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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
mean54.616-54.032=0.584
σ0.350-0.369=-0.019
min54.481-53.895=0.586
max55.610-55.081=0.529
mean415.000-418.000=-3.000
σ0.000
min415.000-418.000=-3.000
max415.000-418.000=-3.000
mean0.139-0.139=-0.000
σ0.004-0.004=0.001
min0.133-0.133=-0.000
max0.147-0.146=0.001
cache=y
dps=1
iters=10
policies=100
mean43.785-43.382=0.403
σ0.006-0.006=-0.001
min43.779-43.373=0.406
max43.797-43.393=0.404
mean415.000-418.000=-3.000
σ0.000
min415.000-418.000=-3.000
max415.000-418.000=-3.000
mean0.121-0.120=0.001
σ0.005-0.004=0.001
min0.114-0.116=-0.002
max0.129-0.126=0.003

CSV - indexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on indexed
rows=200000
mean36.617
σ0.002
min36.616
max36.619
mean4282.250
σ1976.034
min1550.000
max7207.000
mean54.514
σ117.522
min12.466
max345.364
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617
σ0.002
min36.616
max36.620
mean4282.250
σ1976.034
min1550.000
max7207.000
mean13.443
σ1.416
min11.936
max16.657
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.929
σ0.002
min41.928
max41.932
mean7207.000
σ0.000
min7207.000
max7207.000
mean14.956
σ1.115
min12.710
max15.964
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.929
σ0.002
min41.928
max41.932
mean7207.000
σ0.000
min7207.000
max7207.000
mean14.287
σ1.135
min12.221
max15.693
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929
σ0.002
min41.927
max41.931
mean4166.500
σ1899.394
min1550.000
max7207.000
mean13.698
σ1.654
min10.803
max15.514
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.605
σ0.003
min27.603
max27.611
mean4166.500
σ1899.394
min1550.000
max7207.000
mean8.907
σ0.299
min8.480
max9.225
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.401
σ0.002
min26.399
max26.403
mean4166.500
σ1899.394
min1550.000
max7207.000
mean6.959
σ0.110
min6.742
max7.106
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666
σ0.002
min25.664
max25.668
mean4282.250
σ1976.034
min1550.000
max7207.000
mean5.986
σ0.137
min5.807
max6.121
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661
σ0.002
min25.659
max25.663
mean4282.250
σ1976.034
min1550.000
max7207.000
mean5.592
σ0.176
min5.233
max5.850
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.969
σ0.002
min25.967
max25.971
mean4282.250
σ1976.034
min1550.000
max7207.000
mean5.643
σ0.088
min5.458
max5.749
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968
σ0.002
min25.967
max25.971
mean4282.250
σ1976.034
min1550.000
max7207.000
mean5.502
σ0.102
min5.285
max5.617

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
max2524.597
mean7207.000
σ0.000
min7207.000
max7207.000
mean1348.434
σ468.156
min1045.848
max2244.367
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.561
σ0.041
min8744.545
max8744.663
mean3587.875
σ1813.045
min1070.000
max5810.000
mean4775.461
σ1463.856
min3544.040
max6963.380

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on unindexed, dense
rows=200000
mean62.078
σ0.002
min62.076
max62.080
mean4166.500
σ1899.394
min1550.000
max7207.000
mean78.286
σ5.871
min71.193
max87.621
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077
σ0.002
min62.076
max62.080
mean4166.500
σ1899.394
min1550.000
max7207.000
mean78.821
σ6.108
min71.558
max88.807
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945
σ0.002
min40.944
max40.949
mean7207.000
σ0.000
min7207.000
max7207.000
mean102.613
σ7.513
min87.116
max107.197
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.946
σ0.002
min40.944
max40.947
mean7207.000
σ0.000
min7207.000
max7207.000
mean102.572
σ7.765
min86.601
max107.681
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951
σ0.002
min40.949
max40.953
mean7207.000
σ0.000
min7207.000
max7207.000
mean104.395
σ6.923
min90.151
max110.283
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.951
σ0.002
min40.949
max40.953
mean7207.000
σ0.000
min7207.000
max7207.000
mean102.764
σ7.553
min86.965
max107.298
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687
σ0.002
min66.685
max66.690
mean7207.000
σ0.000
min7207.000
max7207.000
mean248.377
σ251.565
min137.930
max870.389
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.686
σ0.001
min66.685
max66.689
mean7207.000
σ0.000
min7207.000
max7207.000
mean156.548
σ15.493
min130.389
max170.820

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318
min11655.305
max11667.519
mean4166.500
σ1899.394
min1550.000
max7207.000
mean6258.000
σ1113.636
min4935.506
max7948.905
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.065
σ0.001
min11560.064
max11560.068
mean7207.000
σ0.000
min7207.000
max7207.000
mean5521.772
σ1291.019
min4399.597
max7775.774

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.660
σ0.015
min172.633
max172.678
mean487.125
σ0.354
min487.000
max488.000
mean379.517
σ27.737
min331.122
max411.521
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.456
σ0.144
min357.321
max357.611
mean572.000
σ0.000
min572.000
max572.000
mean792.189
σ26.662
min754.087
max838.323

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.079-1006.332=1.747
σ0.761-0.883=-0.122
min1007.609-1005.853=1.756
max1011.227-1009.992=1.234
mean7207.000-1051.600=6155.400
σ0.000-310.260=-310.260
min7207.000-567.000=6640.000
max7207.000-1644.000=5563.000
mean1.558-1.546=0.011
σ0.167-0.059=0.108
min1.398-1.489=-0.091
max1.992-1.681=0.311

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883
σ0.002
min0.881
max0.886
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.315-0.423=-0.108
σ0.141-0.129=0.012
min0.240-0.355=-0.116
max0.566-0.653=-0.087
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.664-0.902=-0.238
σ0.109-0.090=0.020
min0.601-0.823=-0.222
max0.858-1.028=-0.169
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.394-0.540=-0.146
σ0.025-0.039=-0.015
min0.368-0.505=-0.137
max0.427-0.606=-0.179
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.847-0.847=0.000
σ0.036-0.044=-0.008
min0.814-0.819=-0.005
max0.904-0.924=-0.020

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.551-963.552=-0.001
σ0.030-0.023=0.007
min963.523-963.535=-0.012
max963.601-963.590=0.011
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.808-0.847=-0.039
σ0.057-0.011=0.046
min0.722-0.830=-0.108
max0.856-0.857=-0.000
name=cdr_enhanced_4k_loc.art
mean884.856-884.854=0.002
σ0.005-0.009=-0.003
min884.847
max884.861-884.866=-0.005
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.726-0.690=0.037
σ0.022-0.051=-0.029
min0.688-0.610=0.078
max0.741-0.745=-0.003

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
max7.709-7.711=-0.001
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean4.265-4.006=0.259
σ0.088-0.359=-0.271
min4.134-3.436=0.698
max4.600-4.566=0.034
name=record_render_large_syntax_err.art
mean7.655
σ0.002
min7.654
max7.658
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean4.249-4.233=0.016
σ0.087-0.083=0.005
min4.105-4.080=0.025
max4.595-4.491=0.104
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.750-0.749=0.001
σ0.019-0.026=-0.006
min0.716-0.720=-0.004
max0.863-0.934=-0.072
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.549-0.700=-0.151
σ0.078-0.044=0.033
min0.491-0.498=-0.007
max0.785-0.786=-0.000

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.438-295.531=1.906
σ0.197-0.184=0.013
min297.255-295.328=1.928
max297.972-296.001=1.970
mean7207.000-1919.000=5288.000
σ0.000
min7207.000-1919.000=5288.000
max7207.000-1919.000=5288.000
mean0.551-0.585=-0.033
σ0.032-0.059=-0.026
min0.508-0.503=0.005
max0.585-0.718=-0.134

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.723-285.249=4.474
σ0.035-0.036=-0.000
min289.675-285.201=4.474
max289.772-285.286=4.486
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.388-0.392=-0.004
σ0.001-0.009=-0.008
min0.386-0.384=0.002
max0.388-0.402=-0.013
iters=5
new-facts=1
prior-facts=6402
mean1299.644-1295.198=4.446
σ0.105-0.102=0.002
min1299.513-1295.058=4.455
max1299.763-1295.309=4.453
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean1.924-2.001=-0.077
σ0.067-0.269=-0.202
min1.817-1.804=0.014
max1.996-2.463=-0.466
iters=5
new-facts=6402
prior-facts=1
mean1542.648-1538.069=4.579
σ3.983-4.025=-0.041
min1540.613-1536.076=4.537
max1549.766-1545.260=4.506
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean2.333-2.242=0.091
σ0.300-0.177=0.123
min2.099-2.038=0.061
max2.687-2.464=0.223
iters=5
new-facts=6402
prior-facts=6402
mean1861.595-1857.108=4.487
σ0.059-0.052=0.007
min1861.512-1857.068=4.444
max1861.645-1857.187=4.459
mean7207.000-1776.800=5430.200
σ0.000-137.296=-137.296
min7207.000-1644.000=5563.000
max7207.000-1919.000=5288.000
mean2.959-3.029=-0.071
σ0.144-0.357=-0.213
min2.849-2.718=0.131
max3.192-3.639=-0.447

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.386-1.465=-0.079
σ0.291-0.195=0.097
min1.195-1.268=-0.073
max1.903-1.791=0.112

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.147-443.611=2.536
σ577.063-577.065=-0.002
min157.615-155.077=2.537
max1311.741-1309.209=2.532
mean96.250
σ8.500
min92.000
max109.000
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean0.542-0.550=-0.007
σ0.534-0.567=-0.033
min0.270-0.259=0.011
max1.343-1.400=-0.057
policies=20
mean1576.419-1551.046=25.373
σ0.356-0.330=0.026
min1576.177-1550.821=25.356
max1576.947-1551.536=25.411
mean920.000
σ0.000
min920.000
max920.000
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean2.647-2.585=0.062
σ0.024-0.017=0.007
min2.613-2.570=0.043
max2.667-2.604=0.064
policies=200
mean15772.210-15518.476=253.734
σ0.059-0.149=-0.090
min15772.132-15518.311=253.821
max15772.268-15518.644=253.624
mean9200.000
σ0.000
min9200.000
max9200.000
mean7207.000-1644.000=5563.000
σ0.000
min7207.000-1644.000=5563.000
max7207.000-1644.000=5563.000
mean26.622-26.204=0.417
σ0.101-0.249=-0.148
min26.542-26.011=0.531
max26.759-26.570=0.189