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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
mean54.616-54.616=0.000
σ0.348-0.347=0.001
min54.485-54.484=0.001
max55.607-55.605=0.002
mean418.000-417.000=1.000
σ0.000
min418.000-417.000=1.000
max418.000-417.000=1.000
mean0.141-0.141=0.000
σ0.004-0.004=0.001
min0.137-0.138=-0.001
max0.148-0.146=0.002
cache=y
dps=1
iters=10
policies=100
mean43.786-43.786=-0.001
σ0.007-0.007=-0.000
min43.779-43.777=0.002
max43.800-43.799=0.001
mean418.000-417.000=1.000
σ0.000
min418.000-417.000=1.000
max418.000-417.000=1.000
mean0.123-0.126=-0.003
σ0.003-0.008=-0.004
min0.120-0.119=0.001
max0.128-0.141=-0.012

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
mean4286.875
σ1975.702
min1552.000
max7214.000
mean85.047
σ203.946
min12.613
max589.787
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617
σ0.002
min36.616
max36.620
mean4286.875
σ1975.702
min1552.000
max7214.000
mean13.854
σ1.944
min12.142
max18.528
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7214.000
σ0.000
min7214.000
max7214.000
mean15.063
σ1.017
min12.858
max16.131
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7214.000
σ0.000
min7214.000
max7214.000
mean14.248
σ0.978
min12.482
max15.496
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929
σ0.002
min41.927
max41.932
mean4169.875
σ1898.485
min1552.000
max7214.000
mean14.163
σ1.338
min11.563
max15.461
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.605
σ0.002
min27.603
max27.607
mean4169.875
σ1898.485
min1552.000
max7214.000
mean9.026
σ0.369
min8.317
max9.550
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.401
σ0.002
min26.399
max26.403
mean4169.875
σ1898.485
min1552.000
max7214.000
mean6.546
σ0.393
min6.079
max7.213
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666
σ0.002
min25.664
max25.670
mean4286.875
σ1975.702
min1552.000
max7214.000
mean6.146
σ0.559
min5.562
max7.426
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661
σ0.002
min25.659
max25.663
mean4286.875
σ1975.702
min1552.000
max7214.000
mean5.822
σ0.591
min5.340
max7.245
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.969
σ0.002
min25.967
max25.972
mean4286.875
σ1975.702
min1552.000
max7214.000
mean5.936
σ0.615
min5.185
max7.293
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.968
σ0.002
min25.967
max25.971
mean4286.875
σ1975.702
min1552.000
max7214.000
mean5.708
σ0.671
min5.065
max7.253
op=column_set() on indexed
mean36.618
σ0.002
min36.616
max36.620
mean4256.500
σ1889.015
min1919.000
max7545.000
mean12.382
σ0.245
min12.061
max12.848
op=column_set() on indexed, repeat
mean36.617
σ0.002
min36.615
max36.620
mean4256.500
σ1889.015
min1919.000
max7545.000
mean12.579
σ0.511
min11.357
max13.049
op=table_records(), no indexes
mean41.928
σ0.000
min41.928
max41.929
mean7545.000
σ0.000
min7545.000
max7545.000
mean13.867
σ1.032
min12.502
max15.076
op=table_records(), repeat
mean41.928
σ0.002
min41.927
max41.931
mean4256.500
σ1889.015
min1919.000
max7545.000
mean11.392
σ1.386
min10.219
max13.727
op=vertical_lookup_list() on indexed, after table_records()
mean27.605
σ0.002
min27.603
max27.607
mean4256.500
σ1889.015
min1919.000
max7545.000
mean8.150
σ0.418
min7.647
max8.673
op=vertical_lookup_list() on indexed, after table_records(), repeat
mean26.401
σ0.002
min26.399
max26.403
mean4256.500
σ1889.015
min1919.000
max7545.000
mean6.257
σ0.335
min5.680
max6.595
op=vertical_lookup_row_list() on 2 indexed
mean25.666
σ0.002
min25.664
max25.670
mean4256.500
σ1889.015
min1919.000
max7545.000
mean5.255
σ0.140
min5.080
max5.427
op=vertical_lookup_row_list() on 3 (1 unindexed)
mean25.968
σ0.002
min25.967
max25.971
mean4256.500
σ1889.015
min1919.000
max7545.000
mean5.106
σ0.044
min5.028
max5.164

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
max2524.599
mean7214.000
σ0.000
min7214.000
max7214.000
mean1447.409
σ672.679
min1033.818
max2897.171
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.561
σ0.041
min8744.545
max8744.661
mean3592.875
σ1810.372
min1077.000
max5815.000
mean4608.921
σ1406.989
min3522.263
max7146.807
op=load_product(), no indexes
mean2524.594
σ0.000
min2524.594
max2524.594
mean7545.000
σ0.000
min7545.000
max7545.000
mean1042.184
σ10.888
min1022.881
max1053.455
op=load_product(), with indexes
mean8744.559
σ0.033
min8744.544
max8744.640
mean3770.750
σ1626.628
min1919.000
max5940.000
mean4560.360
σ1473.799
min3540.863
max7449.143

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on unindexed, dense
rows=200000
mean62.077
σ0.002
min62.075
max62.080
mean4169.875
σ1898.485
min1552.000
max7214.000
mean81.508
σ11.128
min72.680
max99.018
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077
σ0.002
min62.076
max62.080
mean4169.875
σ1898.485
min1552.000
max7214.000
mean82.264
σ11.667
min72.360
max100.418
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945
σ0.002
min40.943
max40.947
mean7214.000
σ0.000
min7214.000
max7214.000
mean103.370
σ8.758
min87.060
max109.140
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.945
σ0.002
min40.944
max40.948
mean7214.000
σ0.000
min7214.000
max7214.000
mean103.361
σ8.636
min87.395
max109.115
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951
σ0.002
min40.949
max40.953
mean7214.000
σ0.000
min7214.000
max7214.000
mean106.021
σ8.332
min91.739
max113.067
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950
σ0.002
min40.949
max40.954
mean7214.000
σ0.000
min7214.000
max7214.000
mean103.496
σ8.624
min87.488
max109.021
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687
σ0.002
min66.685
max66.690
mean7214.000
σ0.000
min7214.000
max7214.000
mean236.273
σ217.515
min137.443
max773.803
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687
σ0.002
min66.685
max66.689
mean7214.000
σ0.000
min7214.000
max7214.000
mean156.168
σ15.661
min130.494
max168.699
op=column_set() on unindexed, dense
mean62.077
σ0.002
min62.076
max62.080
mean4256.500
σ1889.015
min1919.000
max7545.000
mean83.336
σ6.526
min71.900
max90.251
op=vertical_lookup_list() on unindexed missing Int
mean40.944
σ0.001
min40.944
max40.948
mean7545.000
σ0.000
min7545.000
max7545.000
mean242.226
σ408.604
min83.999
max1253.253
op=vertical_lookup_row_list() on unindexed small unique Int
mean66.686
σ0.000
min66.685
max66.687
mean7545.000
σ0.000
min7545.000
max7545.000
mean152.794
σ12.933
min134.446
max166.441

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318
min11655.305
max11667.519
mean4169.875
σ1898.485
min1552.000
max7214.000
mean6874.330
σ1176.086
min4920.080
max8243.804
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.065
σ0.001
min11560.064
max11560.068
mean7214.000
σ0.000
min7214.000
max7214.000
mean5823.178
σ1541.883
min4387.003
max7750.582
op=table_records()
mean11656.832
σ4.317
min11655.305
max11667.516
mean4256.500
σ1889.015
min1919.000
max7545.000
mean6386.868
σ1256.740
min4995.651
max8013.681
op=vertical_lookup_list() on indexed
mean11560.068
σ0.001
min11560.066
max11560.069
mean7545.000
σ0.000
min7545.000
max7545.000
mean5116.458
σ918.074
min4362.649
max6707.116

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.656
σ0.011
min172.640
max172.669
mean488.000
σ0.000
min488.000
max488.000
mean368.118
σ54.373
min271.497
max421.252
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.477
σ0.137
min357.321
max357.623
mean565.000
σ0.000
min565.000
max565.000
mean758.540
σ72.492
min593.963
max812.564
op=pointedIndexFromKvs
rows=200000
mean172.584
σ0.023
min172.558
max172.616
mean1919.000
σ0.000
min1919.000
max1919.000
mean368.668
σ25.048
min344.781
max416.756
op=pointedIndexFromKvs
rows=400000
mean357.361
σ0.037
min357.321
max357.400
mean1919.000
σ0.000
min1919.000
max1919.000
mean740.751
σ62.404
min618.552
max801.504

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.185-1008.084=0.101
σ0.870-0.761=0.109
min1007.688-1007.608=0.081
max1011.789-1011.231=0.557
mean1039.750-7214.000=-6174.250
σ302.848-0.000=302.848
min558.000-7214.000=-6656.000
max1466.000-7214.000=-5748.000
mean1.551-1.536=0.015
σ0.093-0.191=-0.099
min1.349-1.391=-0.041
max1.771-2.197=-0.426

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.883=-0.001
σ0.002-0.003=-0.000
min0.881
max0.886-0.887=-0.001
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.408-0.312=0.096
σ0.132-0.113=0.019
min0.338-0.235=0.103
max0.644-0.512=0.132
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.900-0.866=0.034
σ0.101-0.090=0.010
min0.834-0.785=0.049
max1.076-1.007=0.069
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.551-0.533=0.018
σ0.053-0.041=0.012
min0.515-0.497=0.018
max0.643-0.594=0.049
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.860-0.855=0.006
σ0.045-0.041=0.004
min0.821-0.818=0.003
max0.935-0.926=0.008

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.543-963.550=-0.007
σ0.025-0.019=0.005
min963.523-963.534=-0.011
max963.583-963.583=-0.000
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.826-0.822=0.005
σ0.057-0.038=0.019
min0.731-0.772=-0.040
max0.867-0.854=0.014
name=cdr_enhanced_4k_loc.art
mean884.854-884.854=0.000
σ0.007-0.008=-0.001
min884.847
max884.862-884.866=-0.005
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.706-0.694=0.012
σ0.038-0.062=-0.025
min0.665-0.611=0.054
max0.749-0.745=0.004

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
max7.712-7.709=0.003
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean4.262-3.521=0.741
σ0.064-0.084=-0.020
min4.153-3.280=0.873
max4.479-3.822=0.657
name=record_render_large_syntax_err.art
mean7.655-7.655=-0.000
σ0.002-0.002=-0.000
min7.654
max7.658
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean4.276-3.583=0.693
σ0.086-0.096=-0.010
min4.123-3.364=0.758
max4.535-3.969=0.566
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.764-0.538=0.227
σ0.016-0.014=0.002
min0.733-0.514=0.219
max0.865-0.626=0.240
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.617-0.513=0.103
σ0.104-0.011=0.093
min0.497-0.492=0.005
max0.793-0.571=0.223

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.484-297.741=-0.257
σ0.225-0.203=0.022
min297.350-297.557=-0.207
max298.109-298.273=-0.164
mean1919.000-7214.000=-5295.000
σ0.000
min1919.000-7214.000=-5295.000
max1919.000-7214.000=-5295.000
mean0.567-0.591=-0.024
σ0.066-0.061=0.005
min0.507-0.514=-0.007
max0.713-0.730=-0.017

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.766-289.726=0.040
σ0.038-0.032=0.006
min289.729-289.685=0.045
max289.813-289.773=0.040
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.403-0.392=0.011
σ0.009-0.006=0.002
min0.397-0.387=0.010
max0.418-0.403=0.015
iters=5
new-facts=1
prior-facts=6402
mean1299.681-1299.643=0.038
σ0.100-0.102=-0.002
min1299.547-1299.519=0.028
max1299.817-1299.766=0.051
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean2.334-1.979=0.356
σ0.159-0.145=0.014
min2.125-1.830=0.295
max2.468-2.157=0.311
iters=5
new-facts=6402
prior-facts=1
mean1542.710-1542.607=0.103
σ3.994-4.065=-0.070
min1540.815-1540.591=0.224
max1549.853-1549.870=-0.018
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean2.465-2.265=0.200
σ0.176-0.194=-0.018
min2.237-2.041=0.196
max2.641-2.568=0.073
iters=5
new-facts=6402
prior-facts=6402
mean1861.629-1861.607=0.022
σ0.061-0.064=-0.003
min1861.548-1861.525=0.023
max1861.695-1861.666=0.029
mean1738.800-7214.000=-5475.200
σ187.617-0.000=187.617
min1494.000-7214.000=-5720.000
max1919.000-7214.000=-5295.000
mean3.058-3.001=0.057
σ0.243-0.109=0.134
min2.862-2.875=-0.013
max3.474-3.175=0.299

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.751-1.445=0.306
σ0.158-0.355=-0.196
min1.566-1.131=0.435
max1.918-1.861=0.056

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.146-446.148=-0.002
σ577.065-577.065=-0.001
min157.613-157.613=-0.001
max1311.743-1311.746=-0.003
mean96.250
σ8.500
min92.000
max109.000
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean0.550-0.549=0.001
σ0.572-0.556=0.017
min0.262-0.269=-0.007
max1.409-1.382=0.026
policies=20
mean1576.415-1576.429=-0.014
σ0.372-0.354=0.017
min1576.163-1576.192=-0.029
max1576.968-1576.955=0.013
mean920.000
σ0.000
min920.000
max920.000
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean2.661-2.640=0.022
σ0.032-0.006=0.026
min2.627-2.631=-0.003
max2.704-2.645=0.059
policies=200
mean15772.216-15771.988=0.228
σ0.129-0.468=-0.340
min15772.031-15771.290=0.741
max15772.329-15772.291=0.038
mean9200.000
σ0.000
min9200.000
max9200.000
mean1466.000-7214.000=-5748.000
σ0.000
min1466.000-7214.000=-5748.000
max1466.000-7214.000=-5748.000
mean26.581-26.529=0.052
σ0.104-0.184=-0.080
min26.438-26.346=0.092
max26.683-26.783=-0.100