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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
mean54.617-54.522=0.095
σ0.352-0.370=-0.017
min54.479-54.378=0.101
max55.619-55.574=0.045
mean417.000-416.000=1.000
σ0.000
min417.000-416.000=1.000
max417.000-416.000=1.000
mean0.139-0.140=-0.001
σ0.004-0.005=-0.001
min0.135-0.136=-0.000
max0.146-0.148=-0.002
cache=y
dps=1
iters=10
policies=100
mean43.787-43.766=0.021
σ0.007-0.007=-0.000
min43.776-43.756=0.020
max43.799-43.777=0.021
mean417.000-416.000=1.000
σ0.000
min417.000-416.000=1.000
max417.000-416.000=1.000
mean0.123-0.122=0.001
σ0.004-0.004=-0.000
min0.119-0.116=0.004
max0.129-0.128=0.001

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
mean4169.500
σ1899.312
min1550.000
max7203.000
mean12.595
σ0.313
min12.189
max13.226
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617
σ0.002
min36.616
max36.619
mean4289.625
σ1979.093
min1550.000
max7203.000
mean95.012
σ234.488
min11.483
max675.338
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7203.000
σ0.000
min7203.000
max7203.000
mean14.820
σ1.238
min12.029
max15.540
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7203.000
σ0.000
min7203.000
max7203.000
mean12.916
σ1.374
min11.176
max15.088
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929
σ0.002
min41.927
max41.932
mean4169.500
σ1899.312
min1550.000
max7203.000
mean13.503
σ1.715
min10.992
max15.244
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.605
σ0.002
min27.603
max27.607
mean4169.500
σ1899.312
min1550.000
max7203.000
mean9.127
σ0.361
min8.720
max9.744
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.401
σ0.002
min26.399
max26.403
mean4169.500
σ1899.312
min1550.000
max7203.000
mean6.585
σ0.361
min6.132
max7.265
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666
σ0.002
min25.664
max25.670
mean4289.625
σ1979.093
min1550.000
max7203.000
mean6.099
σ0.679
min5.598
max7.703
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661
σ0.002
min25.659
max25.663
mean4289.625
σ1979.093
min1550.000
max7203.000
mean5.754
σ0.711
min5.154
max7.471
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.969
σ0.002
min25.967
max25.972
mean4289.625
σ1979.093
min1550.000
max7203.000
mean5.788
σ0.637
min5.247
max7.312
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968
σ0.002
min25.967
max25.971
mean4289.625
σ1979.093
min1550.000
max7203.000
mean5.754
σ0.649
min5.311
max7.344
op=column_set() on indexed
mean36.618
σ0.002
min36.615
max36.620
mean4104.000
σ1569.709
min1981.000
max6045.000
mean12.354
σ0.345
min11.914
max12.998
op=column_set() on indexed, repeat
mean36.617
σ0.002
min36.616
max36.620
mean4104.000
σ1569.709
min1981.000
max6045.000
mean12.454
σ0.628
min11.406
max13.178
op=table_records(), no indexes
mean41.928
σ0.000
min41.928
max41.929
mean6045.000
σ0.000
min6045.000
max6045.000
mean13.193
σ1.179
min11.120
max14.992
op=table_records(), repeat
mean41.928
σ0.002
min41.927
max41.932
mean4104.000
σ1569.709
min1981.000
max6045.000
mean12.232
σ1.361
min10.337
max13.702
op=vertical_lookup_list() on indexed, after table_records()
mean27.605
σ0.003
min27.603
max27.611
mean4104.000
σ1569.709
min1981.000
max6045.000
mean8.742
σ0.756
min7.901
max10.344
op=vertical_lookup_list() on indexed, after table_records(), repeat
mean26.400
σ0.002
min26.399
max26.403
mean4104.000
σ1569.709
min1981.000
max6045.000
mean6.803
σ0.721
min6.134
max8.485
op=vertical_lookup_row_list() on 2 indexed
mean25.666
σ0.002
min25.665
max25.670
mean4104.000
σ1569.709
min1981.000
max6045.000
mean5.585
σ0.092
min5.400
max5.684
op=vertical_lookup_row_list() on 3 (1 unindexed)
mean25.968
σ0.002
min25.967
max25.971
mean4104.000
σ1569.709
min1981.000
max6045.000
mean5.459
σ0.078
min5.361
max5.602

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=load_product(), no indexes
rows=200000
mean2524.595
σ0.002
min2524.594
max2524.598
mean7203.000
σ0.000
min7203.000
max7203.000
mean1186.791
σ386.677
min1043.294
max2143.729
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.560
σ0.040
min8744.545
max8744.660
mean3596.750
σ1818.874
min1075.000
max5837.000
mean5001.306
σ1581.008
min3537.721
max7104.074
op=load_product(), no indexes
mean2524.594
σ0.000
min2524.593
max2524.594
mean6045.000
σ0.000
min6045.000
max6045.000
mean1573.291
σ856.826
min1040.538
max3128.706
op=load_product(), with indexes
mean8744.559
σ0.033
min8744.544
max8744.641
mean3823.125
σ1648.610
min1981.000
max6045.000
mean4398.607
σ1431.584
min3576.226
max7456.514

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
mean4169.500
σ1899.312
min1550.000
max7203.000
mean83.720
σ10.075
min75.037
max104.081
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077
σ0.002
min62.076
max62.080
mean4169.500
σ1899.312
min1550.000
max7203.000
mean84.658
σ9.986
min75.265
max104.674
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945
σ0.002
min40.943
max40.947
mean7203.000
σ0.000
min7203.000
max7203.000
mean100.741
σ12.439
min73.621
max108.046
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.945
σ0.002
min40.943
max40.948
mean7203.000
σ0.000
min7203.000
max7203.000
mean100.848
σ12.675
min73.184
max108.641
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951
σ0.002
min40.948
max40.953
mean7203.000
σ0.000
min7203.000
max7203.000
mean104.104
σ10.462
min81.535
max112.764
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950
σ0.002
min40.948
max40.954
mean7203.000
σ0.000
min7203.000
max7203.000
mean101.159
σ12.358
min74.300
max108.680
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687
σ0.002
min66.686
max66.690
mean7203.000
σ0.000
min7203.000
max7203.000
mean205.856
σ145.930
min117.858
max564.526
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687
σ0.002
min66.685
max66.689
mean7203.000
σ0.000
min7203.000
max7203.000
mean149.435
σ23.319
min110.168
max168.021
op=column_set() on unindexed, dense
mean62.078
σ0.002
min62.076
max62.080
mean4104.000
σ1569.709
min1981.000
max6045.000
mean81.898
σ11.468
min70.350
max97.867
op=vertical_lookup_list() on unindexed missing Int
mean40.944
σ0.001
min40.944
max40.948
mean6045.000
σ0.000
min6045.000
max6045.000
mean95.852
σ10.117
min80.976
max108.474
op=vertical_lookup_row_list() on unindexed small unique Int
mean66.686
σ0.000
min66.685
max66.686
mean6045.000
σ0.000
min6045.000
max6045.000
mean223.994
σ231.068
min120.401
max794.657

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318
min11655.305
max11667.520
mean4169.500
σ1899.312
min1550.000
max7203.000
mean6618.182
σ1171.136
min4856.904
max7706.888
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.065
σ0.001
min11560.064
max11560.068
mean7203.000
σ0.000
min7203.000
max7203.000
mean6113.546
σ1628.342
min4400.715
max8745.435
op=table_records()
mean11656.833
σ4.318
min11655.305
max11667.521
mean4104.000
σ1569.709
min1981.000
max6045.000
mean6344.214
σ1330.989
min4974.857
max8397.614
op=vertical_lookup_list() on indexed
mean11560.068
σ0.001
min11560.067
max11560.069
mean6045.000
σ0.000
min6045.000
max6045.000
mean6446.862
σ1416.333
min4432.160
max8205.525

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.665
σ0.011
min172.646
max172.677
mean487.250
σ0.707
min487.000
max489.000
mean392.917
σ18.687
min358.928
max412.896
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.467
σ0.156
min357.321
max357.628
mean573.000
σ0.000
min573.000
max573.000
mean786.083
σ47.429
min703.068
max860.078
op=pointedIndexFromKvs
rows=200000
mean172.583
σ0.024
min172.558
max172.620
mean1981.000
σ0.000
min1981.000
max1981.000
mean356.016
σ39.927
min265.921
max400.149
op=pointedIndexFromKvs
rows=400000
mean357.364
σ0.043
min357.321
max357.430
mean1981.000
σ0.000
min1981.000
max1981.000
mean775.961
σ31.149
min719.523
max809.610

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.182-1008.081=0.101
σ0.938-0.761=0.177
min1007.717-1007.604=0.113
max1012.094-1011.227=0.867
mean1044.600-7203.000=-6158.400
σ295.859-0.000=295.859
min548.000-7203.000=-6655.000
max1448.000-7203.000=-5755.000
mean1.553-1.513=0.040
σ0.137-0.132=0.006
min1.456-1.382=0.074
max2.051-1.843=0.208

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.884=-0.001
σ0.002-0.002=-0.000
min0.881
max0.886-0.886=-0.001
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.436-0.413=0.023
σ0.174-0.130=0.044
min0.347-0.330=0.017
max0.747-0.641=0.106
name=error_case.art
mean2.334-2.334=-0.000
σ0.002-0.003=-0.001
min2.332
max2.337-2.339=-0.002
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.933-0.891=0.042
σ0.174-0.088=0.086
min0.845-0.833=0.012
max1.243-1.044=0.198
name=heavy_item.art
mean1.522-1.521=0.001
σ0.002-0.002=0.000
min1.520
max1.524-1.524=0.000
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.557-0.545=0.012
σ0.053-0.048=0.005
min0.507-0.511=-0.004
max0.645-0.629=0.017
name=nested_use.art
mean2.356-2.355=0.001
σ0.002-0.002=-0.000
min2.355
max2.358
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.858-0.849=0.010
σ0.045-0.042=0.003
min0.817-0.796=0.020
max0.929-0.910=0.018

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.548-963.551=-0.004
σ0.031-0.027=0.005
min963.523-963.535=-0.012
max963.602-963.598=0.004
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.836-0.811=0.025
σ0.034-0.051=-0.017
min0.782-0.725=0.057
max0.861-0.845=0.016
name=cdr_enhanced_4k_loc.art
mean884.854-884.854=0.000
σ0.006-0.007=-0.000
min884.847
max884.861-884.862=-0.002
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.724-0.683=0.041
σ0.024-0.071=-0.047
min0.696-0.568=0.128
max0.744-0.738=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
max7.709-7.711=-0.001
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean3.570-3.521=0.049
σ0.104-0.086=0.018
min3.409-3.368=0.041
max4.225-3.797=0.427
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
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean3.547-3.929=-0.382
σ0.069-0.387=-0.318
min3.417-3.385=0.032
max3.717-4.515=-0.798
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.755-0.753=0.001
σ0.017-0.019=-0.002
min0.720-0.716=0.004
max0.860-0.864=-0.004
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.714-0.714=-0.001
σ0.015-0.021=-0.006
min0.681-0.615=0.066
max0.791-0.793=-0.002

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.230-297.331=-0.100
σ0.203-0.246=-0.043
min297.073-297.184=-0.111
max297.772-298.019=-0.247
mean1981.000-7203.000=-5222.000
σ0.000
min1981.000-7203.000=-5222.000
max1981.000-7203.000=-5222.000
mean0.559-0.570=-0.011
σ0.027-0.028=-0.001
min0.522-0.517=0.005
max0.588-0.594=-0.006

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.774-289.730=0.044
σ0.038-0.040=-0.002
min289.724-289.682=0.042
max289.813-289.792=0.022
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.400-0.406=-0.006
σ0.011-0.020=-0.009
min0.394-0.386=0.008
max0.420-0.432=-0.012
iters=5
new-facts=1
prior-facts=6402
mean1299.592-1299.640=-0.048
σ0.078-0.091=-0.013
min1299.506-1299.534=-0.028
max1299.707-1299.742=-0.036
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean1.955-1.934=0.021
σ0.093-0.083=0.011
min1.852-1.791=0.061
max2.099-2.001=0.098
iters=5
new-facts=6402
prior-facts=1
mean1542.647-1542.624=0.023
σ4.008-4.086=-0.078
min1540.671-1540.578=0.093
max1549.811-1549.926=-0.115
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean2.249-2.280=-0.031
σ0.178-0.244=-0.066
min2.026-2.055=-0.029
max2.476-2.667=-0.191
iters=5
new-facts=6402
prior-facts=6402
mean1861.647-1861.597=0.051
σ0.067-0.057=0.010
min1861.578-1861.512=0.066
max1861.726-1861.648=0.078
mean1766.400-7203.000=-5436.600
σ226.297-0.000=226.297
min1468.000-7203.000=-5735.000
max1981.000-7203.000=-5222.000
mean3.139-2.919=0.220
σ0.256-0.094=0.162
min2.841-2.813=0.028
max3.484-3.052=0.431

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.636-1.497=0.139
σ0.159-0.315=-0.156
min1.414-1.007=0.406
max1.853-1.807=0.046

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.183-446.146=0.036
σ577.140-577.064=0.075
min157.611-157.612=-0.001
max1311.892-1311.743=0.150
mean96.250
σ8.500
min92.000
max109.000
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean0.530-0.554=-0.023
σ0.535-0.572=-0.037
min0.261-0.267=-0.006
max1.333-1.412=-0.079
policies=20
mean1576.395-1576.398=-0.003
σ0.345-0.350=-0.005
min1576.163-1576.162=0.001
max1576.908-1576.918=-0.010
mean920.000
σ0.000
min920.000
max920.000
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean2.622-2.638=-0.016
σ0.011-0.017=-0.006
min2.613-2.616=-0.003
max2.633-2.652=-0.019
policies=200
mean15772.207-15771.972=0.235
σ0.117-0.056=0.061
min15772.112-15771.893=0.219
max15772.377-15772.019=0.358
mean9200.000
σ0.000
min9200.000
max9200.000
mean1448.000-7203.000=-5755.000
σ0.000
min1448.000-7203.000=-5755.000
max1448.000-7203.000=-5755.000
mean26.335-26.507=-0.172
σ0.051-0.240=-0.190
min26.289-26.353=-0.063
max26.405-26.864=-0.459