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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
mean53.705-54.057=-0.352
σ0.367-0.369=-0.002
min53.565-53.915=-0.350
max54.750-55.108=-0.358
mean416.000-414.000=2.000
σ0.000
min416.000-414.000=2.000
max416.000-414.000=2.000
mean0.137-0.141=-0.004
σ0.005-0.003=0.002
min0.129-0.138=-0.009
max0.147-0.147=0.000
cache=y
dps=1
iters=10
policies=100
mean43.059-43.394=-0.335
σ0.006-0.007=-0.002
min43.052-43.383=-0.331
max43.067-43.407=-0.339
mean416.000-414.000=2.000
σ0.000
min416.000-414.000=2.000
max416.000-414.000=2.000
mean0.121-0.121=-0.001
σ0.004-0.004=0.000
min0.117-0.116=0.001
max0.127-0.128=-0.000

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
mean4289.750
σ1981.976
min1554.000
max7211.000
mean110.058
σ275.426
min12.516
max791.702
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617
σ0.002
min36.616
max36.620
mean4289.750
σ1981.976
min1554.000
max7211.000
mean13.958
σ2.788
min12.092
max20.793
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.930
σ0.002
min41.928
max41.933
mean7211.000
σ0.000
min7211.000
max7211.000
mean15.005
σ0.883
min13.016
max15.715
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7211.000
σ0.000
min7211.000
max7211.000
mean13.579
σ0.896
min11.872
max14.684
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929
σ0.002
min41.927
max41.931
mean4172.875
σ1904.076
min1554.000
max7211.000
mean13.978
σ1.674
min11.195
max15.415
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.605
σ0.002
min27.603
max27.607
mean4172.875
σ1904.076
min1554.000
max7211.000
mean9.108
σ0.383
min8.561
max9.669
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.400
σ0.002
min26.399
max26.403
mean4172.875
σ1904.076
min1554.000
max7211.000
mean6.876
σ0.185
min6.510
max7.107
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666
σ0.002
min25.664
max25.670
mean4289.750
σ1981.976
min1554.000
max7211.000
mean6.206
σ0.531
min5.835
max7.501
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661
σ0.002
min25.659
max25.663
mean4289.750
σ1981.976
min1554.000
max7211.000
mean5.877
σ0.606
min5.565
max7.359
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.969
σ0.002
min25.967
max25.972
mean4289.750
σ1981.976
min1554.000
max7211.000
mean5.930
σ0.575
min5.615
max7.301
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968
σ0.002
min25.967
max25.971
mean4289.750
σ1981.976
min1554.000
max7211.000
mean5.920
σ0.615
min5.531
max7.265

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.596
σ0.002
min2524.594
max2524.598
mean7211.000
σ0.000
min7211.000
max7211.000
mean1451.203
σ646.611
min1041.121
max2773.599
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.560
σ0.040
min8744.545
max8744.660
mean3595.500
σ1821.105
min1073.000
max5832.000
mean5114.762
σ1742.367
min3552.298
max7642.329

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
mean4172.875
σ1904.076
min1554.000
max7211.000
mean80.254
σ9.910
min72.409
max100.807
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077
σ0.002
min62.076
max62.080
mean4172.875
σ1904.076
min1554.000
max7211.000
mean80.731
σ10.228
min71.846
max101.801
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945
σ0.002
min40.943
max40.947
mean7211.000
σ0.000
min7211.000
max7211.000
mean102.811
σ6.818
min90.637
max107.287
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.945
σ0.002
min40.944
max40.947
mean7211.000
σ0.000
min7211.000
max7211.000
mean102.821
σ6.865
min90.383
max107.369
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951
σ0.002
min40.949
max40.953
mean7211.000
σ0.000
min7211.000
max7211.000
mean104.820
σ6.792
min92.840
max112.315
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950
σ0.002
min40.948
max40.954
mean7211.000
σ0.000
min7211.000
max7211.000
mean103.009
σ6.959
min90.655
max107.404
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687
σ0.002
min66.686
max66.690
mean7211.000
σ0.000
min7211.000
max7211.000
mean245.795
σ241.089
min143.130
max841.978
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687
σ0.002
min66.685
max66.689
mean7211.000
σ0.000
min7211.000
max7211.000
mean156.204
σ16.535
min123.371
max170.425

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318
min11655.305
max11667.520
mean4172.875
σ1904.076
min1554.000
max7211.000
mean6781.140
σ1187.990
min4940.072
max8132.370
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.065
σ0.001
min11560.064
max11560.068
mean7211.000
σ0.000
min7211.000
max7211.000
mean5693.075
σ1380.258
min4442.124
max7787.368

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.659
σ0.009
min172.643
max172.672
mean488.000
σ0.000
min488.000
max488.000
mean381.566
σ36.189
min312.284
max413.679
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.477
σ0.168
min357.321
max357.677
mean565.000
σ0.000
min565.000
max565.000
mean808.398
σ22.755
min785.691
max854.864

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1005.000-1006.922=-1.922
σ0.751-0.886=-0.135
min1004.527-1006.454=-1.927
max1008.104-1010.595=-2.490
mean7211.000-1050.850=6160.150
σ0.000-315.826=-315.826
min7211.000-545.000=6666.000
max7211.000-1626.000=5585.000
mean1.605-1.530=0.076
σ0.104-0.074=0.030
min1.500-1.423=0.077
max1.825-1.769=0.056

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.883=0.000
σ0.002-0.003=-0.001
min0.881-0.882=-0.000
max0.886-0.887=-0.001
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.331-0.404=-0.072
σ0.158-0.093=0.065
min0.250-0.352=-0.102
max0.613-0.568=0.045
name=error_case.art
mean2.334-2.339=-0.004
σ0.002-0.003=-0.000
min2.332-2.337=-0.005
max2.337-2.342=-0.005
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.666-0.893=-0.227
σ0.126-0.088=0.038
min0.591-0.833=-0.242
max0.889-1.046=-0.157
name=heavy_item.art
mean1.522-1.524=-0.002
σ0.002-0.002=-0.000
min1.520-1.522=-0.002
max1.524-1.526=-0.002
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.478-0.532=-0.053
σ0.052-0.048=0.004
min0.402-0.487=-0.085
max0.529-0.611=-0.082
name=nested_use.art
mean2.356-2.361=-0.005
σ0.002-0.002=-0.000
min2.355-2.360=-0.005
max2.358-2.364=-0.005
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.840-0.843=-0.004
σ0.028-0.045=-0.017
min0.809-0.809=0.000
max0.884-0.921=-0.037

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.549-964.840=-1.291
σ0.018-0.035=-0.017
min963.528-964.809=-1.281
max963.572-964.897=-1.324
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.773-0.822=-0.050
σ0.055-0.027=0.028
min0.708-0.800=-0.092
max0.840-0.852=-0.012
name=cdr_enhanced_4k_loc.art
mean884.853-885.512=-0.659
σ0.005-0.007=-0.003
min884.847-885.504=-0.657
max884.859-885.522=-0.664
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.710-0.704=0.006
σ0.055-0.025=0.030
min0.612-0.664=-0.052
max0.739-0.728=0.010

Parser: Record Parsing

Factorallocated MiBpeak allocated MiBtime (ms)
name=record_render_large_success.art
mean7.706-7.716=-0.010
σ0.002-0.002=-0.000
min7.705-7.715=-0.010
max7.709-7.721=-0.011
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean4.268-4.232=0.036
σ0.083-0.079=0.004
min4.118-4.063=0.055
max4.589-4.507=0.082
name=record_render_large_syntax_err.art
mean7.655-7.665=-0.010
σ0.002-0.002=0.000
min7.654-7.664=-0.010
max7.658-7.668=-0.010
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean4.263-4.189=0.073
σ0.079-0.069=0.010
min4.101-4.029=0.072
max4.524-4.482=0.041
name=record_render_success.art
mean2.288-2.291=-0.003
σ0.002
min2.287-2.290=-0.003
max2.291-2.294=-0.003
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.746-0.736=0.010
σ0.023-0.018=0.006
min0.713-0.704=0.008
max0.867-0.841=0.026
name=record_render_syntax_err.art
mean2.163-2.166=-0.002
σ0.002
min2.163-2.165=-0.002
max2.166-2.169=-0.002
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.705-0.699=0.006
σ0.049-0.029=0.020
min0.350-0.510=-0.160
max0.902-0.786=0.115

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean294.373-295.627=-1.253
σ0.227-0.215=0.012
min294.219-295.482=-1.263
max294.995-296.213=-1.218
mean7211.000-1904.000=5307.000
σ0.000
min7211.000-1904.000=5307.000
max7211.000-1904.000=5307.000
mean0.574-0.566=0.008
σ0.028-0.051=-0.023
min0.517-0.498=0.018
max0.605-0.681=-0.076

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean281.463-285.356=-3.893
σ0.039-0.037=0.002
min281.404-285.303=-3.899
max281.506-285.395=-3.890
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.385-0.387=-0.002
σ0.007-0.009=-0.001
min0.377-0.380=-0.004
max0.394-0.399=-0.004
iters=5
new-facts=1
prior-facts=6402
mean1291.506-1295.731=-4.225
σ0.116-0.120=-0.004
min1291.364-1295.597=-4.233
max1291.625-1295.926=-4.301
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean1.945-2.006=-0.061
σ0.098-0.215=-0.117
min1.781-1.807=-0.027
max2.020-2.283=-0.262
iters=5
new-facts=6402
prior-facts=1
mean1534.338-1539.885=-5.546
σ3.982-6.795=-2.814
min1532.281-1536.695=-4.414
max1541.452-1552.037=-10.585
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean2.273-2.273=0.001
σ0.245-0.156=0.089
min2.050-2.102=-0.051
max2.616-2.438=0.177
iters=5
new-facts=6402
prior-facts=6402
mean1853.327-1857.657=-4.330
σ0.063-0.055=0.008
min1853.227-1857.597=-4.370
max1853.379-1857.733=-4.354
mean7211.000-1770.400=5440.600
σ0.000-130.692=-130.692
min7211.000-1626.000=5585.000
max7211.000-1904.000=5307.000
mean2.889-3.104=-0.215
σ0.082-0.275=-0.193
min2.824-2.861=-0.037
max3.000-3.570=-0.570

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.612-1.243=0.369
σ0.255-0.278=-0.023
min1.306-1.060=0.245
max1.870-1.719=0.151

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean442.428-445.490=-3.061
σ577.064-580.640=-3.576
min153.893-155.165=-1.272
max1308.025-1316.450=-8.426
mean96.250
σ8.500
min92.000
max109.000
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean0.538-0.508=0.030
σ0.544-0.501=0.043
min0.263-0.256=0.007
max1.355-1.260=0.095
policies=20
mean1539.213-1551.944=-12.732
σ0.321-0.317=0.004
min1538.997-1551.728=-12.731
max1539.689-1552.415=-12.726
mean920.000
σ0.000
min920.000
max920.000
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean2.590-2.568=0.023
σ0.019-0.013=0.006
min2.569-2.557=0.013
max2.616-2.585=0.031
policies=200
mean15400.446-15527.578=-127.131
σ0.132-0.175=-0.043
min15400.290-15527.473=-127.183
max15400.608-15527.838=-127.231
mean9200.000
σ0.000
min9200.000
max9200.000
mean7211.000-1626.000=5585.000
σ0.000
min7211.000-1626.000=5585.000
max7211.000-1626.000=5585.000
mean26.002-26.022=-0.020
σ0.116-0.143=-0.027
min25.879-25.921=-0.042
max26.151-26.234=-0.082