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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
mean54.523-54.522=0.000
σ0.371-0.370=0.002
min54.386-54.378=0.008
max55.579-55.574=0.005
mean416.000
σ0.000
min416.000
max416.000
mean0.143-0.140=0.003
σ0.007-0.005=0.002
min0.137-0.136=0.002
max0.160-0.148=0.012
cache=y
dps=1
iters=10
policies=100
mean43.766-43.766=-0.000
σ0.008-0.007=0.001
min43.760-43.756=0.004
max43.784-43.777=0.007
mean416.000
σ0.000
min416.000
max416.000
mean0.120-0.122=-0.002
σ0.004-0.004=-0.000
min0.115-0.116=-0.001
max0.127-0.128=-0.002

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
min36.615-36.616=-0.000
max36.619-36.619=0.000
mean4166.500-4169.500=-3.000
σ1898.389-1899.312=-0.923
min1550.000
max7200.000-7203.000=-3.000
mean12.635-12.595=0.040
σ0.322-0.313=0.009
min12.253-12.189=0.064
max13.133-13.226=-0.092
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
max36.620-36.619=0.000
mean4287.000-4289.625=-2.625
σ1978.404-1979.093=-0.690
min1550.000
max7200.000-7203.000=-3.000
mean101.189-95.012=6.177
σ250.322-234.488=15.834
min11.696-11.483=0.212
max720.702-675.338=45.363
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
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean14.932-14.820=0.112
σ1.314-1.238=0.077
min12.071-12.029=0.042
max15.949-15.540=0.409
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
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean13.452-12.916=0.536
σ1.210-1.374=-0.165
min11.401-11.176=0.225
max14.712-15.088=-0.375
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.928-41.929=-0.001
σ0.002-0.002=-0.000
min41.927
max41.931-41.932=-0.000
mean4166.500-4169.500=-3.000
σ1898.389-1899.312=-0.923
min1550.000
max7200.000-7203.000=-3.000
mean13.832-13.503=0.328
σ1.522-1.715=-0.192
min11.610-10.992=0.618
max15.257-15.244=0.012
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
max27.607-27.607=-0.000
mean4166.500-4169.500=-3.000
σ1898.389-1899.312=-0.923
min1550.000
max7200.000-7203.000=-3.000
mean9.109-9.127=-0.018
σ0.512-0.361=0.151
min8.344-8.720=-0.376
max9.647-9.744=-0.097
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
mean4166.500-4169.500=-3.000
σ1898.389-1899.312=-0.923
min1550.000
max7200.000-7203.000=-3.000
mean6.611-6.585=0.027
σ0.399-0.361=0.038
min6.055-6.132=-0.076
max7.191-7.265=-0.075
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
mean4287.000-4289.625=-2.625
σ1978.404-1979.093=-0.690
min1550.000
max7200.000-7203.000=-3.000
mean6.241-6.099=0.142
σ0.640-0.679=-0.038
min5.829-5.598=0.231
max7.797-7.703=0.093
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
mean4287.000-4289.625=-2.625
σ1978.404-1979.093=-0.690
min1550.000
max7200.000-7203.000=-3.000
mean5.924-5.754=0.170
σ0.713-0.711=0.002
min5.138-5.154=-0.016
max7.491-7.471=0.020
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
mean4287.000-4289.625=-2.625
σ1978.404-1979.093=-0.690
min1550.000
max7200.000-7203.000=-3.000
mean5.900-5.788=0.112
σ0.653-0.637=0.017
min5.144-5.247=-0.103
max7.410-7.312=0.098
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
mean4287.000-4289.625=-2.625
σ1978.404-1979.093=-0.690
min1550.000
max7200.000-7203.000=-3.000
mean5.863-5.754=0.108
σ0.681-0.649=0.032
min5.119-5.311=-0.192
max7.390-7.344=0.046

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.595-2524.595=-0.001
σ0.002-0.002=-0.000
min2524.594-2524.594=-0.000
max2524.598-2524.598=-0.000
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean1186.675-1186.791=-0.116
σ400.279-386.677=13.602
min1035.892-1043.294=-7.402
max2177.224-2143.729=33.495
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.561-8744.560=0.000
σ0.040-0.040=-0.000
min8744.545
max8744.660-8744.660=-0.000
mean3594.000-3596.750=-2.750
σ1818.498-1818.874=-0.376
min1073.000-1075.000=-2.000
max5835.000-5837.000=-2.000
mean4918.308-5001.306=-82.998
σ1542.183-1581.008=-38.824
min3558.927-3537.721=21.206
max7176.448-7104.074=72.374

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
mean4166.500-4169.500=-3.000
σ1898.389-1899.312=-0.923
min1550.000
max7200.000-7203.000=-3.000
mean80.420-83.720=-3.300
σ9.671-10.075=-0.404
min70.550-75.037=-4.487
max98.226-104.081=-5.855
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.078-62.077=0.001
σ0.002-0.002=0.000
min62.076
max62.080-62.080=0.000
mean4166.500-4169.500=-3.000
σ1898.389-1899.312=-0.923
min1550.000
max7200.000-7203.000=-3.000
mean81.042-84.658=-3.616
σ9.904-9.986=-0.082
min70.104-75.265=-5.161
max98.662-104.674=-6.012
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
min40.944-40.943=0.000
max40.947
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean102.941-100.741=2.200
σ9.629-12.439=-2.810
min82.456-73.621=8.835
max109.305-108.046=1.259
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
min40.944-40.943=0.000
max40.947-40.948=-0.000
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean102.711-100.848=1.863
σ9.431-12.675=-3.245
min82.387-73.184=9.204
max108.207-108.641=-0.434
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
min40.949-40.948=0.000
max40.954-40.953=0.002
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean106.057-104.104=1.953
σ7.604-10.462=-2.858
min90.039-81.535=8.504
max112.287-112.764=-0.477
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
min40.949-40.948=0.000
max40.953-40.954=-0.002
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean102.835-101.159=1.675
σ9.425-12.358=-2.933
min82.713-74.300=8.413
max108.356-108.680=-0.324
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
min66.686-66.686=-0.000
max66.689-66.690=-0.001
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean219.508-205.856=13.653
σ174.370-145.930=28.440
min130.524-117.858=12.666
max649.810-564.526=85.284
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.686-66.687=-0.000
σ0.002-0.002=0.000
min66.685
max66.689-66.689=0.000
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean153.724-149.435=4.289
σ18.851-23.319=-4.468
min119.792-110.168=9.624
max169.207-168.021=1.186

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=0.000
mean4166.500-4169.500=-3.000
σ1898.389-1899.312=-0.923
min1550.000
max7200.000-7203.000=-3.000
mean6612.053-6618.182=-6.130
σ1282.358-1171.136=111.222
min4938.362-4856.904=81.457
max8335.408-7706.888=628.520
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.066-11560.065=0.001
σ0.002-0.001=0.001
min11560.064-11560.064=0.001
max11560.069-11560.068=0.001
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean6106.341-6113.546=-7.205
σ1571.470-1628.342=-56.872
min4426.556-4400.715=25.841
max8575.382-8745.435=-170.053

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.655-172.665=-0.009
σ0.015-0.011=0.004
min172.634-172.646=-0.012
max172.673-172.677=-0.004
mean486.000-487.250=-1.250
σ0.000-0.707=-0.707
min486.000-487.000=-1.000
max486.000-489.000=-3.000
mean363.931-392.917=-28.986
σ51.089-18.687=32.402
min271.276-358.928=-87.652
max419.128-412.896=6.233
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.463-357.467=-0.004
σ0.151-0.156=-0.006
min357.321
max357.627-357.628=-0.001
mean563.000-573.000=-10.000
σ0.000
min563.000-573.000=-10.000
max563.000-573.000=-10.000
mean795.186-786.083=9.103
σ35.776-47.429=-11.652
min719.747-703.068=16.679
max831.837-860.078=-28.241

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.076-1008.081=-0.005
σ0.762-0.761=0.000
min1007.605-1007.604=0.000
max1011.225-1011.227=-0.002
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean1.516-1.513=0.003
σ0.112-0.132=-0.020
min1.401-1.382=0.019
max1.791-1.843=-0.052

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.884=-0.000
σ0.002-0.002=-0.000
min0.881
max0.886-0.886=-0.001
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.327-0.413=-0.086
σ0.126-0.130=-0.004
min0.261-0.330=-0.070
max0.550-0.641=-0.090
name=error_case.art
mean2.333-2.334=-0.001
σ0.003-0.003=-0.001
min2.332
max2.337-2.339=-0.002
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.647-0.891=-0.245
σ0.075-0.088=-0.013
min0.606-0.833=-0.227
max0.780-1.044=-0.264
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.387-0.545=-0.158
σ0.031-0.048=-0.017
min0.357-0.511=-0.154
max0.437-0.629=-0.192
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.741-0.849=-0.108
σ0.106-0.042=0.065
min0.599-0.796=-0.198
max0.842-0.910=-0.068

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.547-963.551=-0.005
σ0.023-0.027=-0.004
min963.528-963.535=-0.007
max963.577-963.598=-0.021
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.786-0.811=-0.025
σ0.059-0.051=0.009
min0.708-0.725=-0.017
max0.847-0.845=0.002
name=cdr_enhanced_4k_loc.art
mean884.853-884.854=-0.001
σ0.006-0.007=-0.000
min884.847
max884.862-884.862=-0.000
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.569-0.683=-0.113
σ0.062-0.071=-0.009
min0.515-0.568=-0.053
max0.638-0.738=-0.100

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
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean3.555-3.521=0.034
σ0.086-0.086=0.001
min3.406-3.368=0.038
max3.842-3.797=0.045
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
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean3.519-3.929=-0.411
σ0.075-0.387=-0.312
min3.375-3.385=-0.011
max3.787-4.515=-0.728
name=record_render_success.art
mean2.288-2.288=0.000
σ0.002-0.002=-0.000
min2.287
max2.291
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.547-0.753=-0.207
σ0.029-0.019=0.010
min0.522-0.716=-0.194
max0.783-0.864=-0.081
name=record_render_syntax_err.art
mean2.163-2.163=0.000
σ0.002-0.002=-0.000
min2.163
max2.166
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.514-0.714=-0.200
σ0.012-0.021=-0.009
min0.492-0.615=-0.123
max0.579-0.793=-0.214

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.354-297.331=0.023
σ0.259-0.246=0.013
min297.175-297.184=-0.010
max298.071-298.019=0.052
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.568-0.570=-0.003
σ0.021-0.028=-0.007
min0.547-0.517=0.030
max0.603-0.594=0.009

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.730-289.730=0.000
σ0.033-0.040=-0.007
min289.678-289.682=-0.004
max289.765-289.792=-0.027
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.396-0.406=-0.009
σ0.012-0.020=-0.008
min0.386-0.386=0.001
max0.412-0.432=-0.020
iters=5
new-facts=1
prior-facts=6402
mean1299.628-1299.640=-0.013
σ0.095-0.091=0.003
min1299.512-1299.534=-0.022
max1299.761-1299.742=0.019
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean1.956-1.934=0.022
σ0.118-0.083=0.036
min1.801-1.791=0.010
max2.112-2.001=0.111
iters=5
new-facts=6402
prior-facts=1
mean1542.619-1542.624=-0.005
σ4.070-4.086=-0.016
min1540.596-1540.578=0.017
max1549.890-1549.926=-0.035
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean2.361-2.280=0.081
σ0.219-0.244=-0.025
min2.078-2.055=0.023
max2.646-2.667=-0.020
iters=5
new-facts=6402
prior-facts=6402
mean1861.596-1861.597=-0.001
σ0.060-0.057=0.003
min1861.506-1861.512=-0.006
max1861.650-1861.648=0.002
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean2.944-2.919=0.025
σ0.127-0.094=0.033
min2.846-2.813=0.032
max3.116-3.052=0.064

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.653-1.497=0.156
σ0.210-0.315=-0.105
min1.374-1.007=0.367
max1.866-1.807=0.059

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.147-446.146=0.001
σ577.067-577.064=0.003
min157.613-157.612=0.001
max1311.747-1311.743=0.005
mean96.250
σ8.500
min92.000
max109.000
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean0.549-0.554=-0.005
σ0.555-0.572=-0.017
min0.270-0.267=0.002
max1.381-1.412=-0.031
policies=20
mean1576.398-1576.398=-0.000
σ0.350-0.350=0.000
min1576.157-1576.162=-0.005
max1576.916-1576.918=-0.001
mean920.000
σ0.000
min920.000
max920.000
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean2.627-2.638=-0.011
σ0.018-0.017=0.001
min2.605-2.616=-0.010
max2.646-2.652=-0.006
policies=200
mean15771.945-15771.972=-0.027
σ0.056-0.056=0.001
min15771.869-15771.893=-0.024
max15771.998-15772.019=-0.022
mean9200.000
σ0.000
min9200.000
max9200.000
mean7200.000-7203.000=-3.000
σ0.000
min7200.000-7203.000=-3.000
max7200.000-7203.000=-3.000
mean26.444-26.507=-0.064
σ0.148-0.240=-0.092
min26.328-26.353=-0.025
max26.661-26.864=-0.203