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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=0.912
σ0.348-0.370=-0.022
min54.485-53.557=0.928
max55.605-54.755=0.851
mean414.700-416.000=-1.300
σ0.483-0.000=0.483
min414.000-416.000=-2.000
max415.000-416.000=-1.000
mean0.137-0.136=0.001
σ0.004-0.003=0.001
min0.131-0.131=-0.000
max0.142-0.142=0.000
cache=y
dps=1
iters=10
policies=100
mean43.785-43.059=0.727
σ0.007-0.006=0.002
min43.774-43.051=0.722
max43.798-43.068=0.731
mean415.000-416.000=-1.000
σ0.000
min415.000-416.000=-1.000
max415.000-416.000=-1.000
mean0.122-0.122=-0.000
σ0.004-0.004=0.001
min0.116-0.119=-0.003
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
min36.615
max36.620
mean4169.375
σ1898.642
min1551.000
max7200.000
mean12.663
σ0.346
min12.361
max13.229
iterations=8
operation_display=column_set() on indexed, repeat
rows=200000
mean36.617
σ0.002
min36.616
max36.620
mean4289.750
σ1978.683
min1551.000
max7200.000
mean98.041
σ242.618
min11.984
max698.491
iterations=8
operation_display=table_records(), no indexes
rows=200000
mean41.929
σ0.002
min41.928
max41.932
mean7200.000
σ0.000
min7200.000
max7200.000
mean14.879
σ1.432
min11.786
max16.083
iterations=8
operation_display=table_records(), no indexes, repeat
rows=200000
mean41.930
σ0.002
min41.928
max41.932
mean7200.000
σ0.000
min7200.000
max7200.000
mean14.374
σ1.445
min11.161
max15.600
iterations=8
operation_display=table_records(), repeat
rows=200000
mean41.929
σ0.002
min41.927
max41.932
mean4169.375
σ1898.642
min1551.000
max7200.000
mean13.677
σ1.541
min11.008
max15.273
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records()
rows=200000
mean27.605
σ0.002
min27.603
max27.607
mean4169.375
σ1898.642
min1551.000
max7200.000
mean9.222
σ0.350
min8.719
max9.667
iterations=8
operation_display=vertical_lookup_list() on indexed, after table_records(), repeat
rows=200000
mean26.400
σ0.002
min26.399
max26.403
mean4169.375
σ1898.642
min1551.000
max7200.000
mean6.673
σ0.324
min6.329
max7.213
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed
rows=200000
mean25.666
σ0.002
min25.664
max25.670
mean4289.750
σ1978.683
min1551.000
max7200.000
mean6.150
σ0.627
min5.682
max7.654
iterations=8
operation_display=vertical_lookup_row_list() on 2 indexed, repeat
rows=200000
mean25.661
σ0.002
min25.659
max25.663
mean4289.750
σ1978.683
min1551.000
max7200.000
mean5.732
σ0.497
min5.110
max6.859
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed)
rows=200000
mean25.969
σ0.002
min25.967
max25.972
mean4289.750
σ1978.683
min1551.000
max7200.000
mean5.802
σ0.542
min5.169
max7.033
iterations=8
operation_display=vertical_lookup_row_list() on 3 (1 unindexed), repeat
rows=200000
mean25.969
σ0.002
min25.967
max25.971
mean4289.750
σ1978.683
min1551.000
max7200.000
mean5.757
σ0.403
min5.399
max6.705

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
max2524.598
mean7200.000
σ0.000
min7200.000
max7200.000
mean1181.375
σ387.549
min1030.191
max2140.087
iterations=8
operation_display=load_product(), with indexes
rows=200000
mean8744.560
σ0.041
min8744.545
max8744.662
mean3597.250
σ1819.206
min1075.000
max5839.000
mean4813.500
σ1691.174
min3512.674
max7715.764

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=column_set() on unindexed, dense
rows=200000
mean62.076
σ0.001
min62.075
max62.080
mean4169.375
σ1898.642
min1551.000
max7200.000
mean80.914
σ9.171
min72.582
max98.794
iterations=8
operation_display=column_set() on unindexed, dense, repeat
rows=200000
mean62.077
σ0.002
min62.076
max62.080
mean4169.375
σ1898.642
min1551.000
max7200.000
mean81.963
σ9.404
min72.071
max100.190
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int
rows=200000
mean40.945
σ0.002
min40.944
max40.947
mean7200.000
σ0.000
min7200.000
max7200.000
mean102.186
σ9.796
min82.733
max108.849
iterations=8
operation_display=vertical_lookup_list() on unindexed missing Int, repeat
rows=200000
mean40.945
σ0.002
min40.943
max40.948
mean7200.000
σ0.000
min7200.000
max7200.000
mean102.437
σ9.755
min82.884
max109.065
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end
rows=200000
mean40.951
σ0.002
min40.949
max40.953
mean7200.000
σ0.000
min7200.000
max7200.000
mean105.603
σ7.592
min89.821
max112.221
iterations=8
operation_display=vertical_lookup_list() on unindexed unique Int near end, repeat
rows=200000
mean40.950
σ0.002
min40.948
max40.954
mean7200.000
σ0.000
min7200.000
max7200.000
mean102.460
σ9.673
min83.128
max108.945
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int
rows=200000
mean66.687
σ0.002
min66.685
max66.690
mean7200.000
σ0.000
min7200.000
max7200.000
mean218.280
σ173.822
min131.146
max647.197
iterations=8
operation_display=vertical_lookup_row_list() on unindexed small unique Int, repeat
rows=200000
mean66.687
σ0.002
min66.685
max66.689
mean7200.000
σ0.000
min7200.000
max7200.000
mean152.180
σ20.397
min113.894
max167.768

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=table_records()
rows=200000
mean11656.833
σ4.318
min11655.305
max11667.520
mean4169.375
σ1898.642
min1551.000
max7200.000
mean6672.861
σ1311.529
min4887.908
max8182.041
iterations=8
operation_display=vertical_lookup_list() on indexed
rows=200000
mean11560.065
σ0.001
min11560.064
max11560.068
mean7200.000
σ0.000
min7200.000
max7200.000
mean6035.933
σ1558.222
min4365.120
max8441.402

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
iterations=8
operation_display=pointedIndexFromKvs
rows=200000
mean172.668
σ0.011
min172.650
max172.681
mean488.125
σ0.354
min488.000
max489.000
mean392.708
σ25.736
min345.211
max423.847
iterations=8
operation_display=pointedIndexFromKvs
rows=400000
mean357.462
σ0.164
min357.321
max357.677
mean573.000
σ0.000
min573.000
max573.000
mean785.961
σ65.878
min627.648
max832.099

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.085-1005.108=2.977
σ0.761-0.881=-0.120
min1007.611-1004.638=2.973
max1011.230-1008.755=2.475
mean7200.000-1049.850=6150.150
σ0.000-315.078=-315.078
min7200.000-594.000=6606.000
max7200.000-1653.000=5547.000
mean1.492-1.622=-0.130
σ0.105-0.078=0.027
min1.390-1.510=-0.120
max1.778-1.868=-0.089

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883
σ0.002
min0.881
max0.886
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.319-0.415=-0.096
σ0.122-0.139=-0.016
min0.246-0.333=-0.087
max0.536-0.662=-0.126
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.884-0.869=0.016
σ0.085-0.090=-0.005
min0.814-0.788=0.027
max1.023-1.021=0.002
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.528-0.536=-0.008
σ0.050-0.047=0.002
min0.490-0.491=-0.001
max0.613-0.611=0.002
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.835-0.834=0.001
σ0.036-0.051=-0.015
min0.800-0.782=0.018
max0.895-0.919=-0.023

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.550-963.553=-0.003
σ0.022-0.025=-0.003
min963.528-963.523=0.005
max963.575-963.583=-0.008
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.815-0.834=-0.020
σ0.054-0.039=0.015
min0.729-0.774=-0.044
max0.856-0.867=-0.011
name=cdr_enhanced_4k_loc.art
mean884.854-884.856=-0.003
σ0.007-0.006=0.001
min884.847
max884.861-884.861=0.000
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.677-0.699=-0.022
σ0.046-0.046=0.000
min0.642-0.634=0.007
max0.737-0.745=-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
max7.709-7.711=-0.002
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean3.524-3.536=-0.012
σ0.063-0.192=-0.129
min3.406-3.363=0.043
max3.767-4.307=-0.540
name=record_render_large_syntax_err.art
mean7.655-7.655=0.000
σ0.002-0.002=0.000
min7.654
max7.660-7.659=0.001
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean3.504-4.206=-0.702
σ0.096-0.063=0.033
min3.230-4.106=-0.876
max3.825-4.437=-0.612
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.539-0.735=-0.196
σ0.021-0.017=0.004
min0.510-0.702=-0.192
max0.650-0.842=-0.192
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.508-0.696=-0.188
σ0.015-0.014=0.001
min0.478-0.671=-0.192
max0.589-0.760=-0.171

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.602-294.165=3.437
σ0.215-0.236=-0.021
min297.484-293.984=3.499
max298.195-294.814=3.381
mean7200.000-1901.000=5299.000
σ0.000
min7200.000-1901.000=5299.000
max7200.000-1901.000=5299.000
mean0.542-0.580=-0.038
σ0.027-0.042=-0.015
min0.511-0.524=-0.013
max0.591-0.651=-0.060

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.725-281.492=8.233
σ0.036-0.037=-0.001
min289.679-281.439=8.241
max289.777-281.528=8.249
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.389-0.394=-0.005
σ0.002-0.011=-0.010
min0.387-0.385=0.002
max0.391-0.411=-0.020
iters=5
new-facts=1
prior-facts=6402
mean1299.648-1291.477=8.171
σ0.111-0.104=0.008
min1299.506-1291.352=8.154
max1299.766-1291.591=8.175
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean1.831-1.877=-0.046
σ0.054-0.060=-0.007
min1.783-1.816=-0.033
max1.911-1.940=-0.029
iters=5
new-facts=6402
prior-facts=1
mean1542.634-1534.359=8.275
σ4.057-4.030=0.027
min1540.552-1532.363=8.190
max1549.880-1541.559=8.321
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean2.351-2.399=-0.048
σ0.208-0.219=-0.011
min2.087-2.146=-0.059
max2.614-2.622=-0.008
iters=5
new-facts=6402
prior-facts=6402
mean1861.613-1853.357=8.255
σ0.083-0.053=0.030
min1861.496-1853.302=8.194
max1861.716-1853.436=8.281
mean7200.000-1784.000=5416.000
σ0.000-120.058=-120.058
min7200.000-1653.000=5547.000
max7200.000-1901.000=5299.000
mean2.892-3.067=-0.175
σ0.056-0.241=-0.185
min2.826-2.830=-0.004
max2.969-3.451=-0.482

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.566-1.372=0.194
σ0.252-0.227=0.025
min1.308-1.114=0.195
max1.910-1.690=0.220

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.149-442.429=3.720
σ577.064-577.065=-0.001
min157.616-153.894=3.722
max1311.745-1308.026=3.719
mean96.250
σ8.500
min92.000
max109.000
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean0.541-0.529=0.012
σ0.553-0.540=0.013
min0.261-0.257=0.005
max1.371-1.339=0.032
policies=20
mean1576.420-1539.222=37.198
σ0.356-0.316=0.041
min1576.175-1539.004=37.171
max1576.947-1539.690=37.257
mean920.000
σ0.000
min920.000
max920.000
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean2.634-2.581=0.053
σ0.019-0.016=0.002
min2.621-2.561=0.060
max2.660-2.599=0.061
policies=200
mean15772.207-15400.469=371.738
σ0.056-0.099=-0.043
min15772.142-15400.408=371.734
max15772.274-15400.617=371.657
mean9200.000
σ0.000
min9200.000
max9200.000
mean7200.000-1653.000=5547.000
σ0.000
min7200.000-1653.000=5547.000
max7200.000-1653.000=5547.000
mean26.671-26.172=0.499
σ0.301-0.227=0.074
min26.391-25.954=0.437
max26.947-26.409=0.537