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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
mean54.616-53.704=0.912
σ0.351-0.367=-0.016
min54.481-53.565=0.916
max55.615-54.750=0.865
mean412.000-413.000=-1.000
σ0.000
min412.000-413.000=-1.000
max412.000-413.000=-1.000
mean0.137-0.137=0.000
σ0.007-0.005=0.002
min0.131-0.129=0.001
max0.148-0.147=0.000
cache=y
dps=1
iters=10
policies=100
mean43.786-43.059=0.727
σ0.005-0.006=-0.001
min43.778-43.050=0.728
max43.795-43.069=0.726
mean412.000-413.000=-1.000
σ0.000
min412.000-413.000=-1.000
max412.000-413.000=-1.000
mean0.121-0.122=-0.001
σ0.005-0.004=0.001
min0.115-0.118=-0.004
max0.129-0.127=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
mean4285.000
σ1982.059
min1549.000
max7208.000
mean103.650
σ257.057
min12.532
max739.832
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617
σ0.002
min36.616
max36.619
mean4285.000
σ1982.059
min1549.000
max7208.000
mean14.207
σ3.049
min12.158
max21.680
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7208.000
σ0.000
min7208.000
max7208.000
mean14.874
σ0.929
min13.022
max15.467
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7208.000
σ0.000
min7208.000
max7208.000
mean13.557
σ1.475
min12.117
max15.626
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929
σ0.002
min41.927
max41.932
mean4168.750
σ1904.522
min1549.000
max7208.000
mean13.607
σ1.687
min11.094
max15.172
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.605
σ0.002
min27.603
max27.607
mean4168.750
σ1904.522
min1549.000
max7208.000
mean9.207
σ0.434
min8.772
max9.739
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.401
σ0.002
min26.399
max26.403
mean4168.750
σ1904.522
min1549.000
max7208.000
mean6.590
σ0.330
min5.933
max6.927
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666
σ0.002
min25.664
max25.670
mean4285.000
σ1982.059
min1549.000
max7208.000
mean6.268
σ0.657
min5.793
max7.862
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661
σ0.002
min25.659
max25.663
mean4285.000
σ1982.059
min1549.000
max7208.000
mean5.740
σ0.696
min5.097
max7.333
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.970
σ0.002
min25.967
max25.972
mean4285.000
σ1982.059
min1549.000
max7208.000
mean5.796
σ0.702
min5.319
max7.488
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968
σ0.002
min25.967
max25.971
mean4285.000
σ1982.059
min1549.000
max7208.000
mean5.681
σ0.694
min5.122
max7.323

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
mean7208.000
σ0.000
min7208.000
max7208.000
mean1349.135
σ460.339
min1034.231
max2183.596
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.560
σ0.040
min8744.545
max8744.660
mean3590.250
σ1820.787
min1068.000
max5826.000
mean4783.252
σ1616.506
min3512.005
max7058.220

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
mean4168.750
σ1904.522
min1549.000
max7208.000
mean81.111
σ9.806
min71.868
max100.623
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077
σ0.002
min62.076
max62.080
mean4168.750
σ1904.522
min1549.000
max7208.000
mean81.524
σ9.506
min72.004
max98.766
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945
σ0.002
min40.943
max40.947
mean7208.000
σ0.000
min7208.000
max7208.000
mean103.675
σ6.956
min89.729
max108.269
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.945
σ0.002
min40.944
max40.948
mean7208.000
σ0.000
min7208.000
max7208.000
mean103.584
σ6.997
min89.258
max108.128
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951
σ0.002
min40.949
max40.953
mean7208.000
σ0.000
min7208.000
max7208.000
mean105.455
σ7.392
min92.100
max112.716
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950
σ0.002
min40.949
max40.954
mean7208.000
σ0.000
min7208.000
max7208.000
mean103.853
σ7.148
min89.490
max108.592
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.686
σ0.001
min66.686
max66.689
mean7208.000
σ0.000
min7208.000
max7208.000
mean229.247
σ196.457
min141.095
max714.874
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687
σ0.002
min66.685
max66.690
mean7208.000
σ0.000
min7208.000
max7208.000
mean155.847
σ14.548
min128.312
max167.041

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318
min11655.305
max11667.520
mean4168.750
σ1904.522
min1549.000
max7208.000
mean6715.784
σ1276.509
min4889.397
max8043.558
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.066
σ0.002
min11560.064
max11560.069
mean7208.000
σ0.000
min7208.000
max7208.000
mean5532.651
σ1287.370
min4358.810
max7780.410

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.664
σ0.009
min172.644
max172.671
mean485.000
σ0.000
min485.000
max485.000
mean398.145
σ18.812
min366.808
max418.444
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.462
σ0.150
min357.321
max357.634
mean561.000
σ0.000
min561.000
max561.000
mean766.032
σ71.356
min623.944
max809.927

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.084-1005.104=2.981
σ0.761-0.892=-0.131
min1007.611-1004.640=2.971
max1011.229-1008.806=2.424
mean7208.000-1062.900=6145.100
σ0.000-328.165=-328.165
min7208.000-552.000=6656.000
max7208.000-1630.000=5578.000
mean1.513-1.619=-0.106
σ0.122-0.098=0.023
min1.392-1.471=-0.079
max1.800-1.893=-0.092

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.883=0.000
σ0.002-0.002=0.000
min0.881
max0.886-0.886=0.000
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.417-0.448=-0.032
σ0.119-0.167=-0.049
min0.347-0.334=0.012
max0.628-0.741=-0.114
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.887-0.907=-0.020
σ0.103-0.170=-0.067
min0.806-0.810=-0.005
max1.062-1.210=-0.148
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.547-0.545=0.002
σ0.073-0.048=0.025
min0.488-0.513=-0.025
max0.660-0.623=0.037
name=nested_use.art
mean2.356-2.355=0.000
σ0.002-0.002=-0.000
min2.355
max2.358
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.826-0.840=-0.015
σ0.044-0.036=0.008
min0.789-0.802=-0.013
max0.895-0.899=-0.004

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.549-963.553=-0.004
σ0.033-0.025=0.008
min963.523
max963.605-963.583=0.022
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.745-0.794=-0.049
σ0.073-0.024=0.049
min0.641-0.772=-0.130
max0.806-0.822=-0.016
name=cdr_enhanced_4k_loc.art
mean884.856-884.855=0.001
σ0.007-0.005=0.002
min884.847
max884.863-884.861=0.002
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.700-0.728=-0.028
σ0.057-0.031=0.027
min0.606-0.682=-0.076
max0.749-0.755=-0.006

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
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean4.280-4.291=-0.011
σ0.094-0.089=0.004
min4.146-4.134=0.012
max4.862-4.800=0.062
name=record_render_large_syntax_err.art
mean7.655-7.655=0.000
σ0.002-0.002=0.000
min7.654
max7.661-7.660=0.001
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean4.272-4.282=-0.010
σ0.070-0.108=-0.038
min4.148-3.787=0.361
max4.521-4.849=-0.327
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.756-0.764=-0.007
σ0.024-0.022=0.002
min0.712-0.722=-0.010
max0.892-0.883=0.009
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.708-0.733=-0.025
σ0.017-0.019=-0.001
min0.669-0.697=-0.028
max0.807-0.821=-0.014

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.539-294.186=3.354
σ0.221-0.215=0.005
min297.384-294.023=3.361
max298.128-294.772=3.356
mean7208.000-1929.000=5279.000
σ0.000
min7208.000-1929.000=5279.000
max7208.000-1929.000=5279.000
mean0.552-0.580=-0.028
σ0.043-0.034=0.009
min0.498-0.512=-0.014
max0.610-0.613=-0.003

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.725-281.494=8.231
σ0.032-0.039=-0.007
min289.683-281.446=8.236
max289.769-281.535=8.234
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.390-0.388=0.002
σ0.001-0.008=-0.007
min0.389-0.378=0.010
max0.391-0.398=-0.008
iters=5
new-facts=1
prior-facts=6402
mean1299.648-1291.481=8.168
σ0.113-0.106=0.008
min1299.503-1291.362=8.140
max1299.773-1291.607=8.166
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean1.865-1.882=-0.017
σ0.053-0.093=-0.041
min1.821-1.813=0.008
max1.943-2.020=-0.076
iters=5
new-facts=6402
prior-facts=1
mean1542.643-1534.334=8.309
σ4.032-3.964=0.069
min1540.614-1532.331=8.283
max1549.848-1541.415=8.434
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean2.364-2.279=0.086
σ0.200-0.125=0.075
min2.115-2.139=-0.023
max2.607-2.416=0.190
iters=5
new-facts=6402
prior-facts=6402
mean1861.613-1853.357=8.256
σ0.087-0.054=0.033
min1861.499-1853.307=8.192
max1861.723-1853.436=8.287
mean7208.000-1784.200=5423.800
σ0.000-142.143=-142.143
min7208.000-1630.000=5578.000
max7208.000-1929.000=5279.000
mean2.851-3.077=-0.226
σ0.025-0.309=-0.283
min2.812-2.874=-0.062
max2.875-3.620=-0.744

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.469-1.376=0.093
σ0.237-0.175=0.062
min1.205-1.264=-0.060
max1.748-1.666=0.082

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.149-442.427=3.721
σ577.063-577.064=-0.001
min157.616-153.893=3.722
max1311.744-1308.023=3.721
mean96.250
σ8.500
min92.000
max109.000
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean0.551-0.537=0.014
σ0.565-0.556=0.009
min0.267-0.258=0.009
max1.398-1.371=0.027
policies=20
mean1576.428-1539.211=37.218
σ0.355-0.335=0.020
min1576.188-1538.979=37.209
max1576.955-1539.708=37.247
mean920.000
σ0.000
min920.000
max920.000
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean2.642-2.595=0.046
σ0.037-0.024=0.013
min2.603-2.564=0.039
max2.690-2.619=0.070
policies=200
mean15772.307-15400.420=371.887
σ0.079-0.126=-0.046
min15772.230-15400.232=371.998
max15772.416-15400.491=371.925
mean9200.000
σ0.000
min9200.000
max9200.000
mean7208.000-1630.000=5578.000
σ0.000
min7208.000-1630.000=5578.000
max7208.000-1630.000=5578.000
mean26.635-26.111=0.524
σ0.132-0.113=0.019
min26.459-25.946=0.513
max26.763-26.197=0.565