Esempio n. 1
0
        /// <summary>
        /// Transit from current component to the new component in the next state given the Node Unit
        /// </summary>
        /// <param name="candidateTree"></param>
        /// <param name="densityDict"></param>
        /// <param name="subGraph"></param>
        /// <param name="statisticsCalculator"></param>
        /// <returns></returns>
        public MatchComponent GetNextState(
            OneHeightTree candidateTree,
            Dictionary <string, double> densityDict,
            IMatchJoinStatisticsCalculator statisticsCalculator)
        {
            var newComponent = new MatchComponent(this);
            var root         = candidateTree.TreeRoot;

            WBooleanExpression joinCondition = null;
            string             nodeName      = "";


            // Update Nodes
            if (newComponent.MaterializedNodeSplitCount.ContainsKey(root))
            {
                newComponent.MaterializedNodeSplitCount[root]++;
                nodeName      = newComponent.GetNodeRefName(root);
                joinCondition = new WBooleanComparisonExpression
                {
                    FirstExpr = new WColumnReferenceExpression
                    {
                        ColumnType          = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier {
                            Value = root.RefAlias
                        },
                            new Identifier {
                            Value = "GlobalNodeId"
                        }
                            ),
                    },
                    SecondExpr = new WColumnReferenceExpression
                    {
                        ColumnType          = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier {
                            Value = nodeName
                        },
                            new Identifier {
                            Value = "GlobalNodeId"
                        }
                            ),
                    },
                    ComparisonType = BooleanComparisonType.Equals
                };
            }
            else
            {
                nodeName = root.RefAlias;
                newComponent.Nodes.Add(root);
                newComponent.MaterializedNodeSplitCount[root] = 0;
                newComponent.StatisticsDict[root]             = new ColumnStatistics {
                    Selectivity = 1.0 / root.TableRowCount
                };
            }

            // Constructs table reference
            WTableReference nodeTable = new WNamedTableReference
            {
                Alias = new Identifier {
                    Value = nodeName
                },
                TableObjectName = root.TableObjectName
            };
            WTableReference compTable = newComponent.TableRef;

            // Updates join conditions
            double selectivity  = 1.0;
            double degrees      = 1.0;
            var    DensityCount = new Dictionary <string, int>(StringComparer.CurrentCultureIgnoreCase);

            List <MatchEdge> inEdges;

            if (newComponent.UnmaterializedNodeMapping.TryGetValue(root, out inEdges))
            {
                var  firstEdge    = inEdges.First();
                bool materialized = newComponent.EdgeMaterilizedDict[firstEdge];
                newComponent.UnmaterializedNodeMapping.Remove(root);
                selectivity *= 1.0 / root.TableRowCount;

                // Component materialized edge to root
                if (materialized)
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition, new WBooleanComparisonExpression
                    {
                        FirstExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = firstEdge.EdgeAlias
                            },
                                new Identifier {
                                Value = "Sink"
                            }
                                ),
                        },
                        SecondExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = nodeName
                            },
                                new Identifier {
                                Value = "GlobalNodeId"
                            }
                                )
                        },
                        ComparisonType = BooleanComparisonType.Equals
                    });

                    //var statistics = ColumnStatistics.UpdateHistogram(newComponent.StatisticsDict[root],
                    //    new ColumnStatistics {Selectivity = 1.0/root.TableRowCount});
                    //selectivity *= statistics.Selectivity;
                    //newComponent.StatisticsDict[root] = statistics;

                    if (DensityCount.ContainsKey(root.TableObjectName.ToString()))
                    {
                        DensityCount[root.TableObjectName.ToString()]++;
                    }
                    else
                    {
                        DensityCount[root.TableObjectName.ToString()] = 1;
                    }
                }
                // Component unmaterialized edge to root
                else
                {
                    ColumnStatistics statistics = null;
                    foreach (var edge in inEdges)
                    {
                        // Update component table
                        compTable = SpanTableRef(compTable, edge, newComponent.GetNodeRefName(edge.SourceNode));

                        newComponent.EdgeMaterilizedDict[edge] = true;
                        joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                             new WBooleanComparisonExpression
                        {
                            FirstExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = edge.EdgeAlias
                                },
                                    new Identifier {
                                    Value = "Sink"
                                }
                                    ),
                            },
                            SecondExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = nodeName
                                },
                                    new Identifier {
                                    Value = "GlobalNodeId"
                                }
                                    )
                            },
                            ComparisonType = BooleanComparisonType.Equals
                        });
                        statistics = ColumnStatistics.UpdateHistogram(statistics,
                                                                      newComponent.Context.GetEdgeStatistics(edge));
                        selectivity *= statistics.Selectivity;
                    }
                    newComponent.StatisticsDict[root] = statistics;

                    if (DensityCount.ContainsKey(root.TableObjectName.ToString()))
                    {
                        DensityCount[root.TableObjectName.ToString()] += inEdges.Count;
                    }
                    else
                    {
                        DensityCount[root.TableObjectName.ToString()] = inEdges.Count;
                    }
                }
            }

            var jointEdges      = candidateTree.MaterializedEdges;
            int sinkToSinkCount = 0;

            foreach (var jointEdge in jointEdges)
            {
                // Update node table
                nodeTable = SpanTableRef(nodeTable, jointEdge, nodeName);
                degrees  *= jointEdge.AverageDegree;

                newComponent.EdgeMaterilizedDict[jointEdge] = true;
                var sinkNode = jointEdge.SinkNode;
                // Leaf to component materialized node
                if (newComponent.MaterializedNodeSplitCount.ContainsKey(sinkNode))
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                         new WBooleanComparisonExpression
                    {
                        FirstExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = jointEdge.EdgeAlias
                            },
                                new Identifier {
                                Value = "Sink"
                            }
                                ),
                        },
                        SecondExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = sinkNode.RefAlias
                            },
                                new Identifier {
                                Value = "GlobalNodeId"
                            }
                                )
                        },
                        ComparisonType = BooleanComparisonType.Equals
                    });
                    var statistics = ColumnStatistics.UpdateHistogram(newComponent.StatisticsDict[sinkNode],
                                                                      newComponent.Context.GetEdgeStatistics(jointEdge));
                    selectivity *= statistics.Selectivity;
                    newComponent.StatisticsDict[sinkNode] = statistics;

                    if (DensityCount.ContainsKey(sinkNode.TableObjectName.ToString()))
                    {
                        DensityCount[sinkNode.TableObjectName.ToString()]++;
                    }
                    else
                    {
                        DensityCount[sinkNode.TableObjectName.ToString()] = 1;
                    }
                }
                // Leaf to component unmaterialized node
                else
                {
                    inEdges = newComponent.UnmaterializedNodeMapping[sinkNode];
                    var  firstEdge      = inEdges.First();
                    bool materlizedEdge = newComponent.EdgeMaterilizedDict[firstEdge];

                    // Leaf to materialized leaf
                    if (materlizedEdge)
                    {
                        joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                             new WBooleanComparisonExpression
                        {
                            FirstExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = jointEdge.EdgeAlias
                                },
                                    new Identifier {
                                    Value = "Sink"
                                }
                                    ),
                            },
                            SecondExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = firstEdge.EdgeAlias
                                },
                                    new Identifier {
                                    Value = "Sink"
                                }
                                    )
                            },
                            ComparisonType = BooleanComparisonType.Equals
                        });

                        sinkToSinkCount++;
                        var statistics = ColumnStatistics.UpdateHistogram(newComponent.StatisticsDict[sinkNode],
                                                                          newComponent.Context.GetEdgeStatistics(jointEdge));
                        selectivity *= statistics.Selectivity;
                        newComponent.StatisticsDict[sinkNode] = statistics;
                    }
                    // Leaf to unmaterialized leaf
                    else
                    {
                        ColumnStatistics compSinkNodeStatistics = null;
                        foreach (var inEdge in inEdges)
                        {
                            compTable = SpanTableRef(compTable, inEdge, newComponent.GetNodeRefName(inEdge.SourceNode));
                            newComponent.EdgeMaterilizedDict[inEdge] = true;
                            joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                                 new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType          = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier {
                                        Value = jointEdge.EdgeAlias
                                    },
                                        new Identifier {
                                        Value = "Sink"
                                    }
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType          = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier {
                                        Value = inEdge.EdgeAlias
                                    },
                                        new Identifier {
                                        Value = "Sink"
                                    }
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });

                            sinkToSinkCount++;
                            var leafToLeafStatistics = statisticsCalculator.GetLeafToLeafStatistics(jointEdge, inEdge);
                            selectivity           *= leafToLeafStatistics.Selectivity;
                            compSinkNodeStatistics =
                                ColumnStatistics.UpdateHistogram(compSinkNodeStatistics,
                                                                 newComponent.Context.GetEdgeStatistics(inEdge));
                        }
                        newComponent.StatisticsDict[sinkNode] = compSinkNodeStatistics;
                    }
                }
            }

            var unmatEdges = candidateTree.UnmaterializedEdges;

            foreach (var unmatEdge in unmatEdges)
            {
                newComponent.EdgeMaterilizedDict[unmatEdge] = false;
                newComponent.Nodes.Add(unmatEdge.SinkNode);
                var sinkNodeInEdges = newComponent.UnmaterializedNodeMapping.GetOrCreate(unmatEdge.SinkNode);
                sinkNodeInEdges.Add(unmatEdge);
                degrees *= unmatEdge.AverageDegree;
            }

            // Calculate Estimated Join Selectivity & Estimated Node Size
            double estimatedSelectity = 1.0;
            int    count    = 0;
            bool   sinkJoin = false;

            foreach (var item in densityDict.Where(e => DensityCount.ContainsKey(e.Key)))
            {
                var density            = item.Value;
                var curJoinCount       = DensityCount[item.Key];
                var curJoinSelectitivy = Math.Pow(density, 2 - Math.Pow(2, 1 - curJoinCount));
                if (!sinkJoin && ColumnStatistics.DefaultDensity < density)
                {
                    var curSinkJoinSelectivity = Math.Pow(ColumnStatistics.DefaultDensity,
                                                          2 - Math.Pow(2, 1 - sinkToSinkCount));
                    estimatedSelectity *= Math.Pow(curSinkJoinSelectivity, Math.Pow(2, -count));
                    count   += sinkToSinkCount;
                    sinkJoin = true;
                }
                estimatedSelectity *= Math.Pow(curJoinSelectitivy, Math.Pow(2, -count));
                count += curJoinCount;
            }

            var estimatedNodeUnitSize = root.EstimatedRows *
                                        Math.Pow(1000, candidateTree.MaterializedEdges.Count + candidateTree.UnmaterializedEdges.Count);


            // Update Table Reference
            newComponent.TableRef = GetPlanAndUpdateCost(candidateTree, newComponent, nodeTable, compTable, joinCondition,
                                                         degrees, selectivity, estimatedNodeUnitSize, estimatedSelectity);

            return(newComponent);
        }
Esempio n. 2
0
        /// <summary>
        /// Transit from current component to the new component in the next state given the Node Unit
        /// </summary>
        /// <param name="candidateTree"></param>
        /// <param name="densityDict"></param>
        /// <param name="subGraph"></param>
        /// <param name="statisticsCalculator"></param>
        /// <returns></returns>
        public MatchComponent GetNextState(
            OneHeightTree candidateTree, 
            Dictionary<string, double> densityDict, 
            IMatchJoinStatisticsCalculator statisticsCalculator)
        {
            var newComponent = new MatchComponent(this);
            var root = candidateTree.TreeRoot;

            WBooleanExpression joinCondition = null;
            string nodeName = "";


            // Update Nodes
            if (newComponent.MaterializedNodeSplitCount.ContainsKey(root))
            {
                newComponent.MaterializedNodeSplitCount[root]++;
                nodeName = newComponent.GetNodeRefName(root);
                joinCondition = new WBooleanComparisonExpression
                {
                    FirstExpr = new WColumnReferenceExpression
                    {
                        ColumnType = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier {Value = root.RefAlias},
                            new Identifier {Value = "GlobalNodeId"}
                            ),
                    },
                    SecondExpr = new WColumnReferenceExpression
                    {
                        ColumnType = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier {Value = nodeName},
                            new Identifier {Value = "GlobalNodeId"}
                            ),
                    },
                    ComparisonType = BooleanComparisonType.Equals
                };
            }
            else
            {
                nodeName = root.RefAlias;
                newComponent.Nodes.Add(root);
                newComponent.MaterializedNodeSplitCount[root] = 0;
                newComponent.StatisticsDict[root] = new ColumnStatistics {Selectivity = 1.0/root.TableRowCount};

            }

            // Constructs table reference
            WTableReference nodeTable = new WNamedTableReference
            {
                Alias = new Identifier { Value = nodeName },
                TableObjectName = root.TableObjectName
            };
            WTableReference compTable = newComponent.TableRef;

            // Updates join conditions
            double selectivity = 1.0;
            double degrees = 1.0;
            var DensityCount = new Dictionary<string, int>(StringComparer.CurrentCultureIgnoreCase);

            List<MatchEdge> inEdges;
            if (newComponent.UnmaterializedNodeMapping.TryGetValue(root, out inEdges))
            {
                var firstEdge = inEdges.First();
                bool materialized = newComponent.EdgeMaterilizedDict[firstEdge];
                newComponent.UnmaterializedNodeMapping.Remove(root);
                selectivity *= 1.0/root.TableRowCount;

                // Component materialized edge to root
                if (materialized)
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition, new WBooleanComparisonExpression
                    {
                        FirstExpr = new WColumnReferenceExpression
                        {
                            ColumnType = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {Value = firstEdge.EdgeAlias},
                                new Identifier {Value = "Sink"}
                                ),
                        },
                        SecondExpr = new WColumnReferenceExpression
                        {
                            ColumnType = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {Value = nodeName},
                                new Identifier {Value = "GlobalNodeId"}
                                )
                        },
                        ComparisonType = BooleanComparisonType.Equals
                    });

                    //var statistics = ColumnStatistics.UpdateHistogram(newComponent.StatisticsDict[root],
                    //    new ColumnStatistics {Selectivity = 1.0/root.TableRowCount});
                    //selectivity *= statistics.Selectivity;
                    //newComponent.StatisticsDict[root] = statistics;

                    if (DensityCount.ContainsKey(root.TableObjectName.ToString()))
                        DensityCount[root.TableObjectName.ToString()]++;
                    else
                        DensityCount[root.TableObjectName.ToString()] = 1;
                }
                // Component unmaterialized edge to root                
                else
                {
                    ColumnStatistics statistics = null;
                    foreach (var edge in inEdges)
                    {
                        // Update component table
                        compTable = SpanTableRef(compTable, edge, newComponent.GetNodeRefName(edge.SourceNode));

                        newComponent.EdgeMaterilizedDict[edge] = true;
                        joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                            new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier {Value = edge.EdgeAlias},
                                        new Identifier {Value = "Sink"}
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier {Value = nodeName},
                                        new Identifier {Value = "GlobalNodeId"}
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });
                        statistics = ColumnStatistics.UpdateHistogram(statistics,
                            newComponent.Context.GetEdgeStatistics(edge));
                        selectivity *= statistics.Selectivity;

                        
                    }
                    newComponent.StatisticsDict[root] = statistics;

                    if (DensityCount.ContainsKey(root.TableObjectName.ToString()))
                        DensityCount[root.TableObjectName.ToString()]+=inEdges.Count;
                    else
                        DensityCount[root.TableObjectName.ToString()] = inEdges.Count;
                }
            }

            var jointEdges = candidateTree.MaterializedEdges;
            int sinkToSinkCount = 0;
            foreach (var jointEdge in jointEdges)
            {
                // Update node table
                nodeTable = SpanTableRef(nodeTable, jointEdge, nodeName);
                degrees *= jointEdge.AverageDegree;

                newComponent.EdgeMaterilizedDict[jointEdge] = true;
                var sinkNode = jointEdge.SinkNode;
                // Leaf to component materialized node
                if (newComponent.MaterializedNodeSplitCount.ContainsKey(sinkNode))
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                        new WBooleanComparisonExpression
                        {
                            FirstExpr = new WColumnReferenceExpression
                            {
                                ColumnType = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {Value = jointEdge.EdgeAlias},
                                    new Identifier {Value = "Sink"}
                                    ),
                            },
                            SecondExpr = new WColumnReferenceExpression
                            {
                                ColumnType = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {Value = sinkNode.RefAlias},
                                    new Identifier {Value = "GlobalNodeId"}
                                    )
                            },
                            ComparisonType = BooleanComparisonType.Equals
                        });
                    var statistics = ColumnStatistics.UpdateHistogram(newComponent.StatisticsDict[sinkNode],
                        newComponent.Context.GetEdgeStatistics(jointEdge));
                    selectivity *= statistics.Selectivity;
                    newComponent.StatisticsDict[sinkNode] = statistics;

                    if (DensityCount.ContainsKey(sinkNode.TableObjectName.ToString()))
                        DensityCount[sinkNode.TableObjectName.ToString()]++;
                    else
                        DensityCount[sinkNode.TableObjectName.ToString()] = 1;
                }
                // Leaf to component unmaterialized node
                else
                {
                    inEdges = newComponent.UnmaterializedNodeMapping[sinkNode];
                    var firstEdge = inEdges.First();
                    bool materlizedEdge = newComponent.EdgeMaterilizedDict[firstEdge];
                   
                    // Leaf to materialized leaf
                    if (materlizedEdge)
                    {
                        joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                            new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier {Value = jointEdge.EdgeAlias},
                                        new Identifier {Value = "Sink"}
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = firstEdge.EdgeAlias},
                                        new Identifier {Value = "Sink"}
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });

                        sinkToSinkCount++;
                        var statistics = ColumnStatistics.UpdateHistogram(newComponent.StatisticsDict[sinkNode],
                            newComponent.Context.GetEdgeStatistics(jointEdge));
                        selectivity *= statistics.Selectivity;
                        newComponent.StatisticsDict[sinkNode] = statistics;
                    }
                    // Leaf to unmaterialized leaf
                    else
                    {
                        ColumnStatistics compSinkNodeStatistics = null;
                        foreach (var inEdge in inEdges)
                        {
                            compTable = SpanTableRef(compTable, inEdge, newComponent.GetNodeRefName(inEdge.SourceNode));
                            newComponent.EdgeMaterilizedDict[inEdge] = true;
                            joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                            new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = jointEdge.EdgeAlias },
                                        new Identifier { Value = "Sink" }
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = inEdge.EdgeAlias },
                                        new Identifier { Value = "Sink" }
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });

                            sinkToSinkCount++;
                            var leafToLeafStatistics = statisticsCalculator.GetLeafToLeafStatistics(jointEdge, inEdge);
                            selectivity *= leafToLeafStatistics.Selectivity;
                            compSinkNodeStatistics =
                                ColumnStatistics.UpdateHistogram(compSinkNodeStatistics,
                                    newComponent.Context.GetEdgeStatistics(inEdge));
                        }
                        newComponent.StatisticsDict[sinkNode] = compSinkNodeStatistics;
                    }
                }
            }

            var unmatEdges = candidateTree.UnmaterializedEdges;
            foreach (var unmatEdge in unmatEdges)
            {
                newComponent.EdgeMaterilizedDict[unmatEdge] = false;
                newComponent.Nodes.Add(unmatEdge.SinkNode);
                var sinkNodeInEdges = newComponent.UnmaterializedNodeMapping.GetOrCreate(unmatEdge.SinkNode);
                sinkNodeInEdges.Add(unmatEdge);
                degrees *= unmatEdge.AverageDegree;

            }

            // Calculate Estimated Join Selectivity & Estimated Node Size
            double estimatedSelectity = 1.0;
            int count = 0;
            bool sinkJoin = false;
            foreach (var item in densityDict.Where(e => DensityCount.ContainsKey(e.Key)))
            {
                var density = item.Value;
                var curJoinCount = DensityCount[item.Key];
                var curJoinSelectitivy = Math.Pow(density, 2 - Math.Pow(2, 1 - curJoinCount));
                if (!sinkJoin && ColumnStatistics.DefaultDensity < density)
                {
                    var curSinkJoinSelectivity = Math.Pow(ColumnStatistics.DefaultDensity,
                        2 - Math.Pow(2, 1 - sinkToSinkCount));
                    estimatedSelectity *= Math.Pow(curSinkJoinSelectivity, Math.Pow(2, -count));
                    count += sinkToSinkCount;
                    sinkJoin = true;
                }
                estimatedSelectity *= Math.Pow(curJoinSelectitivy, Math.Pow(2, -count));
                count += curJoinCount;
            }

            var estimatedNodeUnitSize = root.EstimatedRows*
                                        Math.Pow(1000, candidateTree.MaterializedEdges.Count + candidateTree.UnmaterializedEdges.Count);


            // Update Table Reference
            newComponent.TableRef = GetPlanAndUpdateCost(candidateTree, newComponent, nodeTable, compTable, joinCondition,
                degrees, selectivity, estimatedNodeUnitSize, estimatedSelectity);

            return newComponent;
        }
Esempio n. 3
0
        private WBooleanExpression ConstructJoinCondition(
            CandidateJoinUnit candidateTree,
            IMatchJoinStatisticsCalculator statisticsCalculator,
            GraphMetaData metaData,
            out double joinSelectivity, 
            out double sqlEstimatedJoinSelectivity)
        {
            joinSelectivity = 1.0;
            sqlEstimatedJoinSelectivity = 1.0;


            var root = candidateTree.TreeRoot;

            WBooleanExpression joinCondition = null;
            string nodeName = "";


            // Update Nodes
            if (MaterializedNodeSplitCount.ContainsKey(root))
            {
                MaterializedNodeSplitCount[root]++;
                nodeName = GetNodeRefName(root);
                joinCondition = new WBooleanComparisonExpression
                {
                    FirstExpr = new WColumnReferenceExpression
                    {
                        ColumnType = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier { Value = root.RefAlias },
                            new Identifier { Value = "GlobalNodeId" }
                            ),
                    },
                    SecondExpr = new WColumnReferenceExpression
                    {
                        ColumnType = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier { Value = nodeName },
                            new Identifier { Value = "GlobalNodeId" }
                            ),
                    },
                    ComparisonType = BooleanComparisonType.Equals
                };
            }
            else
            {
                nodeName = root.RefAlias;
                if (!Nodes.Contains(root))
                    Nodes.Add(root);
                MaterializedNodeSplitCount[root] = 0;
            }

            List<double> densityList = new List<double>();

            List<MatchEdge> inEdges;
            if (UnmaterializedNodeMapping.TryGetValue(root, out inEdges))
            {
                var firstEdge = inEdges.First();
                bool materialized = EdgeMaterilizedDict[firstEdge];
                UnmaterializedNodeMapping.Remove(root);
                joinSelectivity *= 1.0 / root.TableRowCount;

                // Component materialized edge to root
                if (materialized)
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition, new WBooleanComparisonExpression
                    {
                        FirstExpr = new WColumnReferenceExpression
                        {
                            ColumnType = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier { Value = firstEdge.EdgeAlias },
                                new Identifier { Value = "Sink" }
                                ),
                        },
                        SecondExpr = new WColumnReferenceExpression
                        {
                            ColumnType = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier { Value = nodeName },
                                new Identifier { Value = "GlobalNodeId" }
                                )
                        },
                        ComparisonType = BooleanComparisonType.Equals
                    });

                    densityList.Add(root.GlobalNodeIdDensity);
                }
                // Component unmaterialized edge to root                
                else
                {
                    Statistics statistics = null;
                    foreach (var edge in inEdges)
                    {
                        // Update component table
                        TableRef = SpanTableRef(TableRef, edge, GetNodeRefName(edge.SourceNode),metaData);

                        EdgeMaterilizedDict[edge] = true;
                        joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                            new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = edge.EdgeAlias },
                                        new Identifier { Value = "Sink" }
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = nodeName },
                                        new Identifier { Value = "GlobalNodeId" }
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });
                        double selectivity;
                        statistics = Statistics.UpdateHistogram(statistics,
                            edge.Statistics, out selectivity);
                        joinSelectivity *= selectivity;
                        densityList.Add(root.GlobalNodeIdDensity);
                    }
                    SinkNodeStatisticsDict[root] = statistics;

                }

            }

            var jointEdges = candidateTree.MaterializedEdges;
            foreach (var jointEdge in jointEdges)
            {


                EdgeMaterilizedDict[jointEdge] = true;
                var sinkNode = jointEdge.SinkNode;
                // Leaf to component materialized node
                if (MaterializedNodeSplitCount.ContainsKey(sinkNode))
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                        new WBooleanComparisonExpression
                        {
                            FirstExpr = new WColumnReferenceExpression
                            {
                                ColumnType = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier { Value = jointEdge.EdgeAlias },
                                    new Identifier { Value = "Sink" }
                                    ),
                            },
                            SecondExpr = new WColumnReferenceExpression
                            {
                                ColumnType = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier { Value = sinkNode.RefAlias },
                                    new Identifier { Value = "GlobalNodeId" }
                                    )
                            },
                            ComparisonType = BooleanComparisonType.Equals
                        });
                    Statistics sinkNodeStatistics;
                    if (!SinkNodeStatisticsDict.TryGetValue(sinkNode, out sinkNodeStatistics))
                    {
                        sinkNodeStatistics = null;
                        joinSelectivity *= 1.0 / sinkNode.TableRowCount;
                    }
                    double selectivity;
                    var statistics = Statistics.UpdateHistogram(sinkNodeStatistics,
                        jointEdge.Statistics, out selectivity);
                    joinSelectivity *= selectivity;
                    SinkNodeStatisticsDict[sinkNode] = statistics;
                    densityList.Add(sinkNode.GlobalNodeIdDensity);
                }
                // Leaf to component unmaterialized node
                else
                {
                    inEdges = UnmaterializedNodeMapping[sinkNode];
                    var firstEdge = inEdges.First();
                    bool materlizedEdge = EdgeMaterilizedDict[firstEdge];

                    // Leaf to materialized leaf
                    if (materlizedEdge)
                    {
                        joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                            new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = jointEdge.EdgeAlias },
                                        new Identifier { Value = "Sink" }
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = firstEdge.EdgeAlias },
                                        new Identifier { Value = "Sink" }
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });

                        densityList.Add(Statistics.DefaultDensity);
                        double selectivity;
                        var statistics = Statistics.UpdateHistogram(SinkNodeStatisticsDict[sinkNode],
                            jointEdge.Statistics, out selectivity);
                        joinSelectivity *= selectivity;
                        SinkNodeStatisticsDict[sinkNode] = statistics;
                    }
                    // Leaf to unmaterialized leaf
                    else
                    {
                        Statistics compSinkNodeStatistics = null;
                        foreach (var inEdge in inEdges)
                        {
                            TableRef = SpanTableRef(TableRef, inEdge, GetNodeRefName(inEdge.SourceNode),metaData);
                            EdgeMaterilizedDict[inEdge] = true;
                            joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                            new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = jointEdge.EdgeAlias },
                                        new Identifier { Value = "Sink" }
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier { Value = inEdge.EdgeAlias },
                                        new Identifier { Value = "Sink" }
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });

                            densityList.Add(Statistics.DefaultDensity);

                            double selectivity;
                            var leafToLeafStatistics = statisticsCalculator.GetLeafToLeafStatistics(jointEdge, inEdge,
                                out selectivity);
                            joinSelectivity *= selectivity;
                            compSinkNodeStatistics =
                                Statistics.UpdateHistogram(compSinkNodeStatistics,
                                    inEdge.Statistics, out selectivity);
                        }
                        SinkNodeStatisticsDict[sinkNode] = compSinkNodeStatistics;
                    }
                }
            }

            var unmatEdges = candidateTree.UnmaterializedEdges;
            foreach (var unmatEdge in unmatEdges)
            {
                EdgeMaterilizedDict[unmatEdge] = false;
                if (!Nodes.Contains(unmatEdge.SinkNode))
                    Nodes.Add(unmatEdge.SinkNode);
                var sinkNodeInEdges = UnmaterializedNodeMapping.GetOrCreate(unmatEdge.SinkNode);
                sinkNodeInEdges.Add(unmatEdge);

            }

            // Calculate Estimated Join Selectivity & Estimated Node Size
            densityList.Sort();
            for (int i = densityList.Count - 1; i >= 0; i--)
            {
                sqlEstimatedJoinSelectivity *= Math.Sqrt(sqlEstimatedJoinSelectivity) * densityList[i];
            }

            return joinCondition;
        }
Esempio n. 4
0
        private WBooleanExpression ConstructJoinCondition(
            CandidateJoinUnit candidateTree,
            IMatchJoinStatisticsCalculator statisticsCalculator,
            GraphMetaData metaData,
            out double joinSelectivity,
            out double sqlEstimatedJoinSelectivity)
        {
            joinSelectivity             = 1.0;
            sqlEstimatedJoinSelectivity = 1.0;


            var root = candidateTree.TreeRoot;

            WBooleanExpression joinCondition = null;
            string             nodeName      = "";


            // Update Nodes
            if (MaterializedNodeSplitCount.ContainsKey(root))
            {
                MaterializedNodeSplitCount[root]++;
                nodeName      = GetNodeRefName(root);
                joinCondition = new WBooleanComparisonExpression
                {
                    FirstExpr = new WColumnReferenceExpression
                    {
                        ColumnType          = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier {
                            Value = root.RefAlias
                        },
                            new Identifier {
                            Value = "GlobalNodeId"
                        }
                            ),
                    },
                    SecondExpr = new WColumnReferenceExpression
                    {
                        ColumnType          = ColumnType.Regular,
                        MultiPartIdentifier = new WMultiPartIdentifier(
                            new Identifier {
                            Value = nodeName
                        },
                            new Identifier {
                            Value = "GlobalNodeId"
                        }
                            ),
                    },
                    ComparisonType = BooleanComparisonType.Equals
                };
            }
            else
            {
                nodeName = root.RefAlias;
                if (!Nodes.Contains(root))
                {
                    Nodes.Add(root);
                }
                MaterializedNodeSplitCount[root] = 0;
            }

            List <double> densityList = new List <double>();

            List <MatchEdge> inEdges;

            if (UnmaterializedNodeMapping.TryGetValue(root, out inEdges))
            {
                var  firstEdge    = inEdges.First();
                bool materialized = EdgeMaterilizedDict[firstEdge];
                UnmaterializedNodeMapping.Remove(root);
                joinSelectivity *= 1.0 / root.TableRowCount;

                // Component materialized edge to root
                if (materialized)
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition, new WBooleanComparisonExpression
                    {
                        FirstExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = firstEdge.EdgeAlias
                            },
                                new Identifier {
                                Value = "Sink"
                            }
                                ),
                        },
                        SecondExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = nodeName
                            },
                                new Identifier {
                                Value = "GlobalNodeId"
                            }
                                )
                        },
                        ComparisonType = BooleanComparisonType.Equals
                    });

                    densityList.Add(root.GlobalNodeIdDensity);
                }
                // Component unmaterialized edge to root
                else
                {
                    Statistics statistics = null;
                    foreach (var edge in inEdges)
                    {
                        // Update component table
                        TableRef = SpanTableRef(TableRef, edge, GetNodeRefName(edge.SourceNode), metaData);

                        EdgeMaterilizedDict[edge] = true;
                        joinCondition             = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                                         new WBooleanComparisonExpression
                        {
                            FirstExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = edge.EdgeAlias
                                },
                                    new Identifier {
                                    Value = "Sink"
                                }
                                    ),
                            },
                            SecondExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = nodeName
                                },
                                    new Identifier {
                                    Value = "GlobalNodeId"
                                }
                                    )
                            },
                            ComparisonType = BooleanComparisonType.Equals
                        });
                        double selectivity;
                        statistics = Statistics.UpdateHistogram(statistics,
                                                                edge.Statistics, out selectivity);
                        joinSelectivity *= selectivity;
                        densityList.Add(root.GlobalNodeIdDensity);
                    }
                    SinkNodeStatisticsDict[root] = statistics;
                }
            }

            var jointEdges = candidateTree.MaterializedEdges;

            foreach (var jointEdge in jointEdges)
            {
                EdgeMaterilizedDict[jointEdge] = true;
                var sinkNode = jointEdge.SinkNode;
                // Leaf to component materialized node
                if (MaterializedNodeSplitCount.ContainsKey(sinkNode))
                {
                    joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                         new WBooleanComparisonExpression
                    {
                        FirstExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = jointEdge.EdgeAlias
                            },
                                new Identifier {
                                Value = "Sink"
                            }
                                ),
                        },
                        SecondExpr = new WColumnReferenceExpression
                        {
                            ColumnType          = ColumnType.Regular,
                            MultiPartIdentifier = new WMultiPartIdentifier(
                                new Identifier {
                                Value = sinkNode.RefAlias
                            },
                                new Identifier {
                                Value = "GlobalNodeId"
                            }
                                )
                        },
                        ComparisonType = BooleanComparisonType.Equals
                    });
                    Statistics sinkNodeStatistics;
                    if (!SinkNodeStatisticsDict.TryGetValue(sinkNode, out sinkNodeStatistics))
                    {
                        sinkNodeStatistics = null;
                        joinSelectivity   *= 1.0 / sinkNode.TableRowCount;
                    }
                    double selectivity;
                    var    statistics = Statistics.UpdateHistogram(sinkNodeStatistics,
                                                                   jointEdge.Statistics, out selectivity);
                    joinSelectivity *= selectivity;
                    SinkNodeStatisticsDict[sinkNode] = statistics;
                    densityList.Add(sinkNode.GlobalNodeIdDensity);
                }
                // Leaf to component unmaterialized node
                else
                {
                    inEdges = UnmaterializedNodeMapping[sinkNode];
                    var  firstEdge      = inEdges.First();
                    bool materlizedEdge = EdgeMaterilizedDict[firstEdge];

                    // Leaf to materialized leaf
                    if (materlizedEdge)
                    {
                        joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                             new WBooleanComparisonExpression
                        {
                            FirstExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = jointEdge.EdgeAlias
                                },
                                    new Identifier {
                                    Value = "Sink"
                                }
                                    ),
                            },
                            SecondExpr = new WColumnReferenceExpression
                            {
                                ColumnType          = ColumnType.Regular,
                                MultiPartIdentifier = new WMultiPartIdentifier(
                                    new Identifier {
                                    Value = firstEdge.EdgeAlias
                                },
                                    new Identifier {
                                    Value = "Sink"
                                }
                                    )
                            },
                            ComparisonType = BooleanComparisonType.Equals
                        });

                        densityList.Add(Statistics.DefaultDensity);
                        double selectivity;
                        var    statistics = Statistics.UpdateHistogram(SinkNodeStatisticsDict[sinkNode],
                                                                       jointEdge.Statistics, out selectivity);
                        joinSelectivity *= selectivity;
                        SinkNodeStatisticsDict[sinkNode] = statistics;
                    }
                    // Leaf to unmaterialized leaf
                    else
                    {
                        Statistics compSinkNodeStatistics = null;
                        foreach (var inEdge in inEdges)
                        {
                            TableRef = SpanTableRef(TableRef, inEdge, GetNodeRefName(inEdge.SourceNode), metaData);
                            EdgeMaterilizedDict[inEdge] = true;
                            joinCondition = WBooleanBinaryExpression.Conjunction(joinCondition,
                                                                                 new WBooleanComparisonExpression
                            {
                                FirstExpr = new WColumnReferenceExpression
                                {
                                    ColumnType          = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier {
                                        Value = jointEdge.EdgeAlias
                                    },
                                        new Identifier {
                                        Value = "Sink"
                                    }
                                        ),
                                },
                                SecondExpr = new WColumnReferenceExpression
                                {
                                    ColumnType          = ColumnType.Regular,
                                    MultiPartIdentifier = new WMultiPartIdentifier(
                                        new Identifier {
                                        Value = inEdge.EdgeAlias
                                    },
                                        new Identifier {
                                        Value = "Sink"
                                    }
                                        )
                                },
                                ComparisonType = BooleanComparisonType.Equals
                            });

                            densityList.Add(Statistics.DefaultDensity);

                            double selectivity;
                            var    leafToLeafStatistics = statisticsCalculator.GetLeafToLeafStatistics(jointEdge, inEdge,
                                                                                                       out selectivity);
                            joinSelectivity       *= selectivity;
                            compSinkNodeStatistics =
                                Statistics.UpdateHistogram(compSinkNodeStatistics,
                                                           inEdge.Statistics, out selectivity);
                        }
                        SinkNodeStatisticsDict[sinkNode] = compSinkNodeStatistics;
                    }
                }
            }

            var unmatEdges = candidateTree.UnmaterializedEdges;

            foreach (var unmatEdge in unmatEdges)
            {
                EdgeMaterilizedDict[unmatEdge] = false;
                if (!Nodes.Contains(unmatEdge.SinkNode))
                {
                    Nodes.Add(unmatEdge.SinkNode);
                }
                var sinkNodeInEdges = UnmaterializedNodeMapping.GetOrCreate(unmatEdge.SinkNode);
                sinkNodeInEdges.Add(unmatEdge);
            }

            // Calculate Estimated Join Selectivity & Estimated Node Size
            densityList.Sort();
            for (int i = densityList.Count - 1; i >= 0; i--)
            {
                sqlEstimatedJoinSelectivity *= Math.Sqrt(sqlEstimatedJoinSelectivity) * densityList[i];
            }

            return(joinCondition);
        }