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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
mean54.616-54.618=-0.002
σ0.350-0.351=-0.002
min54.481-54.486=-0.005
max55.610-55.618=-0.007
mean415.000
σ0.000
min415.000
max415.000
mean0.139-0.142=-0.003
σ0.004-0.004=0.000
min0.133-0.137=-0.004
max0.147-0.147=-0.000
cache=y
dps=1
iters=10
policies=100
mean43.785-43.787=-0.001
σ0.006-0.006=-0.001
min43.779-43.780=-0.001
max43.797-43.801=-0.004
mean415.000
σ0.000
min415.000
max415.000
mean0.121-0.123=-0.002
σ0.005-0.003=0.002
min0.114-0.121=-0.007
max0.129-0.132=-0.003

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
min36.616-36.615=0.000
max36.619
mean4282.250-4289.125=-6.875
σ1976.034-1984.150=-8.116
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean54.514-98.897=-44.384
σ117.522-244.148=-126.627
min12.466-12.177=0.289
max345.364-703.133=-357.769
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617-36.618=-0.001
σ0.002-0.002=-0.000
min36.616-36.616=-0.000
max36.620
mean4282.250-4289.125=-6.875
σ1976.034-1984.150=-8.116
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean13.443-13.320=0.123
σ1.416-0.911=0.505
min11.936-12.744=-0.808
max16.657-15.504=1.153
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.929-41.930=-0.001
σ0.002-0.002=0.000
min41.928
max41.932-41.932=-0.000
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean14.956-14.962=-0.006
σ1.115-0.680=0.435
min12.710-13.674=-0.964
max15.964-15.724=0.240
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.929-41.929=0.000
σ0.002-0.002=0.000
min41.928-41.928=0.000
max41.932-41.932=-0.000
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean14.287-13.056=1.231
σ1.135-0.895=0.240
min12.221-11.714=0.507
max15.693-14.169=1.524
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929-41.929=-0.000
σ0.002-0.002=-0.000
min41.927
max41.931-41.932=-0.001
mean4166.500-4172.250=-5.750
σ1899.394-1906.155=-6.761
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean13.698-13.546=0.153
σ1.654-1.820=-0.166
min10.803-10.718=0.084
max15.514-15.642=-0.128
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.605-27.605=0.000
σ0.003-0.002=0.001
min27.603-27.603=0.000
max27.611-27.607=0.004
mean4166.500-4172.250=-5.750
σ1899.394-1906.155=-6.761
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean8.907-9.001=-0.094
σ0.299-0.372=-0.073
min8.480-8.256=0.224
max9.225-9.414=-0.189
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.401-26.400=0.000
σ0.002-0.002=0.000
min26.399-26.399=-0.000
max26.403-26.403=0.000
mean4166.500-4172.250=-5.750
σ1899.394-1906.155=-6.761
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean6.959-6.794=0.165
σ0.110-0.324=-0.213
min6.742-6.404=0.339
max7.106-7.327=-0.221
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
max25.668-25.668=0.000
mean4282.250-4289.125=-6.875
σ1976.034-1984.150=-8.116
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean5.986-5.996=-0.010
σ0.137-0.142=-0.005
min5.807-5.810=-0.003
max6.121-6.236=-0.115
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
mean4282.250-4289.125=-6.875
σ1976.034-1984.150=-8.116
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean5.592-5.566=0.026
σ0.176-0.116=0.060
min5.233-5.307=-0.073
max5.850-5.685=0.165
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.969-25.969=0.000
σ0.002-0.002=-0.000
min25.967-25.967=0.000
max25.971
mean4282.250-4289.125=-6.875
σ1976.034-1984.150=-8.116
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean5.643-5.682=-0.039
σ0.088-0.119=-0.032
min5.458-5.440=0.019
max5.749-5.828=-0.078
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968-25.968=-0.000
σ0.002-0.002=0.000
min25.967-25.967=0.000
max25.971-25.971=0.000
mean4282.250-4289.125=-6.875
σ1976.034-1984.150=-8.116
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean5.502-5.497=0.005
σ0.102-0.169=-0.067
min5.285-5.141=0.143
max5.617-5.740=-0.123

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.596-2524.595=0.000
σ0.002-0.002=-0.000
min2524.594-2524.594=0.001
max2524.597-2524.598=-0.001
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean1348.434-1483.176=-134.742
σ468.156-719.148=-250.992
min1045.848-1028.958=16.890
max2244.367-2980.407=-736.041
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.561-8744.560=0.001
σ0.041-0.040=0.001
min8744.545-8744.545=-0.000
max8744.663-8744.659=0.004
mean3587.875-3593.500=-5.625
σ1813.045-1823.849=-10.804
min1070.000-1069.000=1.000
max5810.000-5834.000=-24.000
mean4775.461-4462.183=313.278
σ1463.856-1323.634=140.222
min3544.040-3467.199=76.842
max6963.380-6910.194=53.186

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on unindexed, dense
rows=200000
mean62.078-62.076=0.001
σ0.002-0.001=0.001
min62.076-62.076=0.000
max62.080-62.080=0.001
mean4166.500-4172.250=-5.750
σ1899.394-1906.155=-6.761
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean78.286-77.014=1.271
σ5.871-4.110=1.762
min71.193-70.326=0.867
max87.621-82.794=4.827
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077-62.077=0.000
σ0.002-0.002=-0.000
min62.076
max62.080-62.080=-0.000
mean4166.500-4172.250=-5.750
σ1899.394-1906.155=-6.761
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean78.821-77.260=1.560
σ6.108-3.805=2.303
min71.558-70.801=0.757
max88.807-82.871=5.937
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945-40.945=0.000
σ0.002-0.002=0.000
min40.944
max40.949-40.949=0.000
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean102.613-103.144=-0.532
σ7.513-7.550=-0.037
min87.116-90.549=-3.432
max107.197-109.428=-2.232
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.946-40.945=0.000
σ0.002-0.002=0.000
min40.944-40.943=0.000
max40.947
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean102.572-103.114=-0.542
σ7.765-7.394=0.371
min86.601-90.943=-4.342
max107.681-108.857=-1.175
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951-40.950=0.000
σ0.002-0.002=-0.000
min40.949
max40.953-40.954=-0.001
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean104.395-105.480=-1.085
σ6.923-6.460=0.462
min90.151-94.451=-4.300
max110.283-112.057=-1.774
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.951-40.950=0.001
σ0.002-0.002=0.000
min40.949-40.949=0.000
max40.953
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean102.764-103.058=-0.293
σ7.553-7.117=0.436
min86.965-91.229=-4.263
max107.298-107.908=-0.610
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687-66.687=-0.000
σ0.002-0.003=-0.001
min66.685
max66.690-66.694=-0.004
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean248.377-209.357=39.019
σ251.565-141.708=109.857
min137.930-142.607=-4.677
max870.389-559.121=311.267
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.686-66.686=0.000
σ0.001-0.001=-0.000
min66.685
max66.689
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean156.548-152.841=3.706
σ15.493-21.522=-6.029
min130.389-106.757=23.632
max170.820-168.889=1.932

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833-11656.833=-0.001
σ4.318-4.319=-0.001
min11655.305-11655.305=-0.000
max11667.519-11667.522=-0.004
mean4166.500-4172.250=-5.750
σ1899.394-1906.155=-6.761
min1550.000-1548.000=2.000
max7207.000-7212.000=-5.000
mean6258.000-6789.668=-531.668
σ1113.636-1025.080=88.556
min4935.506-4856.754=78.752
max7948.905-8014.381=-65.476
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.065-11560.066=-0.000
σ0.001-0.002=-0.001
min11560.064
max11560.068-11560.069=-0.001
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean5521.772-5773.843=-252.071
σ1291.019-1357.794=-66.775
min4399.597-4346.665=52.932
max7775.774-7664.151=111.623

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.660-172.654=0.006
σ0.015-0.012=0.003
min172.633-172.642=-0.008
max172.678-172.671=0.007
mean487.125-486.000=1.125
σ0.354-0.000=0.354
min487.000-486.000=1.000
max488.000-486.000=2.000
mean379.517-359.539=19.979
σ27.737-29.101=-1.364
min331.122-309.921=21.201
max411.521-394.366=17.155
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.456-357.475=-0.019
σ0.144-0.162=-0.018
min357.321
max357.611-357.635=-0.024
mean572.000-562.000=10.000
σ0.000
min572.000-562.000=10.000
max572.000-562.000=10.000
mean792.189-796.351=-4.162
σ26.662-22.246=4.416
min754.087-745.815=8.272
max838.323-813.250=25.074

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.079-1008.084=-0.005
σ0.761-0.761=0.000
min1007.609-1007.610=-0.001
max1011.227-1011.230=-0.003
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean1.558-1.524=0.034
σ0.167-0.147=0.019
min1.398-1.383=0.015
max1.992-1.893=0.099

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.884=-0.001
σ0.002-0.003=-0.000
min0.881
max0.886-0.887=-0.001
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.315-0.323=-0.007
σ0.141-0.108=0.033
min0.240-0.236=0.003
max0.566-0.499=0.067
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.664-0.740=-0.076
σ0.109-0.114=-0.005
min0.601-0.602=-0.001
max0.858-0.839=0.020
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.394-0.534=-0.140
σ0.025-0.043=-0.018
min0.368-0.498=-0.130
max0.427-0.603=-0.176
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.847-0.837=0.010
σ0.036-0.041=-0.005
min0.814-0.806=0.008
max0.904-0.908=-0.003

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.551-963.550=0.001
σ0.030-0.026=0.004
min963.523-963.536=-0.013
max963.601-963.596=0.005
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.808-0.790=0.018
σ0.057-0.086=-0.029
min0.722-0.641=0.081
max0.856-0.847=0.010
name=cdr_enhanced_4k_loc.art
mean884.856-884.854=0.002
σ0.005-0.010=-0.004
min884.847
max884.861-884.869=-0.007
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.726-0.640=0.087
σ0.022-0.005=0.017
min0.688-0.634=0.053
max0.741-0.646=0.095

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
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean4.265-3.494=0.771
σ0.088-0.083=0.005
min4.134-3.286=0.849
max4.600-3.760=0.840
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=-0.001
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean4.249-3.057=1.192
σ0.087-0.385=-0.298
min4.105-2.617=1.488
max4.595-3.850=0.745
name=record_render_success.art
mean2.288-2.288=-0.000
σ0.002-0.002=0.000
min2.287
max2.291
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.750-0.540=0.210
σ0.019-0.038=-0.018
min0.716-0.513=0.203
max0.863-0.885=-0.023
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.549-0.509=0.039
σ0.078-0.024=0.053
min0.491-0.403=0.087
max0.785-0.690=0.095

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.438-297.507=-0.069
σ0.197-0.240=-0.043
min297.255-297.342=-0.087
max297.972-298.163=-0.191
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.551-0.575=-0.024
σ0.032-0.055=-0.022
min0.508-0.513=-0.005
max0.585-0.700=-0.116

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.723-289.727=-0.004
σ0.035-0.031=0.004
min289.675-289.684=-0.008
max289.772-289.769=0.004
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.388-0.388=-0.000
σ0.001-0.001=0.000
min0.386-0.387=-0.000
max0.388-0.389=-0.000
iters=5
new-facts=1
prior-facts=6402
mean1299.644-1299.631=0.013
σ0.105-0.104=0.001
min1299.513-1299.505=0.008
max1299.763-1299.773=-0.011
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean1.924-2.039=-0.116
σ0.067-0.092=-0.025
min1.817-1.936=-0.118
max1.996-2.174=-0.178
iters=5
new-facts=6402
prior-facts=1
mean1542.648-1542.638=0.010
σ3.983-4.052=-0.069
min1540.613-1540.567=0.046
max1549.766-1549.877=-0.111
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean2.333-2.336=-0.003
σ0.300-0.214=0.086
min2.099-2.124=-0.025
max2.687-2.595=0.092
iters=5
new-facts=6402
prior-facts=6402
mean1861.595-1861.609=-0.013
σ0.059-0.056=0.003
min1861.512-1861.535=-0.023
max1861.645-1861.668=-0.022
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean2.959-3.010=-0.051
σ0.144-0.106=0.038
min2.849-2.878=-0.028
max3.192-3.172=0.019

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.386-1.470=-0.083
σ0.291-0.254=0.037
min1.195-1.277=-0.082
max1.903-1.812=0.091

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.147-446.150=-0.003
σ577.063-577.066=-0.004
min157.615-157.614=0.000
max1311.741-1311.749=-0.008
mean96.250
σ8.500
min92.000
max109.000
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean0.542-0.543=-0.001
σ0.534-0.552=-0.018
min0.270-0.266=0.004
max1.343-1.370=-0.028
policies=20
mean1576.419-1576.426=-0.008
σ0.356-0.347=0.009
min1576.177-1576.194=-0.018
max1576.947-1576.942=0.004
mean920.000
σ0.000
min920.000
max920.000
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean2.647-2.636=0.011
σ0.024-0.020=0.004
min2.613-2.617=-0.004
max2.667-2.659=0.009
policies=200
mean15772.210-15772.223=-0.012
σ0.059-0.074=-0.014
min15772.132-15772.113=0.020
max15772.268-15772.263=0.004
mean9200.000
σ0.000
min9200.000
max9200.000
mean7207.000-7212.000=-5.000
σ0.000
min7207.000-7212.000=-5.000
max7207.000-7212.000=-5.000
mean26.622-26.517=0.105
σ0.101-0.097=0.003
min26.542-26.412=0.129
max26.759-26.612=0.147