP BY Color, Fur");
            //Console.WriteLine(sqlexpr.Tree.ToString());



            var tzs = TimeZoneInfo.GetSystemTimeZones();

            var query22 = "SELECT Type FROM (SELECT Type GROUP BY Type)";
            var query23 = "SELECT Sentiment FROM (SELECT Sentiment, Id FROM Mentions)";

            var query24 = @"
SELECT SUM({fn CONVERT(1, SQL_BIGINT)}) AS ""sum_Number_of_Records_qk""
,
{
    fn TIMESTAMPADD
    (
        SQL_TSI_MONTH, 
        CAST
        (
            {fn TRUNCATE((3 * (CAST({fn TRUNCATE({fn QUARTER(""Mentions"".""Date"")},0)} AS INTEGER) - 1)),0)} AS INTEGER),
            {fn TIMESTAMPADD(SQL_TSI_DAY,CAST({fn TRUNCATE(-({fn DAYOFYEAR(""Mentions"".""Date"")} - 1),0)} AS INTEGER), CAST(""Mentions"".""Date"" AS DATE))}
        )
} AS ""tqr_Date_qk""
FROM ""Bermuda"".""Mentions"" ""Mentions""
GROUP BY ""tqr_Date_qk""";



            var query24mini = @" SELECT 
SUM({fn CONVERT(1, SQL_BIGINT)}) AS ""sum_Number_of_Records_qk"", 
{ fn TIMESTAMPADD( SQL_TSI_MONTH,  CAST({fn TRUNCATE(3,3)} as sql_bigint), Date ) } AS ""tqr_Date_qk""
FROM ""Bermuda"".""Mentions"" ""Mentions""
GROUP BY ""tqr_Date_qk""";

            var reduceexpr1  = EvoQLBuilder.GetReduceExpression("SELECT Average(NulNum), * GROUP BY IsDisabled, Interval(OccurredOn, \"Year\", 0)", typeof(MentionTest2), true);
            var reduceexpr11 = EvoQLBuilder.GetReduceExpression("SELECT Count() WHERE IsDisabled NulNum>5 Tags:5", typeof(MentionTest2), true);

            var sellol52 = EvoQLBuilder.GetReduceExpression("SELECT Count() as Value, * GROUP BY TOP 5 Tags as Id VIA Count(), Interval(Date,Day,-5) as Id2", typeof(Mention), true);

            //var whereexpr2 = EvoQLBuilder.GetWhereExpression("GET Activity WHERE Whateverz:50 DONCAER:OK jkdsadasjd DATE>\"2012/06/04 16:19:58\"", typeof(Mention));

            var sellol3 = EvoQLBuilder.GetReduceExpression(query24, typeof(Mention), true);
            var sellol4 = EvoQLBuilder.GetMergeExpression(query24, typeof(Mention), null);

            //var sellol5 = EvoQLBuilder.GetReduceExpression("SELECT SUM({fn CONVERT(CONVERT(Sentiment, SQL_BIGINT), SQL_BIGINT)}) \"sum_Number_of_Records_qk\" FROM Nulz", typeof(Mention), true);
            var sellol7 = EvoQLBuilder.GetReduceExpression("SELECT -Sentiment+Influence as Ten", typeof(Mention), true);
            var sellol6 = EvoQLBuilder.GetReduceExpression("SELECT Sentiment+Influence as Ten, -Interval(Date, Day,-5) as DLOL , -Sentiment as neg, cat cat, Sentiment as S FROM Lulzcol Lulzforsur", typeof(Mention), true);
            var sellol  = EvoQLBuilder.GetReduceExpression("SELECT \"Mentions\".\"Name\", Sentiment, {fn DatePart(Date,Hour,-5)} as Hour FROM Whatever as Lol", typeof(Mention), true);
            var kdsadsa = EvoQLBuilder.GetCollections(null, "SELECT Sentiment FROM Mentions metn", null, null);
            //var whereexpr = EvoQLBuilder.GetWhereExpression("Themes:lol NOT:(lol or hi or bye) (Tag:((@52 OR @75) AND NOT:(@53)) ) Tags:5 DATE:-13.551235..-12.551235 (Sentiment:(-100..100 OR -100..100) ) ", typeof(Mention));
            var mergeexpr = EvoQLBuilder.GetMergeExpression("SELECT Average(Sentiment) as C GROUP BY Interval(Date, Day, -5) as IntervalTheKilla FROM sigh", typeof(Mention), null);


            var zomg = "SELECT 5+5 as lol FROM Mentions";
            var red  = EvoQLBuilder.GetReduceExpression(zomg, typeof(Mention), true);
            var red2 = EvoQLBuilder.GetMergeExpression(zomg, typeof(Mention), null);


            var cols = EvoQLBuilder.GetCollections("GET Mention DATE:\"2012/04/09 04:00:00\"..\"2012/04/10 04:00:00\" ( ( (Tag:@2 )))", "SELECT Sum(Followers) AS Count, * FROM Catz", null, null);
            //var reduceexpr = EvoQLBuilder.GetReduceExpression("SELECT Count(*) as Value, Average(Sentiment) as Retard GROUP BY TOP 5 Type VIA Count(), OccurredOn as X INTERVAL Day", typeof(MentionTest));

            //var reducestring = "SELECT Count() AS Value GROUP BY TOP 10 Tags VIA Count() AS Id, Datepart(OccurredOn, QuarterHour, -5) AS Id2";
            var reducestring = "SELECT Sentiment FROM (SELECT Sentiment, Id FROM Mentions)";
            var reduceexpr   = EvoQLBuilder.GetReduceExpression(reducestring, typeof(MentionTest));


            //var mergeexpr = EvoQLBuilder.GetMergeExpression("SELECT Average(Sentiment), Count() as Lulz GROUP BY Tags, OccurredOn INTERVAL Day WHERE Name:no", typeof(Mention), null);

            var pagingexpr = EvoQLBuilder.GetPagingExpression("ORDERED BY Date LIMIT 5,25", typeof(Mention));
            //var reduceexpr = EvoQLBuilder.GetReduceExpression("CHART Count BY TOP 11 Tags VIA Sentiment OVER Date INTERVAL Day WHERE cats TAG:@1");
            //var reduceexpr = ReduceExpressionGeneration.MakeExpression
            //(
            //    null,
            //    "Count",
            //    new ReduceDimension[]
            //    {
            //        new ReduceDimension{ GroupBy = "Type" },
            //        new ReduceDimension{ GroupBy = "OccurredOn", Interval = IntervalTypes.Day }
            //    }
            //);


            var mytype = LinqRuntimeTypeBuilder.GetDynamicType(new Dictionary <string, Type> {
                { "Count", typeof(long) }, { "Value", typeof(double) }, { "Zomg", typeof(string) }
            });
            var ctor  = Activator.CreateInstance(mytype, false);
            var type  = LinqRuntimeTypeBuilder.GetTypeKey(listlol.GetType().GetGenericArguments().FirstOrDefault());
            var json  = LinqRuntimeTypeBuilder.SerializeObject(listlol.Take(5).ToList());
            var res   = LinqRuntimeTypeBuilder.DeserializeJson(json, type, true);
            var type2 = LinqRuntimeTypeBuilder.GetTypeKey(ReduceExpressionGeneration.GetTypeOfEnumerable(res.GetType()));

            var type_consistent = type == type2;

            //var listlol = DataHelper.GetPremadeMentions();

            var dsadsadas = listlol.GroupBy(x => x).Select(g => g.FirstOrDefault());

            //Console.WriteLine(reduceexpr);
            Console.WriteLine(mergeexpr);

            //int serverCount = 20;
            //int bucketCount = 131;
            //ServerId == BucketId % ServerCount
            //var parititions = Enumerable.Range(0, bucketCount).Split(serverCount);
            //foreach (var s in parititions){ foreach (var b in s) Console.Write(b + "\t"); Console.WriteLine();}
            //Console.WriteLine();
            //parititions = Enumerable.Range(0, bucketCount).Split(serverCount + 3);
            //foreach (var s in parititions) { foreach (var b in s) Console.Write(b + "\t"); Console.WriteLine(); }

            //########################################################################
            //## TEST REDUCE EXPRESSION
            //########################################################################


            //var poitsad = listlol.AsParallel().GroupBy(m => m.Type).Select(g => new EnumMetadata<IGrouping<string, MentionTest>>() { Enum = g }).Select(gmd => new { Type = gmd.Enum.Key, Type_Hash = (long)(gmd.Enum.Key.GetHashCode()), _Count = gmd.Enum.LongCount() }).ToArray();

            var compileMethod       = reduceexpr.GetType().GetMethods().FirstOrDefault(x => x.Name == "Compile" && x.GetParameters().Length == 0);
            var mapreduceFunc       = compileMethod.Invoke(reduceexpr, new object[0]);
            var mapReduceFuncInvoke = mapreduceFunc.GetType().GetMethod("Invoke");
            var pointenum           = mapReduceFuncInvoke.Invoke(mapreduceFunc, new object[] { listlol });

            var genericToArrayInfos = typeof(Enumerable).GetMethods().Where(x => x.Name == "ToArray" && x.IsGenericMethod && x.GetParameters().Length == 1);
            var genericToArrayInfo  = genericToArrayInfos.FirstOrDefault();
            var enumType            = pointenum.GetType();
            var pointType           = enumType.GetGenericArguments().Last();
            var toArrayInfo         = genericToArrayInfo.MakeGenericMethod(pointType);


            Stopwatch sw2 = new Stopwatch();

            sw2.Start();

            var data = toArrayInfo.Invoke(null, new object[] { pointenum });

            sw2.Stop();

            var jsonz = new JavaScriptSerializer().Serialize(pointenum);

            Console.WriteLine(sw2.Elapsed);


            //var filter = EvoQLBuilder.GetFilterLambda("(b and a) or 23");
            //var filtered = listlol.Where(filter.Compile());
            //var result = filtered.ToArray();

            Console.ReadKey();

            //########################################################################
            //## BENCHMARK
            //########################################################################
            #region playing with expressions
            //var expr = EvoQLBuilder.GetReduceExpression("CHART Count BY Type OVER Date WHERE cat");

            /*
             * var validTags = new long[] { 1, 2 };
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> reduce = collection =>
             *  from mention in collection
             *  from tag in mention.Tags
             *  from datasource in mention.Datasources
             *  group mention by new MentionGroup { Id = tag, Id2 = datasource } into g
             *  select new Datapoint { Id = g.Key.Id, Id2 = g.Key.Id2, Timestamp = g.Key.Timestamp };
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Tag>, IEnumerable<Datapoint>>> reduce2 = (mentions, tags) =>
             *  from mention in mentions
             *  join tag in tags on mention.Id equals tag.MentionId
             *  group mention by new MentionGroup { Timestamp = mention.OccurredOnTicks, Id = tag.TagId } into g
             *  select new Datapoint { Id = g.Key.Id, Timestamp = g.Key.Timestamp };
             *
             * var dayTicks = TimeSpan.FromDays(1).Ticks;
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> reduce34 = mentions =>
             * from mention in mentions
             * group mention by mention.OccurredOnTicks - mention.OccurredOnTicks % dayTicks into g
             * select new Datapoint { Timestamp = g.Key };
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> reduce33 = mentions =>
             * from mention in mentions
             * group mention by mention.OccurredOn.Date.Ticks into g
             * select new Datapoint { Timestamp = g.Key };
             *
             *
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> reduce3 = mentions =>
             * from mention in mentions
             * from tag in mention.Tags
             * where validTags.Contains(tag)
             * group mention by new MentionGroup { Timestamp = mention.OccurredOnTicks, Id = tag } into g
             * select new Datapoint { Id = g.Key.Id, Timestamp = g.Key.Timestamp };
             *
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> mapreduce3 = collection =>
             *  collection
             *  .SelectMany(m => m.Tags, (m, t) => new MentionMetadata2 { Mention = m, Id = t })
             *  .SelectMany(md => md.Mention.Datasources, (md, ds) => new MentionMetadata2 { Child = md, Id = ds })
             *  .GroupBy(md => new MentionGroup { Timestamp = md.Child.Mention.OccurredOnTicks, Id = md.Child.Id, Id2 = md.Id })
             *  .Select(x => new Datapoint { Timestamp = x.Key.Timestamp, Id = x.Key.Id, Id2 = x.Key.Id2 });
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> mapreduce4 = collection =>
             *  collection
             *  .SelectMany(m => m.Tags, (m, t) => new MentionMetadata2 { Mention = m, Id = t })
             *  .GroupBy(mt => mt.Id)
             *  .OrderByDescending(g => g.Count())
             *  .Take(5)
             *  .SelectMany(x => x)
             *  .GroupBy(md => new MentionGroup { Timestamp = md.Child.Mention.OccurredOnTicks, Id = md.Child.Id, Id2 = md.Id })
             *  .Select(x => new Datapoint { Timestamp = x.Key.Timestamp, Id = x.Key.Id, Id2 = x.Key.Id2 });
             *
             *
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> mapreduce5 = collection =>
             *  collection
             *  .SelectMany(m => m.Tags, (m, t) => new MentionMetadata { Item = m, Id = t })
             *  .GroupBy(md => md.Id)
             *  .Select(g => new { Group = g, Value = g.Count() })
             *  .OrderByDescending(md => md.Value)
             *  .Take(5)
             *  .Select(x => new Datapoint());
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> mapreduce9 = collection =>
             *  collection
             *  .AsParallel()
             *  .SelectMany(m => m.Themes, (m, t) => new MentionMetadata { Item = m, Id = t })
             *
             *  .GroupBy(md => md.Id, md => md.Item)
             *  .Select(g => new GroupMetadata { Group = g, Value = g.Count() })
             *  .OrderByDescending(g => g.Value)
             *  .Take(5)
             *
             *  .SelectMany
             *  (
             *      gmd =>
             *
             *      gmd.Group.GroupBy(md => md.OccurredOnTicks)
             *      .Select(g => new GroupMetadata { Group = g })
             *      .Select(gmd2 => new Datapoint { Id = gmd.Group.Key, Id2 = gmd2.Group.Key, CountValue = gmd.Value })
             *  );
             *
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> mapreduce6 = collection =>
             *
             *  collection
             *  .AsParallel()
             *  .SelectMany(m => m.Themes, (m, t) => new MentionMetadata { Item = m, Id = t })
             *  .GroupBy(md => md.Id, md => md.Item)
             *  .Select(g => new GroupMetadata { Group = g, Value = g.Count() })
             *  .OrderByDescending(g => g.Value)
             *  .Take(5)
             *
             *  .SelectMany
             *  (
             *      gmd =>
             *
             *      gmd.Group
             *      .SelectMany(m => m.Tags, (m, t) => new MentionMetadata { Item = m, Id = t })
             *      .GroupBy(md => md.Id, md => md.Item)
             *      .Select(g => new GroupMetadata { Group = g, Value = gmd.Value })
             *      .OrderByDescending(g => g.Value)
             *      .Take(2)
             *
             *      .Select(gmd2 => new Datapoint { Id = gmd.Group.Key, Id2 = gmd2.Group.Key, CountValue = gmd2.Value })
             *
             *
             *  );
             */
            //ExpressionSerializer serializer = new ExpressionSerializer();
            //var xml = serializer.Serialize(mapreduce6);

            //Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> dsajkdsa = collection => collection.SelectMany(m => m.Ngrams, (m, t) => new MentionMetadata() { Mention = m, Id = t }).GroupBy(md => new MentionGroup() { Timestamp = md.Mention.OccurredOnTicks, Id2 = md.Id }).Select(x => new Datapoint() { Timestamp = x.Key.Timestamp, Id2 = x.Key.Id2 });

            /*
             * Expression<Func<IEnumerable<Mention>, IEnumerable<Datapoint>>> mapreduce11 = collection =>
             * collection
             * .SelectMany(m => m.Themes, (m, t) => new MentionMetadata { Item = m, Id = t })
             * .GroupBy(md => new MentionGroup { Timestamp = md.Item.OccurredOnTicks, Id2 = md.Id })
             * .Select(x => new Datapoint { Timestamp = x.Key.Timestamp, Id2 = x.Key.Id2 });*/
            #endregion

            var exprs = new Expression <Func <IEnumerable <Mention>, IEnumerable <Datapoint> > >[] {  };
            var sw    = new Stopwatch();

            foreach (var expr in exprs)
            {
                Console.WriteLine(expr);
                var func = expr.Compile();

                sw.Restart();

                for (int i = 0; i < 100; i++)
                {
                    //var dsadqw = func(listlol).ToArray();
                }

                sw.Stop();
                Console.WriteLine(sw.Elapsed);
            }



            Console.ReadKey();

            /*
             * Console.WriteLine("WAITING");
             *
             *
             * //http://localhost:13866/Connection.External/ExternalService.svc
             *
             * var client = GetServiceClient();
             *
             *
             * Random rng = new Random();
             *
             * while (true)
             * {
             *  char randomChar = (char)(rng.Next(0, 10) + '0');
             *
             *  //ParameterExpression param = Expression.Parameter(typeof(ThriftMention));
             *
             *  object[] parameters = new object[] { randomChar };
             *
             *  Expression<Func<ThriftMention, object[], bool>> query = (x, p) => x.Description.Contains((char)p[0]);
             *
             *  Expression<Func<IEnumerable<ThriftMention>, IEnumerable<ThriftDatapoint>>> mapreduce = x => x.SelectMany(y => y.Tags).GroupBy(y => y).Select(y => new ThriftDatapoint { Count = y.Count(), Value = y.Count(), EntityId = y.Key });
             *
             *  Expression<Func<IEnumerable<ThriftDatapoint>, double>> merge = x => x.Sum(y => y.Value);
             *
             *  var domain = "evoapp";
             *  var minDate = DateTime.Today.AddDays(-600);
             *  var maxDate = DateTime.Today.AddDays(1);
             *
             *  Stopwatch sw = new Stopwatch();
             *  sw.Start();
             *  var datapoints = client.GetDatapointList(domain, query, mapreduce, merge, minDate, maxDate, parameters);
             *  sw.Stop();
             *
             *  Console.WriteLine("QUERY: " + randomChar);
             *  Console.WriteLine(sw.Elapsed.ToString());
             *
             *  Console.WriteLine(string.Join(" ", datapoints.Select(x => "tag" + x.EntityId + ": " + x.Value + " (" + x.Count + ")")));
             *  Console.WriteLine(string.Empty);
             *
             *  Thread.Sleep(1000);
             * }
             */
        }
Beispiel #2
0
        public BermudaResult GetData(string domain, string query, string mapreduce, string merge, string paging, int remdepth, string command, string cursor, string paging2)
        {
            var  args       = ParseCommand(command);
            bool noCache    = args.Contains("-nocache");
            bool makeCursor = cursor == MakeCursorToken;
            bool useCursor  = !makeCursor && !string.IsNullOrWhiteSpace(cursor);

            DateTime minDate = DateTime.MinValue;
            DateTime maxDate = DateTime.MaxValue;

            if (remdepth > 0)
            {
                //map
                var queryHash = cursor ?? GetQueryHash(domain, query, mapreduce, merge, paging, null);

                //reduce
                BermudaResult cachedDatapoints;
                if (!noCache && CachedData.TryGetValue(queryHash, out cachedDatapoints) && (DateTime.Now.Ticks - cachedDatapoints.CreatedOn) < CacheLifetime)
                {
#if DEBUG
                    if (CacheTraceMessageLevel < 3)
                    {
                        Trace.WriteLine("returned CACHED BLOBS DATAPOINTS results FOR ENTIRE BLOB SET [REMDEPTH:" + remdepth + "]");
                    }
#endif

                    if (useCursor)
                    {
                        var dataType = LinqRuntimeTypeBuilder.GetTypeFromTypeKey(cachedDatapoints.DataType);
                        return(GetCursorData(paging2, cachedDatapoints, dataType));
                    }
                    else
                    {
                        return(new BermudaResult {
                            DataType = cachedDatapoints.DataType, Data = cachedDatapoints.Data, Metadata = new BermudaNodeStatistic {
                                Notes = "Cache_Hit_1"
                            }, CacheKey = cachedDatapoints.CacheKey
                        });
                    }
                }
                else
                {
                    if (useCursor)
                    {
                        throw new Exception("Cursor " + cursor + " not found");
                    }
                    //var assignments = PartitionBlobs(domain, blobInterfaces, minDate, maxDate, false, true);

                    var reducers = HostEnvironment.Instance.GetAvailablePeerConnections();

                    if (!reducers.Any())
                    {
                        throw new Exception("Specified dataset not loaded: " + domain);
                    }

                    ConcurrentDictionary <PeerInfo, BermudaResult> results = new ConcurrentDictionary <PeerInfo, BermudaResult>();
                    Stopwatch sw = new Stopwatch();
                    sw.Start();

                    List <Task> tasks = new List <Task>();
                    foreach (var reducer in reducers)
                    {
                        Task t = new Task((peerObj) =>
                        {
                            var peerInfo     = peerObj as PeerInfo;
                            var initiated    = DateTime.Now;
                            var subqueryHash = GetQueryHash(domain, query, mapreduce, merge, paging, peerInfo.ToString());
                            Stopwatch sw3    = new Stopwatch();
                            sw3.Start();

                            //see if the cache contains a matching result and return it if it's not outdated
                            BermudaResult cachedDatapoints2;
                            if (!noCache && CachedData.TryGetValue(subqueryHash, out cachedDatapoints2) && (DateTime.Now.Ticks - cachedDatapoints2.CreatedOn) < CacheLifetime)
                            {
                                if (CacheTraceMessageLevel < 2)
                                {
                                    Trace.WriteLine("returned CACHED BLOB DATAPOINT results FOR BLOB SUBSET [REMDEPTH:" + remdepth + "]");
                                }

                                BermudaResult res = null;

                                if (useCursor)
                                {
                                    var dataType2 = LinqRuntimeTypeBuilder.GetTypeFromTypeKey(cachedDatapoints2.DataType);
                                    res           = GetCursorData(paging2, cachedDatapoints2, dataType2);
                                }
                                else
                                {
                                    res = new BermudaResult {
                                        DataType = cachedDatapoints2.DataType, Data = cachedDatapoints2.Data, Metadata = new BermudaNodeStatistic {
                                            Notes = "Cache_Hit_2"
                                        }
                                    };
                                }

                                results[peerInfo] = res;
                            }
                            else
                            {
                                try
                                {
                                    Stopwatch sw2 = new Stopwatch();
                                    sw2.Start();
                                    BermudaResult subresult = null;

                                    if (peerInfo.Equals(Endpoint))
                                    {
                                        subresult = GetData(domain, query, mapreduce, merge, paging, remdepth - 1, command, cursor, paging2);
                                    }
                                    else
                                    {
                                        using (var client = HostEnvironment.GetServiceClient(peerInfo))
                                        {
                                            subresult = client.GetData(domain, query, mapreduce, merge, paging, remdepth - 1, command, cursor, paging2);
                                        }
                                        //subresult = GetDataFromPeer(domain, query, mapreduce, merge, minDate, maxDate, remdepth - 1, command, assignment.PeerEndpoint.Endpoint);
                                    }

                                    sw2.Stop();
                                    subresult.CreatedOn              = DateTime.Now.Ticks;
                                    subresult.Metadata.Initiated     = initiated;
                                    subresult.Metadata.Completed     = DateTime.Now;
                                    subresult.Metadata.OperationTime = sw2.Elapsed;
                                    results[peerInfo] = CachedData[subqueryHash] = subresult;
                                }
                                catch (Exception ex)
                                {
                                    results[peerInfo] = new BermudaResult {
                                        Error = "[Failed Node] " + ex
                                    };
                                }
                            }
                        }, reducer, TaskCreationOptions.LongRunning);

                        tasks.Add(t);
                        t.Start();
                    }

                    Task.WaitAll(tasks.ToArray());

                    sw.Stop();

#if DEBUG
                    Trace.WriteLine("Join Time:" + sw.Elapsed);
#endif

                    if (results.Any(x => x.Value.Error != null))
                    {
                        throw new BermudaException("Some nodes failed:\r\n" + string.Join("\r\n", results.Select(x => x.Value.Error)));
                    }

                    if (results.All(x => x.Value.Data == null))
                    {
                        return new BermudaResult {
                                   Metadata = new BermudaNodeStatistic {
                                       Notes = "No Data"
                                   }
                        }
                    }
                    ;

                    //if all results are not the same time throw an error
                    if (results.GroupBy(x => x.Value.DataType).Count() > 1)
                    {
                        throw new BermudaException("Subresults must all return the same type");
                    }

                    var dataTypeDescriptor = results.Select(x => x.Value.DataType).FirstOrDefault(x => x != null);

                    if (dataTypeDescriptor == null)
                    {
                        return new BermudaResult {
                                   Error = "Could not determine the merge type, none of the nodes provided type info"
                        }
                    }
                    ;

                    //use the passed combine espression to make multiple datapoint sets into one

                    var dataType = LinqRuntimeTypeBuilder.GetTypeFromTypeKey(dataTypeDescriptor);

                    //allItems = results.Values.SelectMany(x => x.DataObject)

                    var totalJson = "[" + string.Join(",", results.Values.Where(x => !string.IsNullOrWhiteSpace(x.Data)).Select(x => x.Data.Trim('[', ']')).Where(x => !string.IsNullOrWhiteSpace(x))) + "]";

                    var allItems = LinqRuntimeTypeBuilder.DeserializeJson(totalJson, dataTypeDescriptor, true);


                    //var aaa = new JavaScriptSerializer().Deserialize<Datapoint[]>(totalJson);
                    //var ggc = aaa.GroupBy(x => new { x.Id, x.Id2 }).Count();

                    //InvokeSelectManyViaReflectionTheKilla(results.Values.Select(x => x.DataObject), dataType);

                    var mergeFunc = GetMergeFunc(merge, mapreduce, dataType, dataType);
                    if (mergeFunc != null)
                    {
                        //var dataType = "kdsajkdsa";
                        var mergeInvokeMethod = mergeFunc.GetType().GetMethod("Invoke");

                        allItems = mergeInvokeMethod.Invoke(mergeFunc, new object[] { allItems }); // MergeDatapoints(results.Values.Where(x => x.Data != null).SelectMany(x => x.Data), mergeFunc);
                    }

                    var pagingFunc = GetPagingFunc(paging, dataType);
                    if (pagingFunc != null)
                    {
                        var pagingInvokeMethod = pagingFunc.GetType().GetMethod("Invoke");
                        allItems = pagingInvokeMethod.Invoke(pagingFunc, new object[] { allItems });
                    }

                    //figure out the metadata
                    var finalMetadata = new BermudaNodeStatistic {
                        Notes = "Merged Datapoints in " + sw.Elapsed, NodeId = HostEnvironment.Instance.CurrentInstanceId, ChildNodes = results.Values.Select(x => x.Metadata).ToArray()
                    };

                    var arraylol = ToArrayCollection(allItems, dataType);

                    var json = JsonConvert.SerializeObject(arraylol);
                    //var json = JsonConvert.SerializeObject(allItems);

                    var originalData = makeCursor ? arraylol : null;

                    var finalResult = new BermudaResult {
                        DataType = dataTypeDescriptor, OriginalData = originalData, Data = json, CreatedOn = DateTime.Now.Ticks, Metadata = finalMetadata, CacheKey = queryHash
                    };

                    CachedData[queryHash] = finalResult;

                    return(finalResult);
                }
            }
            else
            {
                ConcurrentDictionary <string, BermudaResult> results = new ConcurrentDictionary <string, BermudaResult>();
                BermudaNodeStatistic stats = new BermudaNodeStatistic();

                var bucketInterfaces = HostEnvironment.Instance.GetBucketInterfacesForDomain(domain);

                if (!bucketInterfaces.Any())
                {
                    throw new BermudaException("Data not loaded for: " + domain);
                }
                if (bucketInterfaces.Count() > 1)
                {
                    throw new BermudaException("Multiple buckets not supported by BermudaMapReduce");
                }

                var queryHash = GetQueryHash(domain, query, mapreduce, merge, paging, Endpoint.ToString());

                BermudaResult cachedDatapoints;
                if (!noCache && CachedData.TryGetValue(queryHash, out cachedDatapoints) && (DateTime.Now.Ticks - cachedDatapoints.CreatedOn) < CacheLifetime)
                {
                    if (CacheTraceMessageLevel < 2)
                    {
                        Trace.WriteLine("returned CACHED BLOB SET DATAPOINT results [REMDEPTH:" + remdepth + "]");
                    }

                    if (useCursor)
                    {
                        var dataType = LinqRuntimeTypeBuilder.GetTypeFromTypeKey(cachedDatapoints.DataType);
                        return(GetCursorData(paging2, cachedDatapoints, dataType));
                    }
                    else
                    {
                        return(new BermudaResult {
                            DataType = cachedDatapoints.DataType, Data = cachedDatapoints.Data, Metadata = new BermudaNodeStatistic {
                                Notes = "Cache_Hit_3"
                            }, CacheKey = queryHash
                        });
                    }
                }
                else
                {
                    //Chad: short circuiting to test WCF response time in Azure
                    //return new DatapointResult() { Datapoints = new List<Datapoint>(), CreatedOn = DateTime.Now.Ticks, Metadata = new BermudaNodeStatistic() };


                    //IEnumerable<Datapoint> datapoints = null;
                    object datapoints = null;

                    Stopwatch sw = new Stopwatch();
                    sw.Start();

                    Type   itemType   = null;
                    Type   resultType = null;
                    string json       = null;

                    foreach (var bucketInterface in bucketInterfaces)
                    {
                        var bucketKey = GetQueryHash(domain, query, mapreduce, merge, paging, Endpoint.ToString());

                        //see if the cache contains a matching result and return it if it's not outdated
                        BermudaResult cachedDatapoints2;
                        if (!noCache && CachedData.TryGetValue(bucketKey, out cachedDatapoints2) && (DateTime.Now.Ticks - cachedDatapoints2.CreatedOn) < CacheLifetime)
                        {
                            if (CacheTraceMessageLevel < 1)
                            {
                                Trace.WriteLine("returned CACHED BLOB DATAPOINT results  [REMDEPTH:" + remdepth + "]");
                            }

                            if (useCursor)
                            {
                                if (cachedDatapoints2.OriginalData == null)
                                {
                                    throw new Exception("Cursor " + cursor + " contains null data");
                                }
                                var dataType = LinqRuntimeTypeBuilder.GetTypeFromTypeKey(cachedDatapoints2.DataType);
                                results[bucketInterface.Name] = GetCursorData(paging2, cachedDatapoints2, dataType);
                            }
                            else
                            {
                                results[bucketInterface.Name] = new BermudaResult {
                                    DataType = cachedDatapoints2.DataType, Data = cachedDatapoints2.Data, Metadata = new BermudaNodeStatistic {
                                        Notes = "Cache_Hit_4"
                                    }
                                };
                                json = cachedDatapoints2.Data;
                            }
                        }
                        else
                        {
                            //get mentions
                            var collections = GetCollections(query, mapreduce);

                            if (collections.Count() > 1)
                            {
                                throw new BermudaException("More than one collection specified: " + string.Join(",", collections));
                            }

                            var table = collections.FirstOrDefault();

                            var tableName = table == null ? null : table.Source;

                            var raw = bucketInterface.GetData(tableName);
                            //var rawType = raw.GetType();
                            //itemType = ReduceExpressionGeneration.GetTypeOfEnumerable(rawType);
                            itemType = bucketInterface.GetDataType(tableName);
                            var mapreduceFunc = GetMapReduceFunc(mapreduce, itemType, out resultType);
                            var queryFunc     = GetFilterFunc(query, itemType);
                            var pagingFunc    = GetPagingFunc(paging, resultType);

                            var minDateTicks = minDate.Ticks;
                            var maxDateTicks = maxDate.Ticks;


                            object subresult = raw;

                            //queryFunc == null ?
                            //    raw.AsParallel() :
                            //minDate == DateTime.MinValue && maxDate == DateTime.MaxValue ?
                            //    raw.AsParallel().Where(x => queryFunc) :
                            //    raw.AsParallel().Where(x => x.OccurredOnTicks >= minDateTicks && x.OccurredOnTicks <= maxDateTicks && queryFunc(x, parameters));

                            if (json == null)
                            {
                                if (queryFunc != null)
                                {
                                    var queryFuncInvoke = queryFunc.GetType().GetMethod("Invoke");
                                    subresult = queryFuncInvoke.Invoke(queryFunc, new object[] { subresult });
                                }

                                //reduce them using the passed expression
                                if (mapreduceFunc != null)
                                {
                                    var mapReduceFuncInvoke = mapreduceFunc.GetType().GetMethod("Invoke");
                                    subresult = mapReduceFuncInvoke.Invoke(mapreduceFunc, new object[] { subresult });
                                }

                                if (pagingFunc != null)
                                {
                                    var pagingInvokeMethod = pagingFunc.GetType().GetMethod("Invoke");
                                    subresult = pagingInvokeMethod.Invoke(pagingFunc, new object[] { subresult });
                                }


                                datapoints = subresult;
                            }

                            //format a metada string
                            if (!args.Contains("-nocount"))
                            {
                                stats.TotalItems = bucketInterface.GetCount(tableName);
                                //stats.FilteredItems = filtered.Count();
                                //stats.ReducedItems = subresult.Count();
                            }

                            //cache the result
                            //results[blobInterface.Name] = new DatapointResult { Datapoints = subresult, CreatedOn = DateTime.UtcNow.Ticks, Metadata = stats.Serialize() };
                            //CachedDatapoints[blobKey] = new DatapointResult { Datapoints = subresult.ToList(), CreatedOn = DateTime.UtcNow.Ticks, Metadata = stats.Serialize() };
                        }
                    }

                    //figure out the metadata
                    //var finalMetadata = "    [@" + AzureInterface.Instance.CurrentInstanceId + "] Calculated Datapoints:\r\n" + string.Join("\r\n", results.Values.Select(x => x.Metadata));

                    stats.NodeId = HostEnvironment.Instance.CurrentInstanceId;
                    stats.Notes  = "Computed Datapoints";

                    //Trace.WriteLine("total mentions processed: " + mentionCount);

                    //var datapoints = results.Values.SelectMany(x => x.Datapoints);
                    if (datapoints == null)
                    {
                        return new BermudaResult()
                               {
                                   Metadata = new BermudaNodeStatistic {
                                       Notes = "No Results"
                                   }
                               }
                    }
                    ;

                    //foreach (var p in datapoints) if (p.IsCount) p.Value = p.Count;

                    var mergeFunc = GetMergeFunc(merge, mapreduce, itemType, resultType);
                    if (mergeFunc != null)
                    {
                        var mergeFuncInvoke = mergeFunc.GetType().GetMethod("Invoke");

                        datapoints = mergeFuncInvoke.Invoke(mergeFunc, new object[] { datapoints });
                    }

                    stats.LinqExecutionTime = sw.Elapsed;

                    var arraylol = ToArrayCollection(datapoints, resultType);

                    if (json == null && datapoints != null)
                    {
                        json = JsonConvert.SerializeObject(arraylol);
                    }

                    //var json = JsonConvert.SerializeObject(datapoints);
                    var originalData = makeCursor ? arraylol : null;

                    var result = CachedData[queryHash] = new BermudaResult {
                        DataType = LinqRuntimeTypeBuilder.GetTypeKey(resultType), OriginalData = originalData, Data = json, CreatedOn = DateTime.Now.Ticks, Metadata = stats
                    };

                    sw.Stop();

                    return(result);
                }
            }
        }