cdc mschmitzv2
DESCRIPTION
Real Time data wareshousingTRANSCRIPT
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Experiences with Real-Time Data Warehousing Using Oracle Database 10G Mike SchmitzHigh Performance Data [email protected] BreyPrincipal Member Technical StaffST/NEDC Oracle EngineeringOracle Corporation
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AgendaThe meaning of Real-Time in Data WarehousingCustomer Business ScenarioCustomer EnvironmentReal-Time RequirementOur Real-Time SolutionReal-Time data architectureIncremental Operational Source Change CaptureTransformation and Population into DW Target Simplified Functional DemonstrationAsynchronous Change Data Capture (Oracle)Performance Characteristics and Considerations
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My BackgroundAn independent data warehousing consultant specializing in the dimensional approach to data warehouse / data mart design and implementation with in-depth experience utilizing efficient, scalable techniques whether dealing with large-scale data warehouses or small-scale, platform constrained data mart implementations. I deliver dimensional design and implementation as well as ETL workshops in the U.S. and Europe.
I have helped implement data warehouses using Redbrick, Oracle, Teradata, DB2, Informix, and SQL Server on mainframe, UNIX, and NT platforms, working with small and large businesses across a variety of industries including such customers as Hewlett Packard, American Express, General Mills, AT&T, Bell South, MCI, Oracle Slovakia, J.D. Power and Associates, Mobil Oil, The Health Alliance of Greater Cincinnati, and the French Railroad SNCF.
Introduction -Data Warehouse Design
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Real-Time in Data WarehousingData Warehousing Systems are complex environmentsBusiness rulesVarious data process flows and dependenciesAlmost never pure Real-TimeSome latency is a givenWhat do you need?Real TimeNear Real-TimeJust in Time for the business
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Customer Business ScenarioClient provides software solutions for utility companiesUtility companies have plants generating energy supplyRecommended maximum output capacityReserve CapacityBuy supplemental energy as neededPeak demand periods are somewhat predictableEach day is pre-planned on historical behaviorCheaper to buy energy aheadExpensive to have unused capacityExisting data warehouse supports the planning function Reduced option expenses Cut down of supplemental energy costs
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Customer Real-Time RequirementGetting more in-time accuracy enhances operational businessCompare today's plant output volumes to yesterdays or last weeks averageKnow when to purchase additional options or suppliesCustomer TargetActual data within a 5 minute lagUse a single queryUse a single tool
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Sample Analysis Graph
Chart2
60000580005500075000
62500630006000080000
70000720006500090000
Today
Yesterday
Last Week Avg
Max
Plant A
Sheet1
Plant A
8am9am10am
Today60,00062,50070,000
Yesterday58,00063,00072,000
Last Week Avg55,00060,00065,000
Max75,00080,00090,000
Sheet1
Today
Yesterday
Last Week Avg
Max
Plant A
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Our Real-Time SolutionOverviewThree-Step Approach:Implement a real-time DW data architectureNear real-time incremental change capture from operational systemTransformation and Propagation (population) of change data to DW
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Our Real-Time SolutionReal-Time DW Data ArchitectureAdd a Real-Time Partition to our Plant Output Fact Table for current day activitySeparate physical table No indexes or RFI constraints (data coming in will have RFI enforced) during daily activityUNION ALL viewed to the Plant Output Fact Table
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Our Real-Time SolutionChange Capture and PopulationIncremental change capture from operational siteSynchronous or AsynchronousTransformation and Propagation (population) of change data to the DWContinuous trickle feed or periodic batchOperationsStagingDWAsynch CDCTriggerBatchSynch CDC
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Our Real-Time SolutionIncremental Change CaptureDone with Oracles Change Data Capture (CDC) functionalitySynchronous CDC available with Oracle9iAsynchronous CDC with Oracle10gAsynchronous CDC is the preferred mechanismDecoupling of change capture from the operational transaction
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Asynchronous CDCSQL interface to change dataPublish/subscribe paradigmParallel access to log files, leveraging Oracle StreamsParallel transformation of dataOLTPDBRedologfilesOracle10g
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Our Real-Time SolutionPopulation of Change Data into DWContinuousChange table owner creates trigger to populate warehouse real-time partitionPeriodic BatchUtilize the Subscribe InterfaceSubscribe to specific table and column changes through viewSets a window and extracts the changes at required periodPurges view and moves window
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Our Real-Time SolutionThe Daily ProcessIntegrate daily changes into historical fact tableAt the end of the day index the current day table and apply constraints (no validate) Create new fact table partitionExchange current day table with new partitionCreate next days Real-Time Partition table
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Simplified Functional DemoSchema OwnersAO_CDC_OPOwns the operational schemaAO_CDCOwns the CDC change sets and change tables (needs special cdc privileges)? CDC Publish RoleAO_CDC_DWOwns the data warehouse schema (also needs special cdc privileges)? CDC Subscribe Role
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Simplified Functional DemoOperational Schema
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Simplified Functional DemoData Warehouse Schema
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What do we have?Operational transaction tableAO_CDC_OP.PLANT_OUTPUTDW historical partitioned fact tableAO_CDC_DW.F_PLANT_OUTPUTDW current day table (Real-Time Partition)AO_CDC_DW.F_CURRENT_DAY_PLANT_OUTPUTData Warehouse UNION ALL viewAO_CDC_DW.V_PLANT_OUTPUT
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FirstThe CDC user publishesCreate a Change Set (CDC_DW)Add supplemental logging for the operational tableCreate a change table for the operational table (CT_PLANT_OUTPUT)Force database logging on the tablespace to catch any bulk insert /*+ APPEND */ (non-logged) activity
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Next Transform and Populate One of two waysContinuous FeedLogged Insert activityPermits nearer real-timeConstant system loadPeriodic Batch FeedPermits non-logged bulk operationsYou set the lag time how often do you run the batch process?HourlyEvery five minutesLess system load overall
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The Continuous FeedPut an insert trigger on the change table which joins to the dimension tables picking up the dimension keys and does any necessary transformations
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The Batch FeedThe CDC schema ownerAuthorizes AO_CDC_DW to select from the change table (the select will be accomplished via a generated view)The DW schema ownerSubscribes to the change table and the columns he needs (with a centralized EDW approach this would usually be the whole change table) with a subscription and view nameActivates the subscriptionExtractExtend the window Extracts changed data via the view (same code as trigger)Purges the window (logical Delete physical deletion is handled by the CDC schema owner)
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Extraction from Change Table Viewinsert /*+ APPEND*/ into ao_cdc_dw.F_CURRENT_DAY_PLANT_OUTPUT (generating_plant_key, output_day_key, output_minute_key, output_actual_qty_in_kwh) select p.generating_plant_key ,d.output_day_key ,m.output_minute_key ,new.output_in_kwh from ao_cdc_dw.PO_ACTIVITY_VIEW new inner join ao_cdc_dw.d_generating_plant p on new.plant_id = p.plant_id inner join ao_cdc_dw.d_output_day d on trunc(new.output_ts) = d.output_day inner join ao_cdc_dw.d_output_minute m on to_number(substr(to_char(new.output_ts,'YYYYMMDD HH:II:SS'),10,2)||substr(to_char(new.output_ts,'YYYYMMDD HH:II:SS'),13,2)) = m.output_time_24hr_nbr;
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Next StepAdd the current days activity (the contents of the current day fact table) to the historical fact table as a new partitionIndex and apply constraints to the current day fact tableAdd a new empty partition to the fact table Exchange the current day fact table with the partitionCreate the new current day fact table
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Lets step thru this live
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SummaryWe created a real-time partition for current day activityWe put CDC on the operational table and created a change table populated by an asynchronous process (reads redo log)We demonstrated continuous feed to the DW by using a trigger based approachWe demonstrated a batch DW feed by using the CDC subscribe processWe showed how to add the current day table to the fact table and set up the next days tableAn electronic copy of the SQL used to build this prototype is available by emailing [email protected]
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Michael Brey Principal Member Technical StaffST/NEDC Oracle EngineeringOracle Corporation
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OverviewBenchmark DescriptionSystem DescriptionDatabase ParametersPerformance Data
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The BenchmarkCustomer OLTP benchmark run internally at OracleInsurance application handling customer inquires and quotes over the phoneN users perform M quotesQuote = actual work performed during a call with a customerMixture of Inserts, Updates, Deletes, Singleton Selects, Cursor Fetches, Rollbacks/commits, savepointsCompute average time for all quotes across users
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System InfoSunFire 4800A standard Shared Memory Processor (SMP)8 900-Mhz CPUs16 GB physical memorySolaris 5.8Database storage: striped across 8 Sun StorEdge T3 arrays (9X36.4MB each)
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Database ParametersParallel_max_servers 20Streams_pool_size 400M (default 10% shared pool)Shared_pool_size 600MBuffer cache 128MRedo buffers 4MProcesses 600
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Change Data Capture (CDC)
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TestsConducted tests with Asynchronous Hotlog CDC enabled and disabled and with Sync CDC. Asynchronous Hotlog CDC tests conducted at different log usage levelsAppr. 10, 50, and 100% of all OLTP tables with DML operations were included in CDCTests run with:250 concurrent usersContinuous peak workload after ramp-up175 transactions per second
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Impact on Transaction Time
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CPU ConsumptionSupplemental Logging
Chart3
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0990
no CDC
no CDC w/ suppl
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet1
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no CDC
no CDC supplimental
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet2
Sheet3
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CPU Consumption10% DML Change tracking
Chart1
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00
0990
no CDC w/suppl
CDC 10%
Time (s)
Usage (#CPUS)
USR + SYS Time
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5803.123.84
5853.23.44
5903.043.52
5953.23.6
6003.363.44
6052.963.92
6103.23.2
6153.283.92
6203.123.44
6253.283.28
6302.83.92
6353.283.12
6403.283.76
6453.23.68
6503.523.44
6553.043.76
6603.283.28
6653.23.76
6703.123.68
6752.83.28
6802.163.12
68522.56
6901.62.56
6951.362.4
7001.121.6
7051.041.84
7100.721.52
7150.480.72
7200.321.28
7250.080.88
73000.16
7350.240.72
74000.56
74500.08
7500.240.48
75500.56
76000.16
76500.72
77000.56
77500.24
7800.240.64
78500.56
79000.24
7950.240.4
80000.56
80500.24
81000.32
81500.56
82000.4
82500.32
8300.481.12
8350.320.56
8400.160.32
8450.080.72
8500.080.56
8550.080.32
8600.080.72
8650.160.64
8700.160.24
8750.160.72
8800.080.72
8850.080.24
8900.160.64
8950.160.72
9000.160.24
9050.080.64
9100.080.72
9150.080.32
9200.080.56
9250.080.72
9300.160.48
9350.160.48
9400.160.64
9450.160.4
9500.080.32
9550.080.64
96000.64
96500.32
9700.881.76
9751.281.68
9801.041.2
9851.040
9900
Sheet1
no CDC
no CDC supplimental
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet2
50.640.72
100.720.72
150.640.24
200.640.72
250.720.72
300.560.24
350.480.64
400.720.8
450.80.4
500.480.72
550.80.72
600.880.4
650.320.72
700.720.8
750.720.4
800.240.72
850.720.8
900.80.4
950.40.64
1000.720.8
1050.720.4
1100.40.64
1150.640.32
1200.720.8
1250.560.8
1300.480.4
1350.80.64
1400.560.8
1450.480.48
1500.720.64
1550.641.04
1600.560.48
1650.880.64
1700.721.04
1750.560.56
1800.880.56
1850.480.8
1900.720.56
1950.960.48
2000.481.04
2050.720.56
2100.880.56
2150.481.04
2200.80.72
2250.880.48
2300.480.8
2350.80.72
2401.040.32
2450.480.8
2500.640.56
2550.80.32
2600.160.56
2650.480.4
2700.560.32
2750.240.64
2800.480.4
2850.720.16
2900.320.56
2950.320.4
3000.720.16
3050.40.64
3100.320.56
3151.361.04
3201.121.04
3251.441.76
3302.562.16
3352.723.2
3402.723.52
3453.123.28
3503.045.04
3553.364.56
3603.925.36
3653.685.76
3704.566.56
3754.86.88
3804.086.56
3854.486.56
3903.66.48
3953.526.4
4003.766
4053.366.56
4103.926.24
4153.686.4
4203.365.28
4253.926.4
4303.526
4353.366.24
4403.765.92
4453.366.4
4503.766
4553.766.24
4603.366.08
4653.846.72
4703.445.36
4753.526.24
4804.086
4853.286.08
4903.65.76
49546
5003.366.24
5053.66.32
5103.526.4
5153.686.72
5203.526.96
5253.686.48
5303.766.08
5353.286.72
5403.926.4
5453.66
5503.66.32
5553.846.96
5603.25.6
5653.846.24
5703.685.76
5753.26.72
5803.845.84
5853.446.08
5903.526.16
5953.65.92
6003.446
6053.925.6
6103.25.84
6153.926.32
6203.445.6
6253.286.08
6303.926.16
6353.126.64
6403.765.44
6453.685.92
6503.446.4
6553.766.4
6603.285.28
6653.766.4
6703.686.48
6753.285.76
6803.125.68
6852.565.84
6902.565.84
6952.44.72
7001.64.8
7051.844
7101.524.24
7150.723.28
7201.282.32
7250.882.88
7300.161.76
7350.721.2
7400.561.36
7450.080.64
7500.480.16
7550.560.64
7600.160.56
7650.720.16
7700.560.56
7750.240.56
7800.640.16
7850.560.64
7900.240.64
7950.40.08
8000.560.8
8050.240.64
8100.320.16
8150.560.56
8200.40.56
8250.320.24
8301.121.04
8350.560.96
8400.320.4
8450.720.56
8500.560.72
8550.320.4
8600.720.56
8650.641.52
8700.240.48
8750.720.64
8800.720.72
8850.240.48
8900.640.56
8950.720.72
9000.240.56
9050.640.32
9100.720.72
9150.320.64
9200.560.4
9250.720.72
9300.480.72
9350.480.4
9400.640.64
9450.40.8
9500.320.24
9550.640.56
9600.640.48
9650.320.24
9701.761.2
9751.681.6
9801.21.28
98501.36
99000
Sheet2
no CDC supplimental
CDC 100%
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet3
50.720.72
100.720.8
150.240.4
200.720.724.4
250.720.884.24
300.240.324.08
350.640.722
400.80.72
450.40.24
500.720.72
550.720.72
600.40.32
650.720.64
700.80.72
750.40.4
800.720.56
850.80.72
900.40.32
950.640.64
1000.80.8
1050.40.4
1100.640.48
1150.320.72
1200.80.48
1250.80.48
1300.40.72
1350.640.56
1400.80.48
1450.480.72
1500.640.56
1551.040.4
1600.480.72
1650.640.24
1701.040.24
1750.560.48
1800.560.48
1850.80.72
1900.560.56
1950.480.48
2001.040.72
2050.560.8
2100.560.32
2151.040.72
2200.720.8
2250.480.32
2300.80.72
2350.720.64
2400.320.32
2450.80.72
2500.560.88
2550.320
2600.560.48
2650.40.72
2700.320.08
2750.640.48
2800.40.48
2850.160.08
2900.560.08
2950.40.08
3000.160.48
3050.640.08
3100.560.08
3151.041.36
3201.041.04
3251.761.52
3302.162.72
3353.21.92
3403.521.84
3453.282.08
3505.041.76
3554.561.84
3605.362.08
3655.764.48
3706.565.28
3756.885.12
3806.564.96
3856.564.56
3906.484.24
3956.44.08
40063.44
4056.564.64
4106.243.52
4156.44.08
4205.284.16
4256.44.32
43064
4356.243.36
4405.924.64
4456.44.08
45064
4556.244.08
4606.084.32
4656.724.16
4705.363.36
4756.244.56
48063.76
4856.083.68
4905.764.24
49564
5006.243.92
5056.324
5106.44.08
5156.724.24
5206.963.36
5256.484
5306.083.76
5356.724.48
5406.43.84
54563.76
5506.324.08
5556.964
5605.63.92
5656.243.28
5705.764.4
5756.723.76
5805.843.92
5856.084.16
5906.164
5955.924.16
60063.44
6055.64.24
6105.844.08
6156.323.84
6205.64
6256.083.92
6306.164.4
6356.643.12
6405.444.08
6455.924
6506.44.24
6556.44
6605.283.84
6656.44.24
6706.483.84
6755.763.6
6805.684.24
6855.844.08
6905.843.92
6954.723.52
7004.84.24
70543.84
7104.243.76
7153.283.92
7202.323.52
7252.882.4
7301.760.88
7351.20.88
7401.360.8
7450.640.4
7500.160.48
7550.640.48
7600.560.16
7650.160.32
7700.560.56
7750.560.16
7800.160.48
7850.640.48
7900.640.16
7950.080.48
8000.80.56
8050.640.08
8100.160.08
8150.560.08
8200.560.56
8250.240.08
8301.040.32
8350.960.48
8400.40.64
8450.560.16
8500.720.24
8550.40.48
8600.560.32
8651.520.24
8700.480.16
8750.640.16
8800.720.16
8850.480.16
8900.560.16
8950.720.24
9000.560.56
9050.320.24
9100.720.24
9150.640.64
9200.40.56
9250.720.48
9300.720.24
9350.40.24
9400.640.88
9450.80.16
9500.240.16
9550.560.4
9600.480.32
9650.240.16
9701.20.8
9751.61.04
9801.281.04
9851.361.28
99000
a
a
Sheet3
CDC 100%
Sync CDC
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet4
50.640.16
100.720.24
150.640.16
200.640.24
250.720.24
300.560.16
350.480.16
400.720.4
450.80.24
500.480.16
550.80.24
600.880.4
650.320.24
700.720.16
750.720.24
800.240.24
850.720.4
900.80.24
950.40.24
1000.720.24
1050.720.4
1100.40.24
1150.640.24
1200.720.16
1250.560.16
1300.480.16
1350.80.24
1400.560.16
1450.480.24
1500.720.24
1550.640.24
1600.560.24
1650.880.24
1700.720.24
1750.560.32
1800.880.16
1850.480.16
1900.720.24
1950.960.24
2000.480.24
2050.720.24
2100.880.24
2150.480.24
2200.80.24
2250.880.16
2300.480.24
2350.80.32
2401.040.24
2450.480.24
2500.640.24
2550.80.16
2600.160.24
2650.480.16
2700.560.08
2750.240.08
2800.480.24
2850.720
2900.320.08
2950.320.16
3000.720.24
3050.40.08
3100.320.08
3151.360.88
3201.120.96
3251.441.52
3302.562.16
3352.722.48
3402.722.56
3453.122.72
3503.043.12
3553.363.28
3603.923.68
3653.683.84
3704.564.4
3754.84.64
3804.084.4
3854.484.32
3903.64.08
3953.523.6
4003.763.52
4053.363.92
4103.924
4153.683.84
4203.363.68
4253.923.84
4303.523.76
4353.363.52
4403.763.76
4453.363.6
4503.763.6
4553.763.92
4603.363.68
4653.843.68
4703.443.92
4753.523.6
4804.083.6
4853.283.84
4903.63.2
49544.08
5003.363.6
5053.63.76
5103.523.76
5153.683.6
5203.523.92
5253.683.84
5303.763.76
5353.283.68
5403.923.84
5453.63.68
5503.63.92
5553.843.36
5603.24
5653.843.92
5703.683.52
5753.23.68
5803.843.6
5853.443.68
5903.523.84
5953.63.52
6003.443.68
6053.923.52
6103.23.84
6153.923.52
6203.443.6
6253.283.68
6303.923.6
6353.123.6
6403.763.84
6453.683.68
6503.443.6
6553.763.92
6603.283.84
6653.763.6
6703.683.6
6753.283.76
6803.123.2
6852.562.88
6902.562.56
6952.42.32
7001.61.92
7051.841.76
7101.521.44
7150.721.12
7201.280.72
7250.880.56
7300.160.24
7350.720.08
7400.560.08
7450.080.08
7500.480.08
7550.560.08
7600.160.24
7650.720.08
7700.560.08
7750.240.08
7800.640.24
7850.560.08
7900.240
7950.40.08
8000.560.08
8050.240.32
8100.320.16
8150.560.08
8200.40.08
8250.320.24
8301.121.12
8350.561.28
8400.320.32
8450.720.24
8500.560.4
8550.321.12
8600.720.24
8650.640.24
8700.240.24
8750.720.24
8800.720.24
8850.240.16
8900.640.16
8950.720.24
9000.240.24
9050.640.24
9100.720.24
9150.320.16
9200.560.24
9250.720.16
9300.480.32
9350.480.24
9400.640.16
9450.40.16
9500.320.16
9550.640.16
9600.640.08
9650.320.08
9701.761.04
9751.681.12
9801.21.12
98500
9900
a
a
Sheet4
no CDC w/suppl
CDC 10%
Time (s)
Usage (#CPUS)
USR + SYS Time
-
CPU Consumption50% DML Change tracking
Chart2
0.640.24
0.720.32
0.640.24
0.640.32
0.720.32
0.560.24
0.480.24
0.720.24
0.80.24
0.480.32
0.80.24
0.880.24
0.320.32
0.720.24
0.720.24
0.240.32
0.720.24
0.80.24
0.40.32
0.720.24
0.720.24
0.40.24
0.640.24
0.720.24
0.560.24
0.480.24
0.80.24
0.560.24
0.480.24
0.720.24
0.640.24
0.560.24
0.880.24
0.720.32
0.560.48
0.880.24
0.480.24
0.720.48
0.960.32
0.480.24
0.720.32
0.880.32
0.480.24
0.80.48
0.880.24
0.480.24
0.80.32
1.040.32
0.480.24
0.640.16
0.80
0.160
0.480
0.560.08
0.240
0.480
0.720
0.320.08
0.320.08
0.720.08
0.40.08
0.320.08
1.361.04
1.120.88
1.441.2
2.562.16
2.722.64
2.722.72
3.122.96
3.043.44
3.364.08
3.924.08
3.684.24
4.565.2
4.85.28
4.085.12
4.485.28
3.64.8
3.524.48
3.764.16
3.364.96
3.924.4
3.684.48
3.364.56
3.924.16
3.524.4
3.363.92
3.764.8
3.364.24
3.764
3.764.64
3.364.4
3.844.8
3.443.76
3.524.8
4.084.4
3.283.84
3.64.32
44.8
3.363.92
3.64.24
3.524.4
3.684.4
3.524.24
3.684.08
3.764.32
3.284.4
3.923.84
3.64.48
3.64.4
3.844.4
3.24.48
3.844.24
3.684.56
3.24.4
3.844.32
3.444.64
3.524.48
3.64.32
3.444.24
3.924.64
3.23.84
3.924.16
3.444.24
3.284.8
3.924.16
3.123.92
3.764.24
3.684.48
3.444.08
3.764.72
3.284.16
3.764.72
3.684.24
3.284.4
3.124.72
2.563.92
2.563.6
2.43.28
1.63.2
1.842.24
1.522.24
0.721.92
1.281.44
0.881.12
0.160.72
0.720.4
0.560.16
0.080.08
0.480.08
0.560.08
0.160.08
0.720.08
0.560.08
0.240.08
0.640.08
0.560.16
0.240.16
0.40.08
0.560.08
0.240.08
0.320.08
0.560.08
0.40.08
0.320.08
1.120.64
0.560.4
0.320.4
0.720.4
0.560.24
0.320.24
0.720.24
0.640.24
0.240.24
0.720.24
0.720.24
0.240.24
0.640.24
0.720.4
0.240.24
0.640.24
0.720.32
0.320.24
0.560.24
0.720.16
0.480.16
0.480.16
0.640.4
0.40.24
0.320.16
0.640.32
0.640.08
0.320.08
1.760.96
1.681.12
1.21.12
01.12
00
no CDC w/suppl
CDC 50%
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet1
50.160.64
100.160.72
150.480.64
200.240.64
250.240.72
300.40.56
350.160.48
400.240.72
450.160.8
500.160.48
550.160.8
600.560.88
650.240.32
700.320.72
750.560.72
800.240.24
850.480.72
900.560.8
950.240.4
1000.160.72
1050.160.72
1100.160.4
1150.320.64
1200.320.72
1250.240.56
1300.240.48
1350.160.8
1400.160.56
1450.160.48
1500.160.72
1550.240.64
1600.160.56
1650.240.88
1700.240.72
1750.240.56
1800.240.88
1850.160.48
1900.240.72
1950.240.96
2000.160.48
2050.160.72
2100.240.88
2150.160.48
2200.240.8
2250.160.88
2300.240.48
2350.240.8
2400.241.04
2450.240.48
2500.160.64
2550.240.8
26000.16
26500.48
2700.240.56
27500.24
28000.48
28500.72
29000.32
29500.32
3000.240.72
30500.4
31000.32
3151.041.36
3200.561.12
3251.21.44
33022.56
3352.322.72
3402.242.72
3452.43.12
3502.83.04
3552.963.36
3603.363.92
3653.63.68
3703.844.56
3754.244.8
3803.924.08
3853.684.48
3903.443.6
3953.23.52
4003.043.76
4053.283.36
4103.23.92
4153.123.68
4203.23.36
4253.123.92
4303.23.52
4353.043.36
4403.123.76
4453.23.36
4503.23.76
4553.283.76
4603.23.36
4652.963.84
4703.043.44
4753.043.52
4803.124.08
4853.23.28
4903.443.6
4953.284
5003.23.36
5053.123.6
5103.523.52
5153.123.68
5203.23.52
5253.23.68
5303.23.76
5353.123.28
5403.363.92
5453.283.6
5503.23.6
5553.363.84
5603.283.2
5653.283.84
5703.23.68
5753.123.2
5803.123.84
5853.23.44
5903.043.52
5953.23.6
6003.363.44
6052.963.92
6103.23.2
6153.283.92
6203.123.44
6253.283.28
6302.83.92
6353.283.12
6403.283.76
6453.23.68
6503.523.44
6553.043.76
6603.283.28
6653.23.76
6703.123.68
6752.83.28
6802.163.12
68522.56
6901.62.56
6951.362.4
7001.121.6
7051.041.84
7100.721.52
7150.480.72
7200.321.28
7250.080.88
73000.16
7350.240.72
74000.56
74500.08
7500.240.48
75500.56
76000.16
76500.72
77000.56
77500.24
7800.240.64
78500.56
79000.24
7950.240.4
80000.56
80500.24
81000.32
81500.56
82000.4
82500.32
8300.481.12
8350.320.56
8400.160.32
8450.080.72
8500.080.56
8550.080.32
8600.080.72
8650.160.64
8700.160.24
8750.160.72
8800.080.72
8850.080.24
8900.160.64
8950.160.72
9000.160.24
9050.080.64
9100.080.72
9150.080.32
9200.080.56
9250.080.72
9300.160.48
9350.160.48
9400.160.64
9450.160.4
9500.080.32
9550.080.64
96000.64
96500.32
9700.881.76
9751.281.68
9801.041.2
9851.040
9900
Sheet1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
no CDC
no CDC supplimental
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet2
50.640.72
100.720.72
150.640.24
200.640.72
250.720.72
300.560.24
350.480.64
400.720.8
450.80.4
500.480.72
550.80.72
600.880.4
650.320.72
700.720.8
750.720.4
800.240.72
850.720.8
900.80.4
950.40.64
1000.720.8
1050.720.4
1100.40.64
1150.640.32
1200.720.8
1250.560.8
1300.480.4
1350.80.64
1400.560.8
1450.480.48
1500.720.64
1550.641.04
1600.560.48
1650.880.64
1700.721.04
1750.560.56
1800.880.56
1850.480.8
1900.720.56
1950.960.48
2000.481.04
2050.720.56
2100.880.56
2150.481.04
2200.80.72
2250.880.48
2300.480.8
2350.80.72
2401.040.32
2450.480.8
2500.640.56
2550.80.32
2600.160.56
2650.480.4
2700.560.32
2750.240.64
2800.480.4
2850.720.16
2900.320.56
2950.320.4
3000.720.16
3050.40.64
3100.320.56
3151.361.04
3201.121.04
3251.441.76
3302.562.16
3352.723.2
3402.723.52
3453.123.28
3503.045.04
3553.364.56
3603.925.36
3653.685.76
3704.566.56
3754.86.88
3804.086.56
3854.486.56
3903.66.48
3953.526.4
4003.766
4053.366.56
4103.926.24
4153.686.4
4203.365.28
4253.926.4
4303.526
4353.366.24
4403.765.92
4453.366.4
4503.766
4553.766.24
4603.366.08
4653.846.72
4703.445.36
4753.526.24
4804.086
4853.286.08
4903.65.76
49546
5003.366.24
5053.66.32
5103.526.4
5153.686.72
5203.526.96
5253.686.48
5303.766.08
5353.286.72
5403.926.4
5453.66
5503.66.32
5553.846.96
5603.25.6
5653.846.24
5703.685.76
5753.26.72
5803.845.84
5853.446.08
5903.526.16
5953.65.92
6003.446
6053.925.6
6103.25.84
6153.926.32
6203.445.6
6253.286.08
6303.926.16
6353.126.64
6403.765.44
6453.685.92
6503.446.4
6553.766.4
6603.285.28
6653.766.4
6703.686.48
6753.285.76
6803.125.68
6852.565.84
6902.565.84
6952.44.72
7001.64.8
7051.844
7101.524.24
7150.723.28
7201.282.32
7250.882.88
7300.161.76
7350.721.2
7400.561.36
7450.080.64
7500.480.16
7550.560.64
7600.160.56
7650.720.16
7700.560.56
7750.240.56
7800.640.16
7850.560.64
7900.240.64
7950.40.08
8000.560.8
8050.240.64
8100.320.16
8150.560.56
8200.40.56
8250.320.24
8301.121.04
8350.560.96
8400.320.4
8450.720.56
8500.560.72
8550.320.4
8600.720.56
8650.641.52
8700.240.48
8750.720.64
8800.720.72
8850.240.48
8900.640.56
8950.720.72
9000.240.56
9050.640.32
9100.720.72
9150.320.64
9200.560.4
9250.720.72
9300.480.72
9350.480.4
9400.640.64
9450.40.8
9500.320.24
9550.640.56
9600.640.48
9650.320.24
9701.761.2
9751.681.6
9801.21.28
98501.36
99000
Sheet2
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
no CDC supplimental
CDC 100%
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet3
50.720.72
100.720.8
150.240.4
200.720.724.4
250.720.884.24
300.240.324.08
350.640.722
400.80.72
450.40.24
500.720.72
550.720.72
600.40.32
650.720.64
700.80.72
750.40.4
800.720.56
850.80.72
900.40.32
950.640.64
1000.80.8
1050.40.4
1100.640.48
1150.320.72
1200.80.48
1250.80.48
1300.40.72
1350.640.56
1400.80.48
1450.480.72
1500.640.56
1551.040.4
1600.480.72
1650.640.24
1701.040.24
1750.560.48
1800.560.48
1850.80.72
1900.560.56
1950.480.48
2001.040.72
2050.560.8
2100.560.32
2151.040.72
2200.720.8
2250.480.32
2300.80.72
2350.720.64
2400.320.32
2450.80.72
2500.560.88
2550.320
2600.560.48
2650.40.72
2700.320.08
2750.640.48
2800.40.48
2850.160.08
2900.560.08
2950.40.08
3000.160.48
3050.640.08
3100.560.08
3151.041.36
3201.041.04
3251.761.52
3302.162.72
3353.21.92
3403.521.84
3453.282.08
3505.041.76
3554.561.84
3605.362.08
3655.764.48
3706.565.28
3756.885.12
3806.564.96
3856.564.56
3906.484.24
3956.44.08
40063.44
4056.564.64
4106.243.52
4156.44.08
4205.284.16
4256.44.32
43064
4356.243.36
4405.924.64
4456.44.08
45064
4556.244.08
4606.084.32
4656.724.16
4705.363.36
4756.244.56
48063.76
4856.083.68
4905.764.24
49564
5006.243.92
5056.324
5106.44.08
5156.724.24
5206.963.36
5256.484
5306.083.76
5356.724.48
5406.43.84
54563.76
5506.324.08
5556.964
5605.63.92
5656.243.28
5705.764.4
5756.723.76
5805.843.92
5856.084.16
5906.164
5955.924.16
60063.44
6055.64.24
6105.844.08
6156.323.84
6205.64
6256.083.92
6306.164.4
6356.643.12
6405.444.08
6455.924
6506.44.24
6556.44
6605.283.84
6656.44.24
6706.483.84
6755.763.6
6805.684.24
6855.844.08
6905.843.92
6954.723.52
7004.84.24
70543.84
7104.243.76
7153.283.92
7202.323.52
7252.882.4
7301.760.88
7351.20.88
7401.360.8
7450.640.4
7500.160.48
7550.640.48
7600.560.16
7650.160.32
7700.560.56
7750.560.16
7800.160.48
7850.640.48
7900.640.16
7950.080.48
8000.80.56
8050.640.08
8100.160.08
8150.560.08
8200.560.56
8250.240.08
8301.040.32
8350.960.48
8400.40.64
8450.560.16
8500.720.24
8550.40.48
8600.560.32
8651.520.24
8700.480.16
8750.640.16
8800.720.16
8850.480.16
8900.560.16
8950.720.24
9000.560.56
9050.320.24
9100.720.24
9150.640.64
9200.40.56
9250.720.48
9300.720.24
9350.40.24
9400.640.88
9450.80.16
9500.240.16
9550.560.4
9600.480.32
9650.240.16
9701.20.8
9751.61.04
9801.281.04
9851.361.28
99000
a
a
Sheet3
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
CDC 100%
Sync CDC
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet4
50.640.16
100.720.24
150.640.16
200.640.24
250.720.24
300.560.16
350.480.16
400.720.4
450.80.24
500.480.16
550.80.24
600.880.4
650.320.24
700.720.16
750.720.24
800.240.24
850.720.4
900.80.24
950.40.24
1000.720.24
1050.720.4
1100.40.24
1150.640.24
1200.720.16
1250.560.16
1300.480.16
1350.80.24
1400.560.16
1450.480.24
1500.720.24
1550.640.24
1600.560.24
1650.880.24
1700.720.24
1750.560.32
1800.880.16
1850.480.16
1900.720.24
1950.960.24
2000.480.24
2050.720.24
2100.880.24
2150.480.24
2200.80.24
2250.880.16
2300.480.24
2350.80.32
2401.040.24
2450.480.24
2500.640.24
2550.80.16
2600.160.24
2650.480.16
2700.560.08
2750.240.08
2800.480.24
2850.720
2900.320.08
2950.320.16
3000.720.24
3050.40.08
3100.320.08
3151.360.88
3201.120.96
3251.441.52
3302.562.16
3352.722.48
3402.722.56
3453.122.72
3503.043.12
3553.363.28
3603.923.68
3653.683.84
3704.564.4
3754.84.64
3804.084.4
3854.484.32
3903.64.08
3953.523.6
4003.763.52
4053.363.92
4103.924
4153.683.84
4203.363.68
4253.923.84
4303.523.76
4353.363.52
4403.763.76
4453.363.6
4503.763.6
4553.763.92
4603.363.68
4653.843.68
4703.443.92
4753.523.6
4804.083.6
4853.283.84
4903.63.2
49544.08
5003.363.6
5053.63.76
5103.523.76
5153.683.6
5203.523.92
5253.683.84
5303.763.76
5353.283.68
5403.923.84
5453.63.68
5503.63.92
5553.843.36
5603.24
5653.843.92
5703.683.52
5753.23.68
5803.843.6
5853.443.68
5903.523.84
5953.63.52
6003.443.68
6053.923.52
6103.23.84
6153.923.52
6203.443.6
6253.283.68
6303.923.6
6353.123.6
6403.763.84
6453.683.68
6503.443.6
6553.763.92
6603.283.84
6653.763.6
6703.683.6
6753.283.76
6803.123.2
6852.562.88
6902.562.56
6952.42.32
7001.61.92
7051.841.76
7101.521.44
7150.721.12
7201.280.72
7250.880.56
7300.160.24
7350.720.08
7400.560.08
7450.080.08
7500.480.08
7550.560.08
7600.160.24
7650.720.08
7700.560.08
7750.240.08
7800.640.24
7850.560.08
7900.240
7950.40.08
8000.560.08
8050.240.32
8100.320.16
8150.560.08
8200.40.08
8250.320.24
8301.121.12
8350.561.28
8400.320.32
8450.720.24
8500.560.4
8550.321.12
8600.720.24
8650.640.24
8700.240.24
8750.720.24
8800.720.24
8850.240.16
8900.640.16
8950.720.24
9000.240.24
9050.640.24
9100.720.24
9150.320.16
9200.560.24
9250.720.16
9300.480.32
9350.480.24
9400.640.16
9450.40.16
9500.320.16
9550.640.16
9600.640.08
9650.320.08
9701.761.04
9751.681.12
9801.21.12
98500
9900
a
a
Sheet4
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
no CDC w/suppl
CDC 10%
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet5
50.640.24
100.720.32
150.640.24
200.640.32
250.720.32
300.560.24
350.480.24
400.720.24
450.80.24
500.480.32
550.80.24
600.880.24
650.320.32
700.720.24
750.720.24
800.240.32
850.720.24
900.80.24
950.40.32
1000.720.24
1050.720.24
1100.40.24
1150.640.24
1200.720.24
1250.560.24
1300.480.24
1350.80.24
1400.560.24
1450.480.24
1500.720.24
1550.640.24
1600.560.24
1650.880.24
1700.720.32
1750.560.48
1800.880.24
1850.480.24
1900.720.48
1950.960.32
2000.480.24
2050.720.32
2100.880.32
2150.480.24
2200.80.48
2250.880.24
2300.480.24
2350.80.32
2401.040.32
2450.480.24
2500.640.16
2550.80
2600.160
2650.480
2700.560.08
2750.240
2800.480
2850.720
2900.320.08
2950.320.08
3000.720.08
3050.40.08
3100.320.08
3151.361.04
3201.120.88
3251.441.2
3302.562.16
3352.722.64
3402.722.72
3453.122.96
3503.043.44
3553.364.08
3603.924.08
3653.684.24
3704.565.2
3754.85.28
3804.085.12
3854.485.28
3903.64.8
3953.524.48
4003.764.16
4053.364.96
4103.924.4
4153.684.48
4203.364.56
4253.924.16
4303.524.4
4353.363.92
4403.764.8
4453.364.24
4503.764
4553.764.64
4603.364.4
4653.844.8
4703.443.76
4753.524.8
4804.084.4
4853.283.84
4903.64.32
49544.8
5003.363.92
5053.64.24
5103.524.4
5153.684.4
5203.524.24
5253.684.08
5303.764.32
5353.284.4
5403.923.84
5453.64.48
5503.64.4
5553.844.4
5603.24.48
5653.844.24
5703.684.56
5753.24.4
5803.844.32
5853.444.64
5903.524.48
5953.64.32
6003.444.24
6053.924.64
6103.23.84
6153.924.16
6203.444.24
6253.284.8
6303.924.16
6353.123.92
6403.764.24
6453.684.48
6503.444.08
6553.764.72
6603.284.16
6653.764.72
6703.684.24
6753.284.4
6803.124.72
6852.563.92
6902.563.6
6952.43.28
7001.63.2
7051.842.24
7101.522.24
7150.721.92
7201.281.44
7250.881.12
7300.160.72
7350.720.4
7400.560.16
7450.080.08
7500.480.08
7550.560.08
7600.160.08
7650.720.08
7700.560.08
7750.240.08
7800.640.08
7850.560.16
7900.240.16
7950.40.08
8000.560.08
8050.240.08
8100.320.08
8150.560.08
8200.40.08
8250.320.08
8301.120.64
8350.560.4
8400.320.4
8450.720.4
8500.560.24
8550.320.24
8600.720.24
8650.640.24
8700.240.24
8750.720.24
8800.720.24
8850.240.24
8900.640.24
8950.720.4
9000.240.24
9050.640.24
9100.720.32
9150.320.24
9200.560.24
9250.720.16
9300.480.16
9350.480.16
9400.640.4
9450.40.24
9500.320.16
9550.640.32
9600.640.08
9650.320.08
9701.760.96
9751.681.12
9801.21.12
98501.12
99000
a
a
Sheet5
00
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00
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00
00
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00
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00
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00
00
00
00
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00
00
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00
00
00
00
00
00
00
00
00
00
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00
00
00
00
00
00
00
00
00
00
00
00
00
00
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00
00
00
00
00
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00
00
00
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00
00
00
00
00
00
00
00
00
00
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00
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00
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00
00
00
no CDC w/suppl
CDC 50%
Time (s)
Usage (#CPUS)
USR + SYS Time
-
CPU Consumption10%,100% DML Change tracking
Chart3
0.640.160.72
0.720.240.72
0.640.160.24
0.640.240.72
0.720.240.72
0.560.160.24
0.480.160.64
0.720.40.8
0.80.240.4
0.480.160.72
0.80.240.72
0.880.40.4
0.320.240.72
0.720.160.8
0.720.240.4
0.240.240.72
0.720.40.8
0.80.240.4
0.40.240.64
0.720.240.8
0.720.40.4
0.40.240.64
0.640.240.32
0.720.160.8
0.560.160.8
0.480.160.4
0.80.240.64
0.560.160.8
0.480.240.48
0.720.240.64
0.640.241.04
0.560.240.48
0.880.240.64
0.720.241.04
0.560.320.56
0.880.160.56
0.480.160.8
0.720.240.56
0.960.240.48
0.480.241.04
0.720.240.56
0.880.240.56
0.480.241.04
0.80.240.72
0.880.160.48
0.480.240.8
0.80.320.72
1.040.240.32
0.480.240.8
0.640.240.56
0.80.160.32
0.160.240.56
0.480.160.4
0.560.080.32
0.240.080.64
0.480.240.4
0.7200.16
0.320.080.56
0.320.160.4
0.720.240.16
0.40.080.64
0.320.080.56
1.360.881.04
1.120.961.04
1.441.521.76
2.562.162.16
2.722.483.2
2.722.563.52
3.122.723.28
3.043.125.04
3.363.284.56
3.923.685.36
3.683.845.76
4.564.46.56
4.84.646.88
4.084.46.56
4.484.326.56
3.64.086.48
3.523.66.4
3.763.526
3.363.926.56
3.9246.24
3.683.846.4
3.363.685.28
3.923.846.4
3.523.766
3.363.526.24
3.763.765.92
3.363.66.4
3.763.66
3.763.926.24
3.363.686.08
3.843.686.72
3.443.925.36
3.523.66.24
4.083.66
3.283.846.08
3.63.25.76
44.086
3.363.66.24
3.63.766.32
3.523.766.4
3.683.66.72
3.523.926.96
3.683.846.48
3.763.766.08
3.283.686.72
3.923.846.4
3.63.686
3.63.926.32
3.843.366.96
3.245.6
3.843.926.24
3.683.525.76
3.23.686.72
3.843.65.84
3.443.686.08
3.523.846.16
3.63.525.92
3.443.686
3.923.525.6
3.23.845.84
3.923.526.32
3.443.65.6
3.283.686.08
3.923.66.16
3.123.66.64
3.763.845.44
3.683.685.92
3.443.66.4
3.763.926.4
3.283.845.28
3.763.66.4
3.683.66.48
3.283.765.76
3.123.25.68
2.562.885.84
2.562.565.84
2.42.324.72
1.61.924.8
1.841.764
1.521.444.24
0.721.123.28
1.280.722.32
0.880.562.88
0.160.241.76
0.720.081.2
0.560.081.36
0.080.080.64
0.480.080.16
0.560.080.64
0.160.240.56
0.720.080.16
0.560.080.56
0.240.080.56
0.640.240.16
0.560.080.64
0.2400.64
0.40.080.08
0.560.080.8
0.240.320.64
0.320.160.16
0.560.080.56
0.40.080.56
0.320.240.24
1.121.121.04
0.561.280.96
0.320.320.4
0.720.240.56
0.560.40.72
0.321.120.4
0.720.240.56
0.640.241.52
0.240.240.48
0.720.240.64
0.720.240.72
0.240.160.48
0.640.160.56
0.720.240.72
0.240.240.56
0.640.240.32
0.720.240.72
0.320.160.64
0.560.240.4
0.720.160.72
0.480.320.72
0.480.240.4
0.640.160.64
0.40.160.8
0.320.160.24
0.640.160.56
0.640.080.48
0.320.080.24
1.761.041.2
1.681.121.6
1.21.121.28
001.36
09900
no CDC w/suppl
CDC 10%
CDC 100%
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet1
50.160.64
100.160.72
150.480.64
200.240.64
250.240.72
300.40.56
350.160.48
400.240.72
450.160.8
500.160.48
550.160.8
600.560.88
650.240.32
700.320.72
750.560.72
800.240.24
850.480.72
900.560.8
950.240.4
1000.160.72
1050.160.72
1100.160.4
1150.320.64
1200.320.72
1250.240.56
1300.240.48
1350.160.8
1400.160.56
1450.160.48
1500.160.72
1550.240.64
1600.160.56
1650.240.88
1700.240.72
1750.240.56
1800.240.88
1850.160.48
1900.240.72
1950.240.96
2000.160.48
2050.160.72
2100.240.88
2150.160.48
2200.240.8
2250.160.88
2300.240.48
2350.240.8
2400.241.04
2450.240.48
2500.160.64
2550.240.8
26000.16
26500.48
2700.240.56
27500.24
28000.48
28500.72
29000.32
29500.32
3000.240.72
30500.4
31000.32
3151.041.36
3200.561.12
3251.21.44
33022.56
3352.322.72
3402.242.72
3452.43.12
3502.83.04
3552.963.36
3603.363.92
3653.63.68
3703.844.56
3754.244.8
3803.924.08
3853.684.48
3903.443.6
3953.23.52
4003.043.76
4053.283.36
4103.23.92
4153.123.68
4203.23.36
4253.123.92
4303.23.52
4353.043.36
4403.123.76
4453.23.36
4503.23.76
4553.283.76
4603.23.36
4652.963.84
4703.043.44
4753.043.52
4803.124.08
4853.23.28
4903.443.6
4953.284
5003.23.36
5053.123.6
5103.523.52
5153.123.68
5203.23.52
5253.23.68
5303.23.76
5353.123.28
5403.363.92
5453.283.6
5503.23.6
5553.363.84
5603.283.2
5653.283.84
5703.23.68
5753.123.2
5803.123.84
5853.23.44
5903.043.52
5953.23.6
6003.363.44
6052.963.92
6103.23.2
6153.283.92
6203.123.44
6253.283.28
6302.83.92
6353.283.12
6403.283.76
6453.23.68
6503.523.44
6553.043.76
6603.283.28
6653.23.76
6703.123.68
6752.83.28
6802.163.12
68522.56
6901.62.56
6951.362.4
7001.121.6
7051.041.84
7100.721.52
7150.480.72
7200.321.28
7250.080.88
73000.16
7350.240.72
74000.56
74500.08
7500.240.48
75500.56
76000.16
76500.72
77000.56
77500.24
7800.240.64
78500.56
79000.24
7950.240.4
80000.56
80500.24
81000.32
81500.56
82000.4
82500.32
8300.481.12
8350.320.56
8400.160.32
8450.080.72
8500.080.56
8550.080.32
8600.080.72
8650.160.64
8700.160.24
8750.160.72
8800.080.72
8850.080.24
8900.160.64
8950.160.72
9000.160.24
9050.080.64
9100.080.72
9150.080.32
9200.080.56
9250.080.72
9300.160.48
9350.160.48
9400.160.64
9450.160.4
9500.080.32
9550.080.64
96000.64
96500.32
9700.881.76
9751.281.68
9801.041.2
9851.040
9900
Sheet1
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
no CDC
no CDC supplimental
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet2
50.640.72
100.720.72
150.640.24
200.640.72
250.720.72
300.560.24
350.480.64
400.720.8
450.80.4
500.480.72
550.80.72
600.880.4
650.320.72
700.720.8
750.720.4
800.240.72
850.720.8
900.80.4
950.40.64
1000.720.8
1050.720.4
1100.40.64
1150.640.32
1200.720.8
1250.560.8
1300.480.4
1350.80.64
1400.560.8
1450.480.48
1500.720.64
1550.641.04
1600.560.48
1650.880.64
1700.721.04
1750.560.56
1800.880.56
1850.480.8
1900.720.56
1950.960.48
2000.481.04
2050.720.56
2100.880.56
2150.481.04
2200.80.72
2250.880.48
2300.480.8
2350.80.72
2401.040.32
2450.480.8
2500.640.56
2550.80.32
2600.160.56
2650.480.4
2700.560.32
2750.240.64
2800.480.4
2850.720.16
2900.320.56
2950.320.4
3000.720.16
3050.40.64
3100.320.56
3151.361.04
3201.121.04
3251.441.76
3302.562.16
3352.723.2
3402.723.52
3453.123.28
3503.045.04
3553.364.56
3603.925.36
3653.685.76
3704.566.56
3754.86.88
3804.086.56
3854.486.56
3903.66.48
3953.526.4
4003.766
4053.366.56
4103.926.24
4153.686.4
4203.365.28
4253.926.4
4303.526
4353.366.24
4403.765.92
4453.366.4
4503.766
4553.766.24
4603.366.08
4653.846.72
4703.445.36
4753.526.24
4804.086
4853.286.08
4903.65.76
49546
5003.366.24
5053.66.32
5103.526.4
5153.686.72
5203.526.96
5253.686.48
5303.766.08
5353.286.72
5403.926.4
5453.66
5503.66.32
5553.846.96
5603.25.6
5653.846.24
5703.685.76
5753.26.72
5803.845.84
5853.446.08
5903.526.16
5953.65.92
6003.446
6053.925.6
6103.25.84
6153.926.32
6203.445.6
6253.286.08
6303.926.16
6353.126.64
6403.765.44
6453.685.92
6503.446.4
6553.766.4
6603.285.28
6653.766.4
6703.686.48
6753.285.76
6803.125.68
6852.565.84
6902.565.84
6952.44.72
7001.64.8
7051.844
7101.524.24
7150.723.28
7201.282.32
7250.882.88
7300.161.76
7350.721.2
7400.561.36
7450.080.64
7500.480.16
7550.560.64
7600.160.56
7650.720.16
7700.560.56
7750.240.56
7800.640.16
7850.560.64
7900.240.64
7950.40.08
8000.560.8
8050.240.64
8100.320.16
8150.560.56
8200.40.56
8250.320.24
8301.121.04
8350.560.96
8400.320.4
8450.720.56
8500.560.72
8550.320.4
8600.720.56
8650.641.52
8700.240.48
8750.720.64
8800.720.72
8850.240.48
8900.640.56
8950.720.72
9000.240.56
9050.640.32
9100.720.72
9150.320.64
9200.560.4
9250.720.72
9300.480.72
9350.480.4
9400.640.64
9450.40.8
9500.320.24
9550.640.56
9600.640.48
9650.320.24
9701.761.2
9751.681.6
9801.21.28
98501.36
99000
Sheet2
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
00
no CDC supplimental
CDC 100%
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet3
50.720.72
100.720.8
150.240.4
200.720.724.4
250.720.884.24
300.240.324.08
350.640.722
400.80.72
450.40.24
500.720.72
550.720.72
600.40.32
650.720.64
700.80.72
750.40.4
800.720.56
850.80.72
900.40.32
950.640.64
1000.80.8
1050.40.4
1100.640.48
1150.320.72
1200.80.48
1250.80.48
1300.40.72
1350.640.56
1400.80.48
1450.480.72
1500.640.56
1551.040.4
1600.480.72
1650.640.24
1701.040.24
1750.560.48
1800.560.48
1850.80.72
1900.560.56
1950.480.48
2001.040.72
2050.560.8
2100.560.32
2151.040.72
2200.720.8
2250.480.32
2300.80.72
2350.720.64
2400.320.32
2450.80.72
2500.560.88
2550.320
2600.560.48
2650.40.72
2700.320.08
2750.640.48
2800.40.48
2850.160.08
2900.560.08
2950.40.08
3000.160.48
3050.640.08
3100.560.08
3151.041.36
3201.041.04
3251.761.52
3302.162.72
3353.21.92
3403.521.84
3453.282.08
3505.041.76
3554.561.84
3605.362.08
3655.764.48
3706.565.28
3756.885.12
3806.564.96
3856.564.56
3906.484.24
3956.44.08
40063.44
4056.564.64
4106.243.52
4156.44.08
4205.284.16
4256.44.32
43064
4356.243.36
4405.924.64
4456.44.08
45064
4556.244.08
4606.084.32
4656.724.16
4705.363.36
4756.244.56
48063.76
4856.083.68
4905.764.24
49564
5006.243.92
5056.324
5106.44.08
5156.724.24
5206.963.36
5256.484
5306.083.76
5356.724.48
5406.43.84
54563.76
5506.324.08
5556.964
5605.63.92
5656.243.28
5705.764.4
5756.723.76
5805.843.92
5856.084.16
5906.164
5955.924.16
60063.44
6055.64.24
6105.844.08
6156.323.84
6205.64
6256.083.92
6306.164.4
6356.643.12
6405.444.08
6455.924
6506.44.24
6556.44
6605.283.84
6656.44.24
6706.483.84
6755.763.6
6805.684.24
6855.844.08
6905.843.92
6954.723.52
7004.84.24
70543.84
7104.243.76
7153.283.92
7202.323.52
7252.882.4
7301.760.88
7351.20.88
7401.360.8
7450.640.4
7500.160.48
7550.640.48
7600.560.16
7650.160.32
7700.560.56
7750.560.16
7800.160.48
7850.640.48
7900.640.16
7950.080.48
8000.80.56
8050.640.08
8100.160.08
8150.560.08
8200.560.56
8250.240.08
8301.040.32
8350.960.48
8400.40.64
8450.560.16
8500.720.24
8550.40.48
8600.560.32
8651.520.24
8700.480.16
8750.640.16
8800.720.16
8850.480.16
8900.560.16
8950.720.24
9000.560.56
9050.320.24
9100.720.24
9150.640.64
9200.40.56
9250.720.48
9300.720.24
9350.40.24
9400.640.88
9450.80.16
9500.240.16
9550.560.4
9600.480.32
9650.240.16
9701.20.8
9751.61.04
9801.281.04
9851.361.28
99000
a
a
Sheet3
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CDC 100%
Sync CDC
Time (s)
Usage (#CPUS)
USR + SYS Time
Sheet4
50.640.16
100.720.24
150.640.16
200.640.24
250.720.24
300.560.16
350.480.16
400.720.4
450.80.24
500.480.16
550.80.24
600.880.4
650.320.24
700.720.16
750.720.24
800.240.24
850.720.4
900.80.24
950.40.24
1000.720.24
1050.720.4
1100.40.24
1150.640.24
1200.720.16
1250.560.16
1300.480.16
1350.80.24
1400.560.16
1450.480.24
1500.720.24
1550.640.24
1600.560.24
1650.880.24
1700.720.24
1750.560.32
1800.880.16
1850.480.16
1900.720.24
1950.960.24
2000.480.24
2050.720.24
2100.880.24
2150.480.24
2200.80.24
2250.880.16
2300.480.24
2350.80.32
2401.040.24
2450.480.24
2500.640.24
2550.80.16
2600.160.24
2650.480.16
2700.560.08
2750.240.08
2800.480.24
2850.720
2900.320.08
2950.320.16
3000.720.24
3050.40.08
3100.320.08
3151.360.88
3201.120.96
3251.441.52
3302.562.16
3352.722.48
3402.722.56
3453.122.72
3503.043.12
3553.363.28
3603.923.68
3653.683.84
3704.564.4
3754.84.64
3804.084.4
3854.484.32
3903.64.08
3953.523.6
4003.763.52
4053.363.92
4103.924
4153.683.84
4203.363.68
4253.923.84
4303.523.76
4353.363.52
4403.763.76
4453.363.6
4503.763.6
4553.763.92
4603.363.68
4653.843.68
4703.443.92
4753.523.6
4804.083.6
4853.283.84
4903.63.2
49544.08
5003.363.6
5053.63.76
5103.523.76
5153.683.6
5203.523.92
5253.683.84
5303.763.76
5353.283.68
5403.923.84
5453.63.68
5503.63.92
5553.843.36
5603.24
5653.843.92
5703.683.52
5753.23.68
5803.843.6
5853.443.68
5903.523.84
5953.63.52
6003.443.68
6053.923.52
6103.23.84
6153.923.52
6203.443.6
6253.283.68
6303.923.6
6353.123.6
6403.763.84
6453.683.68
6503.443.6
6553.763.92
6603.283.84
6653.763.6
6703.683.6
6753.283.76
6803.123.2
6852.562.88
6902.562.56
6952.42.32
7001.61.92
7051.841.76
7101.521.44
7150.721.12
7201.280.72
7250.880.56
7300.160.24
7350.720.08
7400.560.08
7450.080.08
7500.480.08
7550.560.08
7600.160.24
7650.720.08
7700.560.08
7750.240.08
7800.640.24
7850.560.08
7900.240
7950.40.08
8000.560.08
8050.240.32
8100.320.16
8150.560.08
8200.40.08
8250.320.24
8301.121.12
8350.561.28
8400.320.32
8450.720.24
8500.560.4
8550.321.12
8600.720.24
8650.640.24
8700.240.24
8750.720.24
8800.720.24
8850.240.16
8900.640.16
8950.720.24
9000.240.24
9050.640.24
9100.720.24
9150.320.16
9200.560.24
9250.720.16
9300.480.32
9350.480.24
9400.640.16
9450.40.16
9500.320.16
9550.640.16
9600.640.08
9650.320.08
9701.761.04
9751.681.12
9801.21.12
98500
9900
a
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Sheet4
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