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grey: no significant change wrt stddev
red: change exceeding max stddev
purple: some change, not seemingly significant

Aggregation: measureAggregations

Factorallocated MiBpeak allocated MiBtime_s
cache=n
dps=1
iters=10
policies=100
mean54.616-54.617=-0.000
σ0.348-0.350=-0.002
min54.485-54.482=0.003
max55.607-55.613=-0.006
mean418.000-419.000=-1.000
σ0.000
min418.000-419.000=-1.000
max418.000-419.000=-1.000
mean0.141-0.139=0.002
σ0.004-0.004=0.000
min0.137-0.133=0.004
max0.148-0.146=0.002
cache=y
dps=1
iters=10
policies=100
mean43.786-43.787=-0.001
σ0.007-0.007=-0.000
min43.779-43.777=0.003
max43.800-43.799=0.002
mean418.000-419.000=-1.000
σ0.000
min418.000-419.000=-1.000
max418.000-419.000=-1.000
mean0.123-0.124=-0.001
σ0.003-0.004=-0.001
min0.120-0.120=0.000
max0.128-0.130=-0.002

CSV - indexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on indexed
rows=200000
mean36.617
σ0.002
min36.615
max36.620
mean4289.875
σ1981.646
min1553.000
max7213.000
mean85.382
σ206.050
min12.311
max595.329
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.618
σ0.002
min36.616
max36.620
mean4289.875
σ1981.646
min1553.000
max7213.000
mean13.748
σ3.003
min12.097
max21.029
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7213.000
σ0.000
min7213.000
max7213.000
mean14.946
σ0.813
min13.123
max15.540
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.929
σ0.002
min41.928
max41.932
mean7213.000
σ0.000
min7213.000
max7213.000
mean14.252
σ1.426
min11.171
max15.542
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.928
σ0.002
min41.927
max41.931
mean4173.625
σ1904.153
min1553.000
max7213.000
mean13.817
σ1.569
min11.278
max15.450
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.604
σ0.002
min27.603
max27.607
mean4173.625
σ1904.153
min1553.000
max7213.000
mean9.378
σ0.389
min8.884
max9.731
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.400
σ0.002
min26.399
max26.403
mean4173.625
σ1904.153
min1553.000
max7213.000
mean6.481
σ0.477
min5.691
max7.135
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666
σ0.002
min25.664
max25.668
mean4289.875
σ1981.646
min1553.000
max7213.000
mean6.206
σ0.699
min5.643
max7.863
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661
σ0.002
min25.659
max25.663
mean4289.875
σ1981.646
min1553.000
max7213.000
mean5.751
σ0.804
min5.267
max7.684
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.968
σ0.002
min25.967
max25.971
mean4289.875
σ1981.646
min1553.000
max7213.000
mean5.685
σ0.497
min5.278
max6.867
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968
σ0.001
min25.967
max25.971
mean4289.875
σ1981.646
min1553.000
max7213.000
mean5.581
σ0.486
min5.201
max6.759
op=column_set() on indexed
mean36.618
σ0.002
min36.616
max36.620
mean4256.500
σ1889.015
min1919.000
max7545.000
mean12.382
σ0.245
min12.061
max12.848
op=column_set() on indexed, repeat
mean36.617
σ0.002
min36.615
max36.620
mean4256.500
σ1889.015
min1919.000
max7545.000
mean12.579
σ0.511
min11.357
max13.049
op=table_records(), no indexes
mean41.928
σ0.000
min41.928
max41.929
mean7545.000
σ0.000
min7545.000
max7545.000
mean13.867
σ1.032
min12.502
max15.076
op=table_records(), repeat
mean41.928
σ0.002
min41.927
max41.931
mean4256.500
σ1889.015
min1919.000
max7545.000
mean11.392
σ1.386
min10.219
max13.727
op=vertical_lookup_list() on indexed, after table_records()
mean27.605
σ0.002
min27.603
max27.607
mean4256.500
σ1889.015
min1919.000
max7545.000
mean8.150
σ0.418
min7.647
max8.673
op=vertical_lookup_list() on indexed, after table_records(), repeat
mean26.401
σ0.002
min26.399
max26.403
mean4256.500
σ1889.015
min1919.000
max7545.000
mean6.257
σ0.335
min5.680
max6.595
op=vertical_lookup_row_list() on 2 indexed
mean25.666
σ0.002
min25.664
max25.670
mean4256.500
σ1889.015
min1919.000
max7545.000
mean5.255
σ0.140
min5.080
max5.427
op=vertical_lookup_row_list() on 3 (1 unindexed)
mean25.968
σ0.002
min25.967
max25.971
mean4256.500
σ1889.015
min1919.000
max7545.000
mean5.106
σ0.044
min5.028
max5.164

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.595
σ0.002
min2524.594
max2524.598
mean7213.000
σ0.000
min7213.000
max7213.000
mean1382.942
σ518.697
min1030.130
max2327.352
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.561
σ0.040
min8744.545
max8744.660
mean3594.625
σ1820.520
min1074.000
max5830.000
mean5050.321
σ1712.352
min3536.041
max7524.919
op=load_product(), no indexes
mean2524.594
σ0.000
min2524.594
max2524.594
mean7545.000
σ0.000
min7545.000
max7545.000
mean1042.184
σ10.888
min1022.881
max1053.455
op=load_product(), with indexes
mean8744.559
σ0.033
min8744.544
max8744.640
mean3770.750
σ1626.628
min1919.000
max5940.000
mean4560.360
σ1473.799
min3540.863
max7449.143

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on unindexed, dense
rows=200000
mean62.077
σ0.002
min62.076
max62.080
mean4173.625
σ1904.153
min1553.000
max7213.000
mean80.416
σ9.276
min72.459
max99.316
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.078
σ0.002
min62.076
max62.080
mean4173.625
σ1904.153
min1553.000
max7213.000
mean81.486
σ8.510
min73.862
max97.932
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945
σ0.001
min40.944
max40.947
mean7213.000
σ0.000
min7213.000
max7213.000
mean103.863
σ7.507
min90.685
max109.358
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.945
σ0.002
min40.944
max40.947
mean7213.000
σ0.000
min7213.000
max7213.000
mean103.866
σ7.516
min90.755
max109.590
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951
σ0.002
min40.949
max40.954
mean7213.000
σ0.000
min7213.000
max7213.000
mean106.402
σ7.171
min93.190
max113.087
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950
σ0.002
min40.948
max40.953
mean7213.000
σ0.000
min7213.000
max7213.000
mean104.254
σ7.787
min90.303
max109.386
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687
σ0.002
min66.686
max66.689
mean7213.000
σ0.000
min7213.000
max7213.000
mean234.352
σ212.068
min141.186
max758.557
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687
σ0.002
min66.685
max66.690
mean7213.000
σ0.000
min7213.000
max7213.000
mean156.344
σ14.152
min133.593
max168.520
op=column_set() on unindexed, dense
mean62.077
σ0.002
min62.076
max62.080
mean4256.500
σ1889.015
min1919.000
max7545.000
mean83.336
σ6.526
min71.900
max90.251
op=vertical_lookup_list() on unindexed missing Int
mean40.944
σ0.001
min40.944
max40.948
mean7545.000
σ0.000
min7545.000
max7545.000
mean242.226
σ408.604
min83.999
max1253.253
op=vertical_lookup_row_list() on unindexed small unique Int
mean66.686
σ0.000
min66.685
max66.687
mean7545.000
σ0.000
min7545.000
max7545.000
mean152.794
σ12.933
min134.446
max166.441

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318
min11655.305
max11667.519
mean4173.625
σ1904.153
min1553.000
max7213.000
mean7249.844
σ1076.279
min4928.936
max8052.037
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.066
σ0.002
min11560.064
max11560.068
mean7213.000
σ0.000
min7213.000
max7213.000
mean5641.799
σ1352.212
min4400.086
max7755.147
op=table_records()
mean11656.832
σ4.317
min11655.305
max11667.516
mean4256.500
σ1889.015
min1919.000
max7545.000
mean6386.868
σ1256.740
min4995.651
max8013.681
op=vertical_lookup_list() on indexed
mean11560.068
σ0.001
min11560.066
max11560.069
mean7545.000
σ0.000
min7545.000
max7545.000
mean5116.458
σ918.074
min4362.649
max6707.116

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.662
σ0.010
min172.648
max172.674
mean489.125
σ0.354
min489.000
max490.000
mean383.351
σ25.365
min352.114
max426.820
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.468
σ0.135
min357.321
max357.619
mean566.000
σ0.000
min566.000
max566.000
mean746.540
σ67.234
min623.709
max820.795
op=pointedIndexFromKvs
rows=200000
mean172.584
σ0.023
min172.558
max172.616
mean1919.000
σ0.000
min1919.000
max1919.000
mean368.668
σ25.048
min344.781
max416.756
op=pointedIndexFromKvs
rows=400000
mean357.361
σ0.037
min357.321
max357.400
mean1919.000
σ0.000
min1919.000
max1919.000
mean740.751
σ62.404
min618.552
max801.504

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.185-1008.084=0.101
σ0.870-0.761=0.109
min1007.688-1007.608=0.081
max1011.789-1011.232=0.556
mean1039.750-7213.000=-6173.250
σ302.848-0.000=302.848
min558.000-7213.000=-6655.000
max1466.000-7213.000=-5747.000
mean1.551-1.562=-0.011
σ0.093-0.145=-0.053
min1.349-1.434=-0.085
max1.771-2.067=-0.297

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883
σ0.002
min0.881
max0.886
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.408-0.309=0.099
σ0.132-0.110=0.022
min0.338-0.232=0.105
max0.644-0.504=0.140
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.900-0.638=0.262
σ0.101-0.073=0.028
min0.834-0.584=0.250
max1.076-0.763=0.313
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.551-0.387=0.164
σ0.053-0.029=0.024
min0.515-0.362=0.153
max0.643-0.435=0.209
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.860-0.705=0.155
σ0.045-0.119=-0.074
min0.821-0.581=0.240
max0.935-0.841=0.094

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.543-963.552=-0.009
σ0.025-0.024=0.001
min963.523-963.528=-0.005
max963.583-963.582=0.001
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.826-0.831=-0.005
σ0.057-0.023=0.034
min0.731-0.791=-0.059
max0.867-0.844=0.023
name=cdr_enhanced_4k_loc.art
mean884.854-884.853=0.001
σ0.007-0.006=0.001
min884.847
max884.862-884.859=0.003
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.706-0.657=0.049
σ0.038-0.071=-0.034
min0.665-0.601=0.063
max0.749-0.737=0.012

Parser: Record Parsing

Factorallocated MiBpeak allocated MiBtime (ms)
name=record_render_large_success.art
mean7.706-7.706=0.000
σ0.002-0.002=0.000
min7.705
max7.712-7.709=0.003
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean4.262-4.249=0.013
σ0.064-0.084=-0.021
min4.153-4.086=0.067
max4.479-4.552=-0.073
name=record_render_large_syntax_err.art
mean7.655-7.655=-0.000
σ0.002-0.002=-0.000
min7.654
max7.658-7.659=-0.002
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean4.276-4.247=0.029
σ0.086-0.066=0.020
min4.123-4.128=-0.005
max4.535-4.529=0.005
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.764-0.750=0.014
σ0.016-0.025=-0.008
min0.733-0.718=0.015
max0.865-0.921=-0.055
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.617-0.710=-0.093
σ0.104-0.019=0.085
min0.497-0.683=-0.185
max0.793-0.815=-0.022

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.484-297.407=0.077
σ0.225-0.223=0.002
min297.350-297.198=0.152
max298.109-297.976=0.133
mean1919.000-7213.000=-5294.000
σ0.000
min1919.000-7213.000=-5294.000
max1919.000-7213.000=-5294.000
mean0.567-0.584=-0.017
σ0.066-0.041=0.024
min0.507-0.505=0.002
max0.713-0.646=0.066

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.766-289.728=0.038
σ0.038-0.034=0.004
min289.729-289.683=0.046
max289.813-289.776=0.037
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.403-0.393=0.010
σ0.009-0.006=0.002
min0.397-0.389=0.008
max0.418-0.404=0.014
iters=5
new-facts=1
prior-facts=6402
mean1299.681-1299.642=0.039
σ0.100-0.099=0.001
min1299.547-1299.524=0.023
max1299.817-1299.771=0.046
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean2.334-1.946=0.388
σ0.159-0.114=0.045
min2.125-1.801=0.325
max2.468-2.085=0.384
iters=5
new-facts=6402
prior-facts=1
mean1542.710-1542.628=0.082
σ3.994-4.058=-0.064
min1540.815-1540.581=0.234
max1549.853-1549.878=-0.026
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean2.465-2.262=0.203
σ0.176-0.220=-0.044
min2.237-2.044=0.193
max2.641-2.602=0.039
iters=5
new-facts=6402
prior-facts=6402
mean1861.629-1861.603=0.026
σ0.061-0.059=0.002
min1861.548-1861.525=0.023
max1861.695-1861.652=0.043
mean1738.800-7213.000=-5474.200
σ187.617-0.000=187.617
min1494.000-7213.000=-5719.000
max1919.000-7213.000=-5294.000
mean3.058-2.993=0.065
σ0.243-0.093=0.149
min2.862-2.874=-0.012
max3.474-3.111=0.364

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.751-1.574=0.177
σ0.158-0.209=-0.050
min1.566-1.288=0.278
max1.918-1.748=0.170

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.146-446.150=-0.004
σ577.065-577.064=0.001
min157.613-157.617=-0.004
max1311.743-1311.746=-0.003
mean96.250
σ8.500
min92.000
max109.000
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean0.550-0.565=-0.015
σ0.572-0.586=-0.013
min0.262-0.266=-0.004
max1.409-1.443=-0.034
policies=20
mean1576.415-1576.422=-0.007
σ0.372-0.341=0.031
min1576.163-1576.188=-0.024
max1576.968-1576.928=0.040
mean920.000
σ0.000
min920.000
max920.000
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean2.661-2.636=0.025
σ0.032-0.029=0.003
min2.627-2.606=0.022
max2.704-2.674=0.030
policies=200
mean15772.216-15772.218=-0.002
σ0.129-0.165=-0.037
min15772.031-15772.039=-0.007
max15772.329-15772.414=-0.084
mean9200.000
σ0.000
min9200.000
max9200.000
mean1466.000-7213.000=-5747.000
σ0.000
min1466.000-7213.000=-5747.000
max1466.000-7213.000=-5747.000
mean26.581-26.446=0.135
σ0.104-0.150=-0.046
min26.438-26.353=0.085
max26.683-26.670=0.013