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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
mean54.523-54.523=-0.000
σ0.371-0.370=0.001
min54.386-54.381=0.005
max55.579-55.577=0.002
mean416.000-417.000=-1.000
σ0.000
min416.000-417.000=-1.000
max416.000-417.000=-1.000
mean0.143-0.140=0.003
σ0.007-0.006=0.001
min0.137-0.134=0.003
max0.160-0.150=0.010
cache=y
dps=1
iters=10
policies=100
mean43.766-43.765=0.001
σ0.008-0.006=0.001
min43.760-43.754=0.005
max43.784-43.779=0.005
mean416.000-417.000=-1.000
σ0.000
min416.000-417.000=-1.000
max416.000-417.000=-1.000
mean0.120-0.122=-0.002
σ0.004-0.005=-0.001
min0.115-0.115=-0.001
max0.127-0.131=-0.005

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
max36.619-36.620=-0.001
mean4166.500-4288.000=-121.500
σ1898.389-1979.202=-80.813
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean12.635-106.535=-93.899
σ0.322-266.028=-265.706
min12.253-12.196=0.057
max13.133-764.919=-751.786
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.618-36.617=0.001
σ0.002-0.002=0.000
min36.616-36.616=-0.000
max36.620-36.620=0.000
mean4287.000-4288.000=-1.000
σ1978.404-1979.202=-0.798
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean101.189-13.640=87.549
σ250.322-2.746=247.575
min11.696-11.872=-0.176
max720.702-20.328=700.374
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
max41.933-41.932=0.000
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean14.932-14.961=-0.029
σ1.314-1.149=0.166
min12.071-12.431=-0.360
max15.949-15.727=0.222
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.930-41.930=-0.000
σ0.002-0.002=0.000
min41.928-41.928=-0.000
max41.932-41.932=-0.000
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean13.452-14.913=-1.461
σ1.210-1.359=-0.150
min11.401-12.094=-0.693
max14.712-16.297=-1.584
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.928-41.929=-0.001
σ0.002-0.002=-0.000
min41.927
max41.931-41.931=-0.000
mean4166.500-4171.875=-5.375
σ1898.389-1901.813=-3.424
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean13.832-14.056=-0.224
σ1.522-1.833=-0.311
min11.610-11.247=0.363
max15.257-15.842=-0.585
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
mean4166.500-4171.875=-5.375
σ1898.389-1901.813=-3.424
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean9.109-9.235=-0.126
σ0.512-0.451=0.061
min8.344-8.656=-0.312
max9.647-9.922=-0.275
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.400-26.400=0.000
σ0.002-0.002=0.000
min26.399
max26.403-26.403=0.000
mean4166.500-4171.875=-5.375
σ1898.389-1901.813=-3.424
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean6.611-6.730=-0.119
σ0.399-0.560=-0.161
min6.055-5.980=0.075
max7.191-7.701=-0.510
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
min25.664-25.665=-0.000
max25.668-25.669=-0.001
mean4287.000-4288.000=-1.000
σ1978.404-1979.202=-0.798
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean6.241-6.283=-0.042
σ0.640-0.566=0.075
min5.829-5.782=0.046
max7.797-7.590=0.206
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
mean4287.000-4288.000=-1.000
σ1978.404-1979.202=-0.798
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean5.924-5.695=0.229
σ0.713-0.611=0.101
min5.138-5.290=-0.152
max7.491-7.160=0.331
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.969-25.969=-0.000
σ0.003-0.002=0.001
min25.967-25.967=0.000
max25.975-25.972=0.003
mean4287.000-4288.000=-1.000
σ1978.404-1979.202=-0.798
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean5.900-5.776=0.125
σ0.653-0.555=0.098
min5.144-5.179=-0.035
max7.410-7.022=0.388
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
mean4287.000-4288.000=-1.000
σ1978.404-1979.202=-0.798
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean5.863-5.690=0.173
σ0.681-0.497=0.183
min5.119-5.158=-0.039
max7.390-6.777=0.613

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.595-2524.595=-0.000
σ0.002-0.002=-0.000
min2524.594
max2524.598-2524.598=0.000
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean1186.675-1159.083=27.592
σ400.279-314.530=85.749
min1035.892-1043.081=-7.189
max2177.224-1937.425=239.799
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.561-8744.560=0.001
σ0.040-0.041=-0.000
min8744.545-8744.544=0.000
max8744.660-8744.660=0.000
mean3594.000-3593.500=0.500
σ1818.498-1818.926=-0.428
min1073.000-1074.000=-1.000
max5835.000-5826.000=9.000
mean4918.308-4994.818=-76.510
σ1542.183-1597.854=-55.671
min3558.927-3545.001=13.926
max7176.448-7084.197=92.251

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
min62.076-62.076=-0.000
max62.080-62.080=0.000
mean4166.500-4171.875=-5.375
σ1898.389-1901.813=-3.424
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean80.420-77.416=3.005
σ9.671-6.361=3.310
min70.550-70.528=0.022
max98.226-86.209=12.017
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
mean4166.500-4171.875=-5.375
σ1898.389-1901.813=-3.424
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean81.042-78.397=2.645
σ9.904-6.506=3.398
min70.104-70.843=-0.739
max98.662-86.926=11.737
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
max40.947
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean102.941-100.998=1.942
σ9.629-13.740=-4.111
min82.456-69.451=13.005
max109.305-107.825=1.481
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
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean102.711-101.052=1.659
σ9.431-13.623=-4.192
min82.387-69.788=12.600
max108.207-107.873=0.334
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=0.000
min40.949-40.949=0.000
max40.954-40.953=0.002
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean106.057-104.133=1.924
σ7.604-11.667=-4.063
min90.039-76.897=13.143
max112.287-112.779=-0.492
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950-40.950=-0.000
σ0.002-0.002=-0.001
min40.949
max40.953-40.954=-0.002
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean102.835-101.363=1.471
σ9.425-13.743=-4.318
min82.713-69.919=12.794
max108.356-108.405=-0.049
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687-66.686=0.000
σ0.002-0.001=0.000
min66.686-66.685=0.000
max66.689-66.689=0.000
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean219.508-235.295=-15.787
σ174.370-227.886=-53.515
min130.524-112.630=17.894
max649.810-797.369=-147.558
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.686-66.687=-0.001
σ0.002-0.003=-0.001
min66.685
max66.689-66.693=-0.004
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean153.724-151.867=1.857
σ18.851-20.259=-1.408
min119.792-112.437=7.356
max169.207-166.488=2.719

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.834-11656.833=0.001
σ4.318-4.318=-0.000
min11655.305
max11667.520-11667.520=0.001
mean4166.500-4171.875=-5.375
σ1898.389-1901.813=-3.424
min1550.000-1555.000=-5.000
max7200.000-7207.000=-7.000
mean6612.053-6541.438=70.614
σ1282.358-1149.308=133.050
min4938.362-4932.635=5.727
max8335.408-7939.861=395.547
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.066-11560.066=0.001
σ0.002-0.001=0.001
min11560.064
max11560.069-11560.068=0.001
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean6106.341-5981.580=124.761
σ1571.470-1344.876=226.593
min4426.556-4422.579=3.977
max8575.382-7745.611=829.771

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.655-172.660=-0.005
σ0.015-0.011=0.004
min172.634-172.639=-0.006
max172.673-172.671=0.002
mean486.000-489.125=-3.125
σ0.000-0.354=-0.354
min486.000-489.000=-3.000
max486.000-490.000=-4.000
mean363.931-388.283=-24.352
σ51.089-36.113=14.976
min271.276-314.665=-43.388
max419.128-420.426=-1.298
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.463-357.476=-0.014
σ0.151-0.163=-0.012
min357.321
max357.627-357.654=-0.027
mean563.000-567.000=-4.000
σ0.000
min563.000-567.000=-4.000
max563.000-567.000=-4.000
mean795.186-798.758=-3.572
σ35.776-16.811=18.966
min719.747-759.907=-40.160
max831.837-812.045=19.792

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.076-1008.082=-0.006
σ0.762-0.761=0.001
min1007.605-1007.606=-0.001
max1011.225-1011.227=-0.002
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean1.516-1.510=0.006
σ0.112-0.124=-0.012
min1.401-1.317=0.083
max1.791-1.748=0.043

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
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.327-0.403=-0.075
σ0.126-0.089=0.037
min0.261-0.345=-0.084
max0.550-0.560=-0.009
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.647-0.918=-0.272
σ0.075-0.076=-0.001
min0.606-0.845=-0.239
max0.780-1.021=-0.241
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.387-0.535=-0.148
σ0.031-0.046=-0.015
min0.357-0.500=-0.143
max0.437-0.609=-0.172
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.741-0.855=-0.114
σ0.106-0.030=0.077
min0.599-0.828=-0.230
max0.842-0.900=-0.058

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.547-963.551=-0.004
σ0.023-0.036=-0.012
min963.528
max963.577-963.613=-0.037
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.786-0.775=0.011
σ0.059-0.059=0.000
min0.708-0.706=0.001
max0.847-0.855=-0.007
name=cdr_enhanced_4k_loc.art
mean884.853-884.853=0.000
σ0.006-0.006=0.000
min884.847
max884.862-884.861=0.001
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.569-0.663=-0.093
σ0.062-0.046=0.016
min0.515-0.603=-0.088
max0.638-0.716=-0.078

Parser: Record Parsing

Factorallocated MiBpeak allocated MiBtime (ms)
name=record_render_large_success.art
mean7.706
σ0.002
min7.705
max7.709
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean3.555-4.237=-0.682
σ0.086-0.087=-0.001
min3.406-3.769=-0.363
max3.842-4.457=-0.615
name=record_render_large_syntax_err.art
mean7.655-7.655=-0.000
σ0.002-0.002=-0.000
min7.654
max7.658
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean3.519-4.229=-0.710
σ0.075-0.080=-0.006
min3.375-4.099=-0.725
max3.787-4.438=-0.651
name=record_render_success.art
mean2.288-2.288=0.000
σ0.002-0.002=-0.000
min2.287
max2.291
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.547-0.750=-0.204
σ0.029-0.021=0.009
min0.522-0.715=-0.193
max0.783-0.874=-0.090
name=record_render_syntax_err.art
mean2.163-2.163=0.000
σ0.002-0.002=-0.000
min2.163
max2.166
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.514-0.706=-0.191
σ0.012-0.024=-0.011
min0.492-0.514=-0.022
max0.579-0.790=-0.211

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.354-297.450=-0.096
σ0.259-0.208=0.051
min297.175-297.307=-0.133
max298.071-298.023=0.048
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.568-0.567=0.000
σ0.021-0.041=-0.020
min0.547-0.510=0.037
max0.603-0.617=-0.014

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.730-289.727=0.004
σ0.033-0.054=-0.021
min289.678-289.640=0.038
max289.765-289.784=-0.019
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.396-0.403=-0.007
σ0.012-0.016=-0.005
min0.386-0.388=-0.001
max0.412-0.426=-0.014
iters=5
new-facts=1
prior-facts=6402
mean1299.628-1299.648=-0.020
σ0.095-0.082=0.012
min1299.512-1299.520=-0.008
max1299.761-1299.722=0.039
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean1.956-2.036=-0.080
σ0.118-0.232=-0.114
min1.801-1.820=-0.019
max2.112-2.426=-0.313
iters=5
new-facts=6402
prior-facts=1
mean1542.619-1542.614=0.005
σ4.070-4.069=0.001
min1540.596-1540.581=0.015
max1549.890-1549.884=0.007
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean2.361-2.250=0.110
σ0.219-0.187=0.032
min2.078-2.092=-0.015
max2.646-2.550=0.096
iters=5
new-facts=6402
prior-facts=6402
mean1861.596-1861.605=-0.010
σ0.060-0.075=-0.015
min1861.506-1861.499=0.008
max1861.650-1861.693=-0.043
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean2.944-3.100=-0.156
σ0.127-0.276=-0.150
min2.846-2.825=0.020
max3.116-3.466=-0.349

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.653-1.601=0.051
σ0.210-0.240=-0.030
min1.374-1.298=0.076
max1.866-1.807=0.058

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.147-446.147=-0.000
σ577.067-577.064=0.003
min157.613-157.610=0.003
max1311.747-1311.743=0.004
mean96.250
σ8.500
min92.000
max109.000
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean0.549-0.540=0.009
σ0.555-0.532=0.023
min0.270-0.266=0.004
max1.381-1.338=0.043
policies=20
mean1576.398-1576.401=-0.003
σ0.350-0.346=0.004
min1576.157-1576.167=-0.010
max1576.916-1576.914=0.003
mean920.000
σ0.000
min920.000
max920.000
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean2.627-2.618=0.008
σ0.018-0.014=0.004
min2.605-2.606=-0.000
max2.646-2.637=0.009
policies=200
mean15771.945-15771.997=-0.052
σ0.056-0.058=-0.002
min15771.869-15771.941=-0.072
max15771.998-15772.078=-0.080
mean9200.000
σ0.000
min9200.000
max9200.000
mean7200.000-7207.000=-7.000
σ0.000
min7200.000-7207.000=-7.000
max7200.000-7207.000=-7.000
mean26.444-26.461=-0.017
σ0.148-0.108=0.040
min26.328-26.360=-0.032
max26.661-26.615=0.047