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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
mean54.617-54.616=0.000
σ0.350-0.347=0.003
min54.482-54.484=-0.001
max55.613-55.605=0.008
mean419.000-417.000=2.000
σ0.000
min419.000-417.000=2.000
max419.000-417.000=2.000
mean0.139-0.141=-0.002
σ0.004-0.004=0.000
min0.133-0.138=-0.005
max0.146-0.146=-0.000
cache=y
dps=1
iters=10
policies=100
mean43.787-43.786=0.000
σ0.007-0.007=-0.000
min43.777-43.777=-0.000
max43.799-43.799=-0.000
mean419.000-417.000=2.000
σ0.000
min419.000-417.000=2.000
max419.000-417.000=2.000
mean0.124-0.126=-0.002
σ0.004-0.008=-0.003
min0.120-0.119=0.000
max0.130-0.141=-0.010

CSV - indexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on indexed
rows=200000
mean36.617-36.617=0.000
σ0.002-0.002=-0.000
min36.615
max36.620-36.620=-0.001
mean4289.875-4286.875=3.000
σ1981.646-1975.702=5.944
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean85.382-85.047=0.335
σ206.050-203.946=2.104
min12.311-12.613=-0.302
max595.329-589.787=5.542
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.618-36.617=0.001
σ0.002-0.002=0.000
min36.616
max36.620-36.620=0.000
mean4289.875-4286.875=3.000
σ1981.646-1975.702=5.944
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean13.748-13.854=-0.106
σ3.003-1.944=1.059
min12.097-12.142=-0.045
max21.029-18.528=2.500
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.930-41.930=0.001
σ0.002-0.002=0.000
min41.928-41.928=-0.000
max41.932-41.932=0.001
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean14.946-15.063=-0.117
σ0.813-1.017=-0.204
min13.123-12.858=0.265
max15.540-16.131=-0.591
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.929-41.930=-0.000
σ0.002-0.002=-0.000
min41.928
max41.932-41.932=0.000
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean14.252-14.248=0.004
σ1.426-0.978=0.447
min11.171-12.482=-1.311
max15.542-15.496=0.047
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.928-41.929=-0.001
σ0.002-0.002=-0.000
min41.927-41.927=-0.000
max41.931-41.932=-0.001
mean4173.625-4169.875=3.750
σ1904.153-1898.485=5.668
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean13.817-14.163=-0.346
σ1.569-1.338=0.230
min11.278-11.563=-0.285
max15.450-15.461=-0.010
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.604-27.605=-0.000
σ0.002-0.002=-0.000
min27.603-27.603=0.000
max27.607-27.607=-0.000
mean4173.625-4169.875=3.750
σ1904.153-1898.485=5.668
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean9.378-9.026=0.352
σ0.389-0.369=0.019
min8.884-8.317=0.567
max9.731-9.550=0.181
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.400-26.401=-0.000
σ0.002-0.002=-0.000
min26.399
max26.403-26.403=-0.000
mean4173.625-4169.875=3.750
σ1904.153-1898.485=5.668
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean6.481-6.546=-0.065
σ0.477-0.393=0.084
min5.691-6.079=-0.388
max7.135-7.213=-0.078
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666-25.666=-0.000
σ0.002-0.002=-0.000
min25.664-25.664=-0.000
max25.668-25.670=-0.001
mean4289.875-4286.875=3.000
σ1981.646-1975.702=5.944
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean6.206-6.146=0.061
σ0.699-0.559=0.140
min5.643-5.562=0.082
max7.863-7.426=0.436
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661-25.661=0.000
σ0.002-0.002=-0.000
min25.659-25.659=0.000
max25.663-25.663=-0.000
mean4289.875-4286.875=3.000
σ1981.646-1975.702=5.944
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean5.751-5.822=-0.071
σ0.804-0.591=0.213
min5.267-5.340=-0.073
max7.684-7.245=0.439
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.968-25.969=-0.001
σ0.002-0.002=-0.000
min25.967-25.967=0.000
max25.971-25.972=-0.001
mean4289.875-4286.875=3.000
σ1981.646-1975.702=5.944
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean5.685-5.936=-0.251
σ0.497-0.615=-0.118
min5.278-5.185=0.093
max6.867-7.293=-0.427
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968-25.968=-0.000
σ0.001-0.002=-0.000
min25.967
max25.971
mean4289.875-4286.875=3.000
σ1981.646-1975.702=5.944
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean5.581-5.708=-0.127
σ0.486-0.671=-0.185
min5.201-5.065=0.136
max6.759-7.253=-0.494

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.595-2524.596=-0.001
σ0.002-0.002=-0.000
min2524.594
max2524.598-2524.599=-0.001
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean1382.942-1447.409=-64.467
σ518.697-672.679=-153.981
min1030.130-1033.818=-3.688
max2327.352-2897.171=-569.819
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.561-8744.561=-0.000
σ0.040-0.041=-0.000
min8744.545-8744.545=0.000
max8744.660-8744.661=-0.001
mean3594.625-3592.875=1.750
σ1820.520-1810.372=10.148
min1074.000-1077.000=-3.000
max5830.000-5815.000=15.000
mean5050.321-4608.921=441.401
σ1712.352-1406.989=305.364
min3536.041-3522.263=13.777
max7524.919-7146.807=378.112

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on unindexed, dense
rows=200000
mean62.077-62.077=0.000
σ0.002-0.002=-0.000
min62.076-62.075=0.001
max62.080
mean4173.625-4169.875=3.750
σ1904.153-1898.485=5.668
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean80.416-81.508=-1.091
σ9.276-11.128=-1.852
min72.459-72.680=-0.220
max99.316-99.018=0.297
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.078-62.077=0.000
σ0.002-0.002=-0.000
min62.076
max62.080-62.080=-0.000
mean4173.625-4169.875=3.750
σ1904.153-1898.485=5.668
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean81.486-82.264=-0.777
σ8.510-11.667=-3.157
min73.862-72.360=1.502
max97.932-100.418=-2.486
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945-40.945=0.000
σ0.001-0.002=-0.000
min40.944-40.943=0.000
max40.947
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean103.863-103.370=0.493
σ7.507-8.758=-1.251
min90.685-87.060=3.625
max109.358-109.140=0.219
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.945-40.945=-0.000
σ0.002-0.002=-0.000
min40.944-40.944=-0.000
max40.947-40.948=-0.000
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean103.866-103.361=0.505
σ7.516-8.636=-1.121
min90.755-87.395=3.360
max109.590-109.115=0.475
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951-40.951=0.000
σ0.002-0.002=0.001
min40.949
max40.954-40.953=0.002
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean106.402-106.021=0.380
σ7.171-8.332=-1.161
min93.190-91.739=1.451
max113.087-113.067=0.021
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950-40.950=-0.001
σ0.002-0.002=-0.001
min40.948-40.949=-0.000
max40.953-40.954=-0.002
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean104.254-103.496=0.758
σ7.787-8.624=-0.837
min90.303-87.488=2.815
max109.386-109.021=0.365
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687-66.687=-0.000
σ0.002-0.002=-0.000
min66.686-66.685=0.000
max66.689-66.690=-0.001
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean234.352-236.273=-1.920
σ212.068-217.515=-5.448
min141.186-137.443=3.744
max758.557-773.803=-15.246
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687-66.687=0.000
σ0.002-0.002=0.000
min66.685
max66.690-66.689=0.000
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean156.344-156.168=0.175
σ14.152-15.661=-1.509
min133.593-130.494=3.099
max168.520-168.699=-0.179

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833-11656.833=0.001
σ4.318-4.318=-0.000
min11655.305-11655.305=-0.000
max11667.519-11667.519=-0.000
mean4173.625-4169.875=3.750
σ1904.153-1898.485=5.668
min1553.000-1552.000=1.000
max7213.000-7214.000=-1.000
mean7249.844-6874.330=375.515
σ1076.279-1176.086=-99.807
min4928.936-4920.080=8.856
max8052.037-8243.804=-191.768
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.066-11560.065=0.001
σ0.002-0.001=0.000
min11560.064
max11560.068
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean5641.799-5823.178=-181.379
σ1352.212-1541.883=-189.672
min4400.086-4387.003=13.083
max7755.147-7750.582=4.565

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.662-172.656=0.005
σ0.010-0.011=-0.001
min172.648-172.640=0.008
max172.674-172.669=0.005
mean489.125-488.000=1.125
σ0.354-0.000=0.354
min489.000-488.000=1.000
max490.000-488.000=2.000
mean383.351-368.118=15.233
σ25.365-54.373=-29.008
min352.114-271.497=80.617
max426.820-421.252=5.568
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.468-357.477=-0.009
σ0.135-0.137=-0.002
min357.321
max357.619-357.623=-0.004
mean566.000-565.000=1.000
σ0.000
min566.000-565.000=1.000
max566.000-565.000=1.000
mean746.540-758.540=-11.999
σ67.234-72.492=-5.259
min623.709-593.963=29.746
max820.795-812.564=8.231

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.084-1008.084=-0.001
σ0.761-0.761=0.000
min1007.608-1007.608=-0.000
max1011.232-1011.231=0.001
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean1.562-1.536=0.026
σ0.145-0.191=-0.046
min1.434-1.391=0.043
max2.067-2.197=-0.130

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.883=-0.001
σ0.002-0.003=-0.000
min0.881
max0.886-0.887=-0.001
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.309-0.312=-0.003
σ0.110-0.113=-0.003
min0.232-0.235=-0.003
max0.504-0.512=-0.008
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.638-0.866=-0.228
σ0.073-0.090=-0.018
min0.584-0.785=-0.201
max0.763-1.007=-0.243
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.387-0.533=-0.146
σ0.029-0.041=-0.012
min0.362-0.497=-0.136
max0.435-0.594=-0.160
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.705-0.855=-0.150
σ0.119-0.041=0.078
min0.581-0.818=-0.237
max0.841-0.926=-0.086

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.552-963.550=0.002
σ0.024-0.019=0.004
min963.528-963.534=-0.006
max963.582-963.583=-0.001
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.831-0.822=0.009
σ0.023-0.038=-0.016
min0.791-0.772=0.019
max0.844-0.854=-0.009
name=cdr_enhanced_4k_loc.art
mean884.853-884.854=-0.000
σ0.006-0.008=-0.002
min884.847
max884.859-884.866=-0.007
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.657-0.694=-0.037
σ0.071-0.062=0.009
min0.601-0.611=-0.009
max0.737-0.745=-0.008

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
max7.709
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean4.249-3.521=0.728
σ0.084-0.084=0.000
min4.086-3.280=0.806
max4.552-3.822=0.730
name=record_render_large_syntax_err.art
mean7.655-7.655=0.000
σ0.002-0.002=0.000
min7.654
max7.659-7.658=0.002
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean4.247-3.583=0.664
σ0.066-0.096=-0.031
min4.128-3.364=0.763
max4.529-3.969=0.561
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.750-0.538=0.213
σ0.025-0.014=0.011
min0.718-0.514=0.203
max0.921-0.626=0.295
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.710-0.513=0.197
σ0.019-0.011=0.008
min0.683-0.492=0.191
max0.815-0.571=0.244

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.407-297.741=-0.334
σ0.223-0.203=0.020
min297.198-297.557=-0.359
max297.976-298.273=-0.297
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.584-0.591=-0.007
σ0.041-0.061=-0.020
min0.505-0.514=-0.009
max0.646-0.730=-0.083

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.728-289.726=0.002
σ0.034-0.032=0.002
min289.683-289.685=-0.002
max289.776-289.773=0.003
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.393-0.392=0.001
σ0.006-0.006=-0.000
min0.389-0.387=0.002
max0.404-0.403=0.001
iters=5
new-facts=1
prior-facts=6402
mean1299.642-1299.643=-0.001
σ0.099-0.102=-0.003
min1299.524-1299.519=0.005
max1299.771-1299.766=0.005
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean1.946-1.979=-0.032
σ0.114-0.145=-0.031
min1.801-1.830=-0.030
max2.085-2.157=-0.073
iters=5
new-facts=6402
prior-facts=1
mean1542.628-1542.607=0.020
σ4.058-4.065=-0.006
min1540.581-1540.591=-0.010
max1549.878-1549.870=0.008
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean2.262-2.265=-0.003
σ0.220-0.194=0.026
min2.044-2.041=0.003
max2.602-2.568=0.034
iters=5
new-facts=6402
prior-facts=6402
mean1861.603-1861.607=-0.004
σ0.059-0.064=-0.005
min1861.525-1861.525=0.000
max1861.652-1861.666=-0.014
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean2.993-3.001=-0.009
σ0.093-0.109=-0.016
min2.874-2.875=-0.001
max3.111-3.175=-0.064

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.574-1.445=0.129
σ0.209-0.355=-0.146
min1.288-1.131=0.157
max1.748-1.861=-0.114

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.150-446.148=0.002
σ577.064-577.065=-0.001
min157.617-157.613=0.004
max1311.746-1311.746=-0.000
mean96.250
σ8.500
min92.000
max109.000
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean0.565-0.549=0.016
σ0.586-0.556=0.030
min0.266-0.269=-0.003
max1.443-1.382=0.061
policies=20
mean1576.422-1576.429=-0.007
σ0.341-0.354=-0.013
min1576.188-1576.192=-0.005
max1576.928-1576.955=-0.028
mean920.000
σ0.000
min920.000
max920.000
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean2.636-2.640=-0.004
σ0.029-0.006=0.023
min2.606-2.631=-0.025
max2.674-2.645=0.029
policies=200
mean15772.218-15771.988=0.230
σ0.165-0.468=-0.303
min15772.039-15771.290=0.749
max15772.414-15772.291=0.122
mean9200.000
σ0.000
min9200.000
max9200.000
mean7213.000-7214.000=-1.000
σ0.000
min7213.000-7214.000=-1.000
max7213.000-7214.000=-1.000
mean26.446-26.529=-0.083
σ0.150-0.184=-0.035
min26.353-26.346=0.007
max26.670-26.783=-0.113