Beispiel #1
0
        /// <summary>
        /// Executes the specified context.
        /// </summary>
        /// <param name="context">The context.</param>
        public void Execute(IJobExecutionContext context)
        {
            var metricSourceValueTypeDataviewGuid = Rock.SystemGuid.DefinedValue.METRIC_SOURCE_VALUE_TYPE_DATAVIEW.AsGuid();
            var metricSourceValueTypeSqlGuid      = Rock.SystemGuid.DefinedValue.METRIC_SOURCE_VALUE_TYPE_SQL.AsGuid();

            var metricsQry = new MetricService(new RockContext()).Queryable().AsNoTracking().Where(
                a => a.ScheduleId.HasValue &&
                a.SourceValueTypeId.HasValue &&
                (a.SourceValueType.Guid == metricSourceValueTypeDataviewGuid || a.SourceValueType.Guid == metricSourceValueTypeSqlGuid));

            var metricIdList = metricsQry.OrderBy(a => a.Title).ThenBy(a => a.Subtitle).Select(a => a.Id).ToList();

            var    metricExceptions       = new List <Exception>();
            int    metricsCalculated      = 0;
            int    metricValuesCalculated = 0;
            Metric metric = null;

            foreach (var metricId in metricIdList)
            {
                try
                {
                    using (var rockContextForMetricEntity = new RockContext())
                    {
                        var metricService = new MetricService(rockContextForMetricEntity);

                        metric = metricService.Get(metricId);
                        var lastRunDateTime = metric.LastRunDateTime ?? metric.CreatedDateTime ?? metric.ModifiedDateTime;
                        if (lastRunDateTime.HasValue)
                        {
                            var currentDateTime = RockDateTime.Now;

                            // get all the schedule times that were supposed to run since that last time it was scheduled to run
                            var scheduledDateTimesToProcess = metric.Schedule.GetScheduledStartTimes(lastRunDateTime.Value, currentDateTime).Where(a => a > lastRunDateTime.Value).ToList();
                            foreach (var scheduleDateTime in scheduledDateTimesToProcess)
                            {
                                using (var rockContextForMetricValues = new RockContext())
                                {
                                    var metricPartitions                     = new MetricPartitionService(rockContextForMetricValues).Queryable().Where(a => a.MetricId == metric.Id).ToList();
                                    var metricValueService                   = new MetricValueService(rockContextForMetricValues);
                                    List <ResultValue> resultValues          = new List <ResultValue>();
                                    bool getMetricValueDateTimeFromResultSet = false;
                                    if (metric.SourceValueType.Guid == metricSourceValueTypeDataviewGuid)
                                    {
                                        // get the metric value from the DataView
                                        if (metric.DataView != null)
                                        {
                                            var errorMessages = new List <string>();
                                            var qry           = metric.DataView.GetQuery(null, null, out errorMessages);
                                            if (metricPartitions.Count > 1 || metricPartitions.First().EntityTypeId.HasValue)
                                            {
                                                throw new NotImplementedException("Partitioned Metrics using DataViews is not supported.");
                                            }
                                            else
                                            {
                                                var resultValue = new ResultValue();
                                                resultValue.Value               = Convert.ToDecimal(qry.Count());
                                                resultValue.Partitions          = new List <ResultValuePartition>();
                                                resultValue.MetricValueDateTime = scheduleDateTime;
                                                resultValues.Add(resultValue);
                                            }
                                        }
                                    }
                                    else if (metric.SourceValueType.Guid == metricSourceValueTypeSqlGuid)
                                    {
                                        //// calculate the metricValue using the results from the SQL
                                        //// assume SQL is in one of the following forms:
                                        //// -- "SELECT Count(*), Partion0EntityId, Partion1EntityId, Partion2EntityId,.. FROM ..."
                                        //// -- "SELECT Count(*), [MetricValueDateTime], Partion0EntityId, Partion1EntityId, Partion2EntityId,.. FROM ..."
                                        if (!string.IsNullOrWhiteSpace(metric.SourceSql))
                                        {
                                            string formattedSql = metric.SourceSql.ResolveMergeFields(metric.GetMergeObjects(scheduleDateTime));
                                            var    tableResult  = DbService.GetDataTable(formattedSql, System.Data.CommandType.Text, null);

                                            if (tableResult.Columns.Count >= 2 && tableResult.Columns[1].ColumnName == "MetricValueDateTime")
                                            {
                                                getMetricValueDateTimeFromResultSet = true;
                                            }

                                            foreach (var row in tableResult.Rows.OfType <System.Data.DataRow>())
                                            {
                                                var resultValue = new ResultValue();

                                                resultValue.Value = Convert.ToDecimal(row[0]);
                                                if (getMetricValueDateTimeFromResultSet)
                                                {
                                                    resultValue.MetricValueDateTime = Convert.ToDateTime(row[1]);
                                                }
                                                else
                                                {
                                                    resultValue.MetricValueDateTime = scheduleDateTime;
                                                }

                                                resultValue.Partitions = new List <ResultValuePartition>();
                                                int partitionPosition    = 0;
                                                int partitionFieldIndex  = getMetricValueDateTimeFromResultSet ? 2 : 1;
                                                int partitionColumnCount = tableResult.Columns.Count - 1;
                                                while (partitionFieldIndex <= partitionColumnCount)
                                                {
                                                    resultValue.Partitions.Add(new ResultValuePartition
                                                    {
                                                        PartitionPosition = partitionPosition,
                                                        EntityId          = row[partitionFieldIndex] as int?
                                                    });

                                                    partitionPosition++;
                                                    partitionFieldIndex++;
                                                }

                                                resultValues.Add(resultValue);
                                            }
                                        }
                                    }

                                    metric.LastRunDateTime = scheduleDateTime;
                                    metricsCalculated++;
                                    metricValuesCalculated += resultValues.Count();

                                    if (resultValues.Any())
                                    {
                                        List <MetricValue> metricValuesToAdd = new List <MetricValue>();
                                        foreach (var resultValue in resultValues)
                                        {
                                            var metricValue = new MetricValue();
                                            metricValue.MetricId            = metric.Id;
                                            metricValue.MetricValueDateTime = resultValue.MetricValueDateTime;
                                            metricValue.MetricValueType     = MetricValueType.Measure;
                                            metricValue.YValue                = resultValue.Value;
                                            metricValue.CreatedDateTime       = RockDateTime.Now;
                                            metricValue.ModifiedDateTime      = RockDateTime.Now;
                                            metricValue.MetricValuePartitions = new List <MetricValuePartition>();
                                            var metricPartitionsByPosition = metricPartitions.OrderBy(a => a.Order).ToList();

                                            if (!resultValue.Partitions.Any() && metricPartitionsByPosition.Count() == 1 && !metricPartitionsByPosition[0].EntityTypeId.HasValue)
                                            {
                                                // a metric with just the default partition (not partitioned by Entity)
                                                var metricPartition      = metricPartitionsByPosition[0];
                                                var metricValuePartition = new MetricValuePartition();
                                                metricValuePartition.MetricPartition   = metricPartition;
                                                metricValuePartition.MetricPartitionId = metricPartition.Id;
                                                metricValuePartition.MetricValue       = metricValue;
                                                metricValuePartition.EntityId          = null;
                                                metricValue.MetricValuePartitions.Add(metricValuePartition);
                                            }
                                            else
                                            {
                                                foreach (var partitionResult in resultValue.Partitions)
                                                {
                                                    if (metricPartitionsByPosition.Count > partitionResult.PartitionPosition)
                                                    {
                                                        var metricPartition      = metricPartitionsByPosition[partitionResult.PartitionPosition];
                                                        var metricValuePartition = new MetricValuePartition();
                                                        metricValuePartition.MetricPartition   = metricPartition;
                                                        metricValuePartition.MetricPartitionId = metricPartition.Id;
                                                        metricValuePartition.MetricValue       = metricValue;
                                                        metricValuePartition.EntityId          = partitionResult.EntityId;
                                                        metricValue.MetricValuePartitions.Add(metricValuePartition);
                                                    }
                                                }
                                            }

                                            if (metricValue.MetricValuePartitions == null || !metricValue.MetricValuePartitions.Any())
                                            {
                                                // shouldn't happen, but just in case
                                                throw new Exception("MetricValue requires at least one Partition Value");
                                            }
                                            else
                                            {
                                                metricValuesToAdd.Add(metricValue);
                                            }
                                        }

                                        // if a single metricValueDateTime was specified, delete any existing metric values for this date and refresh with the current results
                                        var dbTransaction = rockContextForMetricValues.Database.BeginTransaction();
                                        if (getMetricValueDateTimeFromResultSet)
                                        {
                                            var metricValueDateTimes = metricValuesToAdd.Select(a => a.MetricValueDateTime).Distinct().ToList();
                                            foreach (var metricValueDateTime in metricValueDateTimes)
                                            {
                                                bool alreadyHasMetricValues = metricValueService.Queryable().Where(a => a.MetricId == metric.Id && a.MetricValueDateTime == metricValueDateTime).Any();
                                                if (alreadyHasMetricValues)
                                                {
                                                    // use direct SQL to clean up any existing metric values
                                                    rockContextForMetricValues.Database.ExecuteSqlCommand(@"
                                                        DELETE
                                                        FROM MetricValuePartition
                                                        WHERE MetricValueId IN (
                                                            SELECT Id
                                                            FROM MetricValue
                                                            WHERE MetricId = @metricId
                                                            AND MetricValueDateTime = @metricValueDateTime
                                                        )
                                                    ", new SqlParameter("@metricId", metric.Id), new SqlParameter("@metricValueDateTime", metricValueDateTime));

                                                    rockContextForMetricValues.Database.ExecuteSqlCommand(@"
                                                        DELETE
                                                        FROM MetricValue
                                                        WHERE MetricId = @metricId
                                                        AND MetricValueDateTime = @metricValueDateTime
                                                    ", new SqlParameter("@metricId", metric.Id), new SqlParameter("@metricValueDateTime", metricValueDateTime));
                                                }
                                            }
                                        }

                                        metricValueService.AddRange(metricValuesToAdd);

                                        // disable savechanges PrePostProcessing since there could be hundreds or thousands of metric values getting inserted/updated
                                        rockContextForMetricValues.SaveChanges(true);
                                        dbTransaction.Commit();
                                    }

                                    rockContextForMetricEntity.SaveChanges();
                                }
                            }
                        }
                    }
                }
                catch (Exception ex)
                {
                    metricExceptions.Add(new Exception(string.Format("Exception when calculating metric for {0} ", metric), ex));
                }
            }

            context.Result = string.Format("Calculated a total of {0} metric values for {1} metrics", metricValuesCalculated, metricsCalculated);

            if (metricExceptions.Any())
            {
                throw new AggregateException("One or more metric calculations failed ", metricExceptions);
            }
        }
Beispiel #2
0
        /// <summary>
        /// Executes the specified context.
        /// </summary>
        /// <param name="context">The context.</param>
        public void Execute(IJobExecutionContext context)
        {
            var dataMap        = context.JobDetail.JobDataMap;
            var commandTimeout = dataMap.GetString(AttributeKey.CommandTimeout).AsIntegerOrNull() ?? 300;
            var metricSourceValueTypeDataviewGuid = Rock.SystemGuid.DefinedValue.METRIC_SOURCE_VALUE_TYPE_DATAVIEW.AsGuid();
            var metricSourceValueTypeSqlGuid      = Rock.SystemGuid.DefinedValue.METRIC_SOURCE_VALUE_TYPE_SQL.AsGuid();
            var metricSourceValueTypeLavaGuid     = Rock.SystemGuid.DefinedValue.METRIC_SOURCE_VALUE_TYPE_LAVA.AsGuid();

            Guid[] calculatedSourceTypes = new Guid[] {
                metricSourceValueTypeDataviewGuid,
                metricSourceValueTypeSqlGuid,
                metricSourceValueTypeLavaGuid
            };

            var metricsQry = new MetricService(new RockContext()).Queryable().AsNoTracking().Where(
                a => a.ScheduleId.HasValue &&
                a.SourceValueTypeId.HasValue &&
                calculatedSourceTypes.Contains(a.SourceValueType.Guid));

            var metricIdList = metricsQry.OrderBy(a => a.Title).ThenBy(a => a.Subtitle).Select(a => a.Id).ToList();

            var    metricExceptions       = new List <Exception>();
            int    metricsCalculated      = 0;
            int    metricValuesCalculated = 0;
            Metric metric = null;

            foreach (var metricId in metricIdList)
            {
                try
                {
                    using (var rockContextForMetricEntity = new RockContext())
                    {
                        rockContextForMetricEntity.Database.CommandTimeout = commandTimeout;
                        var metricService = new MetricService(rockContextForMetricEntity);

                        metric = metricService.Get(metricId);

                        /*  Get the last time the metric has run, if it has never run then set it as the first day of the current week to give it a chance to run now.
                         *  NOTE: This is being used instead of Min Date to prevent a schedule with a start date of months or years back from running for each period since then.
                         *  This would be the case for the "out-of-the-box" Rock daily metrics "Active Records", "Active Families", and "Active Connection Requests" if they
                         *  have never run before. Or if a new user created metric uses a schedule that has an older start date.
                         */
                        DateTime currentDateTime = RockDateTime.Now;
                        DateTime?startOfWeek     = currentDateTime.StartOfWeek(RockDateTime.FirstDayOfWeek);
                        DateTime?lastRunDateTime = metric.LastRunDateTime ?? startOfWeek;

                        // get all the schedule times that were supposed to run since that last time it was scheduled to run
                        var scheduledDateTimesToProcess = metric.Schedule.GetScheduledStartTimes(lastRunDateTime.Value, currentDateTime).Where(a => a > lastRunDateTime.Value).ToList();
                        foreach (var scheduleDateTime in scheduledDateTimesToProcess)
                        {
                            using (var rockContextForMetricValues = new RockContext())
                            {
                                rockContextForMetricValues.Database.CommandTimeout = commandTimeout;
                                var metricPartitions                     = new MetricPartitionService(rockContextForMetricValues).Queryable().Where(a => a.MetricId == metric.Id).ToList();
                                var metricValueService                   = new MetricValueService(rockContextForMetricValues);
                                List <ResultValue> resultValues          = new List <ResultValue>();
                                bool getMetricValueDateTimeFromResultSet = false;
                                if (metric.SourceValueType.Guid == metricSourceValueTypeDataviewGuid)
                                {
                                    // get the metric value from the DataView
                                    if (metric.DataView != null)
                                    {
                                        bool parseCampusPartition = metricPartitions.Count == 1 &&
                                                                    metric.AutoPartitionOnPrimaryCampus &&
                                                                    metric.DataView.EntityTypeId == Web.Cache.EntityTypeCache.GetId(SystemGuid.EntityType.PERSON) &&
                                                                    metricPartitions[0].EntityTypeId == Web.Cache.EntityTypeCache.GetId(SystemGuid.EntityType.CAMPUS);

                                        // Dataview metrics can be partitioned by campus only and AutoPartitionOnPrimaryCampus must be selected.
                                        if (metricPartitions.Count > 1 ||
                                            (metricPartitions[0].EntityTypeId.HasValue && parseCampusPartition == false))
                                        {
                                            throw new NotImplementedException("Partitioned Metrics using DataViews is only supported for Person data views using a single partition of type 'Campus' with 'Auto Partition on Primary Campus' checked. Any other dataview partition configuration is not supported.");
                                        }

                                        Stopwatch stopwatch = Stopwatch.StartNew();
                                        var       qry       = metric.DataView.GetQuery(new DataViewGetQueryArgs());

                                        if (parseCampusPartition)
                                        {
                                            // Create a dictionary of campus IDs with a person count
                                            var campusPartitionValues = new Dictionary <int, int>();
                                            foreach (var person in qry.ToList())
                                            {
                                                var iPerson  = ( Person )person;
                                                var campusId = iPerson.GetCampus()?.Id ?? -1;
                                                campusPartitionValues.TryGetValue(campusId, out var currentCount);
                                                campusPartitionValues[campusId] = currentCount + 1;
                                            }

                                            // Use the dictionary to create the ResultValues for each campus (partition)
                                            foreach (var campusPartitionValue in campusPartitionValues)
                                            {
                                                var resultValue = new ResultValue
                                                {
                                                    MetricValueDateTime = scheduleDateTime,
                                                    Partitions          = new List <ResultValuePartition>(),
                                                    Value = campusPartitionValue.Value
                                                };

                                                int?entityId = campusPartitionValue.Key;
                                                if (entityId == -1)
                                                {
                                                    entityId = null;
                                                }

                                                resultValue.Partitions.Add(new ResultValuePartition
                                                {
                                                    PartitionPosition = 0,
                                                    EntityId          = entityId
                                                });

                                                resultValues.Add(resultValue);
                                            }
                                        }
                                        else
                                        {
                                            // Put the entire set in one result since there is no partition
                                            resultValues.Add(new ResultValue
                                            {
                                                Value = Convert.ToDecimal(qry.Count()),
                                                MetricValueDateTime = scheduleDateTime,
                                                Partitions          = new List <ResultValuePartition>()
                                            });
                                        }

                                        stopwatch.Stop();
                                        DataViewService.AddRunDataViewTransaction(metric.DataView.Id, Convert.ToInt32(stopwatch.Elapsed.TotalMilliseconds));
                                    }
                                }
                                else if (metric.SourceValueType.Guid == metricSourceValueTypeSqlGuid)
                                {
                                    //// calculate the metricValue using the results from the SQL
                                    //// assume SQL is in one of the following forms:
                                    //// -- "SELECT Count(*) FROM ..."
                                    //// -- "SELECT Count(*), [MetricValueDateTime] FROM ..."
                                    //// -- "SELECT Count(*), Partition0EntityId, Partition1EntityId, Partition2EntityId,.. FROM ..."
                                    //// -- "SELECT Count(*), [MetricValueDateTime], Partition0EntityId, Partition1EntityId, Partition2EntityId,.. FROM ..."
                                    if (!string.IsNullOrWhiteSpace(metric.SourceSql))
                                    {
                                        string formattedSql = metric.SourceSql.ResolveMergeFields(metric.GetMergeObjects(scheduleDateTime));
                                        var    tableResult  = DbService.GetDataTable(formattedSql, System.Data.CommandType.Text, null);

                                        if (tableResult.Columns.Count >= 2 && tableResult.Columns[1].ColumnName == "MetricValueDateTime")
                                        {
                                            getMetricValueDateTimeFromResultSet = true;
                                        }

                                        foreach (var row in tableResult.Rows.OfType <System.Data.DataRow>())
                                        {
                                            var resultValue = new ResultValue();

                                            resultValue.Value = Convert.ToDecimal(row[0] == DBNull.Value ? 0 : row[0]);
                                            if (getMetricValueDateTimeFromResultSet)
                                            {
                                                resultValue.MetricValueDateTime = Convert.ToDateTime(row[1]);
                                            }
                                            else
                                            {
                                                resultValue.MetricValueDateTime = scheduleDateTime;
                                            }

                                            resultValue.Partitions = new List <ResultValuePartition>();
                                            int partitionPosition    = 0;
                                            int partitionFieldIndex  = getMetricValueDateTimeFromResultSet ? 2 : 1;
                                            int partitionColumnCount = tableResult.Columns.Count - 1;
                                            while (partitionFieldIndex <= partitionColumnCount)
                                            {
                                                resultValue.Partitions.Add(new ResultValuePartition
                                                {
                                                    PartitionPosition = partitionPosition,
                                                    EntityId          = row[partitionFieldIndex] as int?
                                                });

                                                partitionPosition++;
                                                partitionFieldIndex++;
                                            }

                                            resultValues.Add(resultValue);
                                        }
                                    }
                                }
                                else if (metric.SourceValueType.Guid == metricSourceValueTypeLavaGuid)
                                {
                                    //// calculate the metricValue using the results from Lava
                                    //// assume Lava Output is in one of the following forms:
                                    //// A single Count
                                    //// 42
                                    //// A List of Count, MetricValueDateTime
                                    //// 42, 1/1/2017
                                    //// 40, 1/2/2017
                                    //// 49, 1/3/2017
                                    //// A List of Count, Partition0EntityId, Partition1EntityId, Partition2EntityId
                                    //// 42, 201, 450, 654
                                    //// 42, 202, 450, 654
                                    //// 42, 203, 450, 654
                                    //// A List of Count, MetricValueDateTime,  Partition0EntityId, Partition1EntityId, Partition2EntityId
                                    //// 42, 1/1/2017, 201, 450, 654
                                    //// 42, 1/2/2017, 202, 450, 654
                                    //// 42, 1/3/2017, 203, 450, 654
                                    if (!string.IsNullOrWhiteSpace(metric.SourceLava))
                                    {
                                        var           mergeObjects = metric.GetMergeObjects(scheduleDateTime);
                                        string        lavaResult   = metric.SourceLava.ResolveMergeFields(mergeObjects, enabledLavaCommands: "All", throwExceptionOnErrors: true);
                                        List <string> resultLines  = lavaResult.Split(new string[] { "\n", "\r\n" }, StringSplitOptions.RemoveEmptyEntries)
                                                                     .Select(a => a.Trim()).Where(a => !string.IsNullOrEmpty(a)).ToList();
                                        List <string[]> resultList = resultLines.Select(a => a.SplitDelimitedValues()).ToList();

                                        if (resultList.Any())
                                        {
                                            if (resultList[0].Length >= 2)
                                            {
                                                // if the value of the data in the 2nd column is a Date, assume that is is the MetricValueDateTime
                                                if (resultList[0][1].AsDateTime().HasValue)
                                                {
                                                    getMetricValueDateTimeFromResultSet = true;
                                                }
                                            }
                                        }

                                        foreach (var row in resultList)
                                        {
                                            var resultValue = new ResultValue();

                                            resultValue.Value = row[0].AsDecimal();
                                            if (getMetricValueDateTimeFromResultSet)
                                            {
                                                resultValue.MetricValueDateTime = row[1].AsDateTime() ?? scheduleDateTime;
                                            }
                                            else
                                            {
                                                resultValue.MetricValueDateTime = scheduleDateTime;
                                            }

                                            resultValue.Partitions = new List <ResultValuePartition>();
                                            int partitionPosition    = 0;
                                            int partitionFieldIndex  = getMetricValueDateTimeFromResultSet ? 2 : 1;
                                            int partitionColumnCount = row.Length - 1;
                                            while (partitionFieldIndex <= partitionColumnCount)
                                            {
                                                resultValue.Partitions.Add(new ResultValuePartition
                                                {
                                                    PartitionPosition = partitionPosition,
                                                    EntityId          = row[partitionFieldIndex].AsIntegerOrNull()
                                                });

                                                partitionPosition++;
                                                partitionFieldIndex++;
                                            }

                                            resultValues.Add(resultValue);
                                        }
                                    }
                                }

                                metric.LastRunDateTime = scheduleDateTime;
                                metricsCalculated++;
                                metricValuesCalculated += resultValues.Count();

                                if (resultValues.Any())
                                {
                                    List <MetricValue> metricValuesToAdd = new List <MetricValue>();
                                    foreach (var resultValue in resultValues)
                                    {
                                        var metricValue = new MetricValue();
                                        metricValue.MetricId            = metric.Id;
                                        metricValue.MetricValueDateTime = resultValue.MetricValueDateTime;
                                        metricValue.MetricValueType     = MetricValueType.Measure;
                                        metricValue.YValue                = resultValue.Value;
                                        metricValue.CreatedDateTime       = RockDateTime.Now;
                                        metricValue.ModifiedDateTime      = RockDateTime.Now;
                                        metricValue.MetricValuePartitions = new List <MetricValuePartition>();
                                        var metricPartitionsByPosition = metricPartitions.OrderBy(a => a.Order).ToList();

                                        if (!resultValue.Partitions.Any() && metricPartitionsByPosition.Count() == 1 && !metricPartitionsByPosition[0].EntityTypeId.HasValue)
                                        {
                                            // a metric with just the default partition (not partitioned by Entity)
                                            var metricPartition      = metricPartitionsByPosition[0];
                                            var metricValuePartition = new MetricValuePartition();
                                            metricValuePartition.MetricPartition   = metricPartition;
                                            metricValuePartition.MetricPartitionId = metricPartition.Id;
                                            metricValuePartition.MetricValue       = metricValue;
                                            metricValuePartition.EntityId          = null;
                                            metricValue.MetricValuePartitions.Add(metricValuePartition);
                                        }
                                        else
                                        {
                                            foreach (var partitionResult in resultValue.Partitions)
                                            {
                                                if (metricPartitionsByPosition.Count > partitionResult.PartitionPosition)
                                                {
                                                    var metricPartition      = metricPartitionsByPosition[partitionResult.PartitionPosition];
                                                    var metricValuePartition = new MetricValuePartition();
                                                    metricValuePartition.MetricPartition   = metricPartition;
                                                    metricValuePartition.MetricPartitionId = metricPartition.Id;
                                                    metricValuePartition.MetricValue       = metricValue;
                                                    metricValuePartition.EntityId          = partitionResult.EntityId;
                                                    metricValue.MetricValuePartitions.Add(metricValuePartition);
                                                }
                                            }
                                        }

                                        if (metricValue.MetricValuePartitions == null || !metricValue.MetricValuePartitions.Any())
                                        {
                                            // shouldn't happen, but just in case
                                            throw new Exception("MetricValue requires at least one Partition Value");
                                        }
                                        else
                                        {
                                            metricValuesToAdd.Add(metricValue);
                                        }
                                    }

                                    // if a single metricValueDateTime was specified, delete any existing metric values for this date and refresh with the current results
                                    var dbTransaction = rockContextForMetricValues.Database.BeginTransaction();
                                    if (getMetricValueDateTimeFromResultSet)
                                    {
                                        var metricValueDateTimes = metricValuesToAdd.Select(a => a.MetricValueDateTime).Distinct().ToList();
                                        foreach (var metricValueDateTime in metricValueDateTimes)
                                        {
                                            bool alreadyHasMetricValues = metricValueService.Queryable().Where(a => a.MetricId == metric.Id && a.MetricValueDateTime == metricValueDateTime).Any();
                                            if (alreadyHasMetricValues)
                                            {
                                                // use direct SQL to clean up any existing metric values
                                                rockContextForMetricValues.Database.ExecuteSqlCommand(@"
                                                    DELETE
                                                    FROM MetricValuePartition
                                                    WHERE MetricValueId IN (
                                                        SELECT Id
                                                        FROM MetricValue
                                                        WHERE MetricId = @metricId
                                                        AND MetricValueDateTime = @metricValueDateTime
                                                    )
                                                ", new SqlParameter("@metricId", metric.Id), new SqlParameter("@metricValueDateTime", metricValueDateTime));

                                                rockContextForMetricValues.Database.ExecuteSqlCommand(@"
                                                    DELETE
                                                    FROM MetricValue
                                                    WHERE MetricId = @metricId
                                                    AND MetricValueDateTime = @metricValueDateTime
                                                ", new SqlParameter("@metricId", metric.Id), new SqlParameter("@metricValueDateTime", metricValueDateTime));
                                            }
                                        }
                                    }

                                    metricValueService.AddRange(metricValuesToAdd);

                                    // disable savechanges PrePostProcessing since there could be hundreds or thousands of metric values getting inserted/updated
                                    rockContextForMetricValues.SaveChanges(true);
                                    dbTransaction.Commit();
                                }

                                rockContextForMetricEntity.SaveChanges();
                            }
                        }
                    }
                }
                catch (Exception ex)
                {
                    metricExceptions.Add(new Exception($"Exception when calculating metric for {metric}: {ex.Message}", ex));
                }
            }

            context.Result = string.Format("Calculated a total of {0} metric values for {1} metrics", metricValuesCalculated, metricsCalculated);

            if (metricExceptions.Any())
            {
                throw new AggregateException("One or more metric calculations failed ", metricExceptions);
            }
        }