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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
mean54.615-53.703=0.911
σ0.350-0.371=-0.021
min54.479-53.557=0.922
max55.610-54.758=0.852
mean416.000
σ0.000
min416.000
max416.000
mean0.137-0.135=0.002
σ0.005-0.004=0.000
min0.129-0.130=-0.001
max0.143-0.143=-0.000
cache=y
dps=1
iters=10
policies=100
mean43.786-43.058=0.728
σ0.006-0.005=0.001
min43.772-43.050=0.722
max43.795-43.066=0.728
mean416.000
σ0.000
min416.000
max416.000
mean0.124-0.120=0.004
σ0.004-0.004=-0.000
min0.121-0.114=0.007
max0.130-0.126=0.004

CSV - indexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on indexed
rows=200000
mean36.618-36.618=0.000
σ0.002-0.002=0.000
min36.615-36.615=-0.000
max36.620-36.620=0.000
mean4284.625-4161.250=123.375
σ1978.234-1889.755=88.479
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean83.327-12.791=70.536
σ199.084-0.362=198.722
min12.611-12.419=0.192
max576.035-13.471=562.564
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617-36.617=-0.000
σ0.002-0.002=0.000
min36.616-36.616=-0.000
max36.620-36.619=0.000
mean4284.625-4278.375=6.250
σ1978.234-1967.808=10.426
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean13.908-13.189=0.718
σ3.127-1.958=1.169
min11.928-11.922=0.006
max21.455-17.862=3.593
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.929-41.929=-0.000
σ0.002-0.002=-0.000
min41.928-41.928=0.000
max41.932-41.932=-0.001
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean14.908-15.061=-0.153
σ1.034-0.668=0.366
min12.663-13.977=-1.314
max15.875-15.684=0.191
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
max41.932-41.932=-0.000
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean14.109-12.867=1.242
σ0.980-0.990=-0.010
min12.044-11.695=0.349
max14.845-14.421=0.424
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929-41.929=0.000
σ0.002-0.002=-0.000
min41.927-41.927=0.000
max41.931
mean4168.000-4161.250=6.750
σ1900.842-1889.755=11.087
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean13.554-13.219=0.335
σ1.479-1.742=-0.263
min11.026-10.711=0.315
max15.333-15.473=-0.140
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.604-27.605=-0.001
σ0.002-0.003=-0.001
min27.603
max27.607-27.611=-0.004
mean4168.000-4161.250=6.750
σ1900.842-1889.755=11.087
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean9.265-9.037=0.228
σ0.385-0.381=0.004
min8.688-8.283=0.405
max9.765-9.476=0.289
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.400-26.400=-0.000
σ0.001-0.001=-0.000
min26.399-26.399=-0.000
max26.403-26.403=-0.000
mean4168.000-4161.250=6.750
σ1900.842-1889.755=11.087
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean7.205-6.917=0.288
σ0.343-0.292=0.051
min6.498-6.468=0.031
max7.510-7.375=0.135
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.667-25.667=-0.000
σ0.002-0.002=0.000
min25.664-25.665=-0.000
max25.670-25.670=0.000
mean4284.625-4278.375=6.250
σ1978.234-1967.808=10.426
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean6.327-6.325=0.002
σ0.672-0.583=0.090
min5.911-6.040=-0.128
max7.977-7.756=0.220
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
max25.663-25.663=0.000
mean4284.625-4278.375=6.250
σ1978.234-1967.808=10.426
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean5.921-5.888=0.033
σ0.579-0.440=0.140
min5.608-5.647=-0.039
max7.335-6.951=0.384
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
max25.971-25.971=0.000
mean4284.625-4278.375=6.250
σ1978.234-1967.808=10.426
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean5.940-5.990=-0.050
σ0.604-0.364=0.240
min5.662-5.757=-0.095
max7.427-6.848=0.579
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968-25.968=0.000
σ0.001-0.001=-0.000
min25.967-25.967=0.000
max25.971
mean4284.625-4278.375=6.250
σ1978.234-1967.808=10.426
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean5.831-5.810=0.020
σ0.602-0.337=0.265
min5.486-5.586=-0.099
max7.269-6.616=0.653

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.596-2524.596=0.000
σ0.002-0.002=0.000
min2524.594-2524.594=0.000
max2524.598
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean1338.957-1538.580=-199.624
σ445.129-778.679=-333.550
min1037.337-1024.004=13.333
max2186.127-2991.521=-805.393
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.560-8744.560=-0.000
σ0.042-0.042=-0.000
min8744.545-8744.545=0.000
max8744.664-8744.664=-0.000
mean3589.375-3589.250=0.125
σ1816.755-1811.099=5.655
min1071.000-1072.000=-1.000
max5819.000-5813.000=6.000
mean4975.882-4554.927=420.956
σ1731.159-1396.791=334.368
min3541.524-3506.174=35.350
max7584.252-7173.485=410.767

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
min62.075-62.076=-0.001
max62.081-62.080=0.000
mean4168.000-4161.250=6.750
σ1900.842-1889.755=11.087
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean82.187-77.449=4.738
σ10.405-6.038=4.367
min72.789-70.939=1.850
max99.706-88.193=11.512
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077-62.077=-0.000
σ0.002-0.002=0.000
min62.076-62.076=-0.000
max62.080
mean4168.000-4161.250=6.750
σ1900.842-1889.755=11.087
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean82.333-78.132=4.201
σ10.281-5.828=4.453
min71.080-71.531=-0.451
max99.016-87.881=11.135
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.944-40.944=0.000
σ0.001-0.001=0.000
min40.944-40.943=0.001
max40.947-40.947=0.001
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean103.119-102.908=0.212
σ7.902-5.294=2.607
min88.511-93.381=-4.869
max108.309-106.616=1.693
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.946-40.946=-0.000
σ0.002-0.002=0.000
min40.944-40.944=-0.000
max40.948
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean103.281-102.731=0.550
σ7.977-5.234=2.743
min88.692-93.241=-4.548
max109.110-106.188=2.922
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.950-40.951=-0.000
σ0.002-0.002=-0.000
min40.949-40.949=-0.000
max40.953-40.954=-0.001
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean105.833-105.570=0.263
σ7.818-5.610=2.208
min92.707-95.869=-3.162
max112.998-112.337=0.661
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.951-40.951=-0.000
σ0.002-0.002=-0.000
min40.948-40.949=-0.000
max40.954-40.954=-0.000
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean103.477-103.070=0.407
σ8.006-5.131=2.875
min88.482-93.798=-5.315
max109.091-106.605=2.486
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.686-66.686=-0.000
σ0.001-0.001=0.000
min66.686-66.686=-0.000
max66.689
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean233.014-222.333=10.681
σ207.184-174.704=32.480
min140.695-148.370=-7.675
max745.101-654.285=90.816
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687
σ0.002
min66.685
max66.690
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean157.363-156.069=1.294
σ14.829-15.938=-1.109
min131.033-121.280=9.754
max168.817-167.939=0.878

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318-4.318=0.000
min11655.305
max11667.520-11667.519=0.001
mean4168.000-4161.250=6.750
σ1900.842-1889.755=11.087
min1551.000-1545.000=6.000
max7208.000-7170.000=38.000
mean6597.892-6225.918=371.974
σ1209.482-1304.888=-95.405
min4903.066-4906.596=-3.530
max8205.630-8022.427=183.203
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.065-11560.065=-0.000
σ0.001-0.001=-0.000
min11560.064
max11560.068-11560.068=-0.001
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean5825.879-5888.892=-63.013
σ1548.734-1629.153=-80.418
min4390.166-4363.770=26.396
max7806.087-7786.781=19.306

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.659-172.661=-0.002
σ0.011-0.012=-0.002
min172.648-172.642=0.006
max172.675-172.677=-0.002
mean487.000-486.125=0.875
σ0.000-0.354=-0.354
min487.000-486.000=1.000
max487.000
mean375.146-376.766=-1.620
σ54.394-34.743=19.651
min275.509-312.718=-37.210
max424.484-414.499=9.985
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.474-357.467=0.006
σ0.162-0.156=0.005
min357.321
max357.666-357.652=0.014
mean563.000-572.000=-9.000
σ0.000
min563.000-572.000=-9.000
max563.000-572.000=-9.000
mean790.453-790.398=0.055
σ24.790-16.211=8.579
min741.072-757.385=-16.313
max817.083-809.852=7.231

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.083-1005.001=3.083
σ0.762-0.751=0.011
min1007.608-1004.530=3.078
max1011.233-1008.106=3.127
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean1.507-1.623=-0.116
σ0.184-0.117=0.067
min1.372-1.515=-0.143
max2.128-1.845=0.283

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883
σ0.002
min0.881
max0.886
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.432-0.387=0.045
σ0.132-0.110=0.021
min0.358-0.278=0.079
max0.666-0.531=0.135
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.912-0.903=0.009
σ0.100-0.099=0.001
min0.824-0.820=0.004
max1.077-1.070=0.007
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.541-0.535=0.006
σ0.038-0.054=-0.016
min0.503-0.486=0.018
max0.603-0.621=-0.018
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.841-0.841=-0.000
σ0.049-0.038=0.011
min0.786-0.809=-0.023
max0.915-0.908=0.008

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.552-963.553=-0.000
σ0.023-0.028=-0.004
min963.527-963.527=-0.000
max963.582-963.597=-0.015
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.817-0.828=-0.011
σ0.050-0.030=0.020
min0.732-0.788=-0.056
max0.849-0.865=-0.016
name=cdr_enhanced_4k_loc.art
mean884.853-884.853=0.001
σ0.008-0.008=0.001
min884.847
max884.867-884.863=0.004
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.713-0.699=0.014
σ0.037-0.046=-0.009
min0.667-0.635=0.032
max0.745-0.737=0.008

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
max7.712-7.711=0.001
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean4.301-4.218=0.083
σ0.085-0.073=0.012
min4.169-4.093=0.075
max4.572-4.561=0.011
name=record_render_large_syntax_err.art
mean7.655
σ0.002
min7.654
max7.658
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean4.283-4.216=0.066
σ0.082-0.072=0.009
min4.115-4.112=0.003
max4.586-4.513=0.073
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.757-0.752=0.005
σ0.025-0.016=0.008
min0.714-0.722=-0.008
max0.916-0.858=0.059
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.717-0.569=0.148
σ0.016-0.092=-0.077
min0.687-0.334=0.352
max0.802-0.786=0.016

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.526-294.308=3.218
σ0.221-0.239=-0.018
min297.310-294.116=3.194
max298.089-294.954=3.134
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.575-0.541=0.034
σ0.029-0.024=0.005
min0.517-0.513=0.004
max0.607-0.578=0.029

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.724-281.464=8.260
σ0.036-0.037=-0.001
min289.679-281.415=8.265
max289.777-281.503=8.274
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.393-0.389=0.005
σ0.006-0.010=-0.004
min0.389-0.380=0.008
max0.403-0.403=0.001
iters=5
new-facts=1
prior-facts=6402
mean1299.647-1291.506=8.142
σ0.093-0.109=-0.016
min1299.539-1291.380=8.158
max1299.758-1291.626=8.132
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean1.937-1.971=-0.034
σ0.088-0.150=-0.062
min1.824-1.792=0.032
max2.031-2.205=-0.174
iters=5
new-facts=6402
prior-facts=1
mean1542.644-1534.350=8.294
σ4.012-4.015=-0.003
min1540.620-1532.316=8.304
max1549.813-1541.523=8.290
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean2.348-2.306=0.042
σ0.182-0.156=0.025
min2.162-2.093=0.069
max2.607-2.461=0.146
iters=5
new-facts=6402
prior-facts=6402
mean1861.612-1853.324=8.287
σ0.064-0.057=0.007
min1861.522-1853.240=8.282
max1861.671-1853.374=8.297
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean2.948-2.936=0.012
σ0.096-0.106=-0.010
min2.869-2.848=0.021
max3.062-3.075=-0.012

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.542-1.424=0.118
σ0.217-0.274=-0.057
min1.287-1.265=0.022
max1.803-1.910=-0.106

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.147-442.428=3.719
σ577.063-577.064=-0.000
min157.613-153.894=3.719
max1311.742-1308.024=3.718
mean96.250
σ8.500
min92.000
max109.000
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean0.511-0.540=-0.029
σ0.502-0.561=-0.058
min0.249-0.260=-0.010
max1.265-1.381=-0.116
policies=20
mean1576.411-1539.210=37.201
σ0.351-0.321=0.030
min1576.175-1538.989=37.186
max1576.931-1539.685=37.247
mean920.000
σ0.000
min920.000
max920.000
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean2.638-2.584=0.054
σ0.025-0.029=-0.003
min2.607-2.549=0.058
max2.659-2.619=0.040
policies=200
mean15772.291-15400.298=371.993
σ0.125-0.149=-0.024
min15772.127-15400.143=371.984
max15772.431-15400.483=371.948
mean9200.000
σ0.000
min9200.000
max9200.000
mean7208.000-7170.000=38.000
σ0.000
min7208.000-7170.000=38.000
max7208.000-7170.000=38.000
mean26.471-26.126=0.345
σ0.119-0.168=-0.049
min26.397-25.952=0.445
max26.648-26.292=0.356