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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
mean54.621-54.621=-0.001
σ0.348-0.350=-0.003
min54.492-54.492=0.001
max55.609-55.617=-0.007
mean414.000-419.000=-5.000
σ0.000
min414.000-419.000=-5.000
max414.000-419.000=-5.000
mean0.141-0.139=0.002
σ0.005-0.005=-0.000
min0.135-0.132=0.004
max0.149-0.147=0.002
cache=y
dps=1
iters=10
policies=100
mean43.784-43.784=-0.000
σ0.006-0.005=0.001
min43.776-43.775=0.000
max43.797-43.793=0.004
mean414.000-419.000=-5.000
σ0.000
min414.000-419.000=-5.000
max414.000-419.000=-5.000
mean0.123-0.121=0.002
σ0.004-0.004=-0.001
min0.119-0.116=0.003
max0.129-0.128=0.001

CSV - indexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
op=column_set() on indexed
mean36.618-36.618=0.000
σ0.002-0.002=0.000
min36.615
max36.620-36.620=0.000
mean4261.250-4258.125=3.125
σ1887.331-1898.484=-11.153
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean12.850-12.286=0.565
σ1.796-0.182=1.615
min12.035-12.081=-0.046
max17.264-12.584=4.680
op=column_set() on indexed, repeat
mean36.617-36.617=0.000
σ0.002-0.002=0.000
min36.615-36.615=-0.000
max36.620-36.620=-0.000
mean4261.250-4258.125=3.125
σ1887.331-1898.484=-11.153
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean12.667-12.460=0.207
σ1.565-0.642=0.924
min11.599-11.439=0.159
max16.380-13.137=3.243
op=table_records(), no indexes
mean41.928
σ0.000-0.000=-0.000
min41.928
max41.928-41.929=-0.000
mean7542.000-7559.000=-17.000
σ0.000
min7542.000-7559.000=-17.000
max7542.000-7559.000=-17.000
mean13.151-13.726=-0.575
σ1.487-1.409=0.078
min10.237-11.032=-0.795
max14.904-15.308=-0.404
op=table_records(), repeat
mean41.928-41.928=-0.000
σ0.002-0.002=0.000
min41.927-41.927=-0.000
max41.932-41.931=0.001
mean4261.250-4187.625=73.625
σ1887.331-1951.592=-64.261
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean11.847-13.034=-1.187
σ1.879-1.886=-0.007
min10.143-10.718=-0.574
max15.279-14.946=0.333
op=vertical_lookup_list() on indexed, after table_records()
mean27.605-27.605=-0.000
σ0.002-0.002=-0.000
min27.603-27.603=-0.000
max27.607-27.607=-0.000
mean4261.250-4187.625=73.625
σ1887.331-1951.592=-64.261
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean8.694-8.568=0.126
σ1.302-0.809=0.494
min7.890-7.747=0.143
max11.835-10.346=1.488
op=vertical_lookup_list() on indexed, after table_records(), repeat
mean26.400-26.401=-0.001
σ0.002-0.002=-0.000
min26.399-26.399=-0.000
max26.403-26.403=-0.000
mean4261.250-4258.125=3.125
σ1887.331-1898.484=-11.153
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean6.759-6.705=0.053
σ1.197-0.752=0.444
min6.133-5.924=0.209
max9.702-8.301=1.400
op=vertical_lookup_row_list() on 2 indexed
mean25.666-25.666=-0.000
σ0.002-0.002=-0.000
min25.664-25.664=0.000
max25.670-25.670=-0.000
mean4261.250-4258.125=3.125
σ1887.331-1898.484=-11.153
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean5.494-5.616=-0.122
σ0.544-0.226=0.317
min5.108-5.335=-0.227
max6.801-6.067=0.734
op=vertical_lookup_row_list() on 3 (1 unindexed)
mean25.968-25.968=-0.000
σ0.002-0.002=0.000
min25.967-25.967=-0.000
max25.971
mean4261.250-4258.125=3.125
σ1887.331-1898.484=-11.153
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean5.394-5.240=0.154
σ0.500-0.227=0.273
min4.998-4.765=0.233
max6.575-5.484=1.091

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
op=load_product(), no indexes
mean2524.593-2524.593=0.000
σ0.000-0.000=0.000
min2524.593
max2524.594-2524.593=0.000
mean7542.000-7559.000=-17.000
σ0.000
min7542.000-7559.000=-17.000
max7542.000-7559.000=-17.000
mean1102.078-1050.285=51.792
σ160.211-5.488=154.724
min1037.608-1042.765=-5.157
max1498.441-1059.981=438.460
op=load_product(), with indexes
mean8744.559-8744.558=0.001
σ0.033-0.033=-0.000
min8744.544-8744.544=0.000
max8744.639-8744.640=-0.000
mean3778.000-3763.625=14.375
σ1628.248-1639.917=-11.668
min1927.000-1909.000=18.000
max5952.000-5949.000=3.000
mean4573.244-4433.702=139.541
σ1464.933-1266.448=198.484
min3549.746-3545.109=4.636
max7026.447-6418.236=608.211

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
op=column_set() on unindexed, dense
mean62.078-62.077=0.000
σ0.002-0.002=0.000
min62.075-62.076=-0.000
max62.080-62.080=0.000
mean4261.250-4258.125=3.125
σ1887.331-1898.484=-11.153
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean86.225-82.730=3.495
σ12.556-12.451=0.105
min70.617-69.956=0.661
max105.602-105.862=-0.260
op=vertical_lookup_list() on unindexed missing Int
mean40.944
σ0.001
min40.944
max40.945
mean7542.000-7559.000=-17.000
σ0.000
min7542.000-7559.000=-17.000
max7542.000-7559.000=-17.000
mean97.226-99.260=-2.034
σ11.875-9.411=2.463
min76.191-84.581=-8.390
max108.482-107.958=0.524
op=vertical_lookup_row_list() on unindexed small unique Int
mean66.686-66.686=-0.000
σ0.000-0.001=-0.001
min66.685
max66.687-66.690=-0.003
mean7542.000-7559.000=-17.000
σ0.000
min7542.000-7559.000=-17.000
max7542.000-7559.000=-17.000
mean148.763-150.683=-1.919
σ19.598-15.649=3.949
min111.558-126.353=-14.795
max168.466-167.806=0.660

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
op=table_records()
mean11656.833-11656.833=0.001
σ4.319-4.317=0.002
min11655.305-11655.305=-0.000
max11667.521-11667.516=0.005
mean4261.250-4187.625=73.625
σ1887.331-1951.592=-64.261
min1927.000-1909.000=18.000
max7542.000-7559.000=-17.000
mean6439.818-6354.352=85.466
σ1113.939-1183.528=-69.588
min4961.152-4961.971=-0.819
max8309.751-7949.842=359.909
op=vertical_lookup_list() on indexed
mean11560.068-11560.068=-0.000
σ0.001-0.001=-0.000
min11560.066-11560.066=0.001
max11560.069
mean7542.000-7559.000=-17.000
σ0.000
min7542.000-7559.000=-17.000
max7542.000-7559.000=-17.000
mean5497.338-5491.143=6.195
σ1172.442-1154.106=18.336
min4386.524-4430.071=-43.548
max7446.255-7421.783=24.472

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
op=pointedIndexFromKvs
rows=200000
mean172.585-172.584=0.001
σ0.026-0.023=0.002
min172.558
max172.625-172.622=0.003
mean1927.000-1909.000=18.000
σ0.000
min1927.000-1909.000=18.000
max1927.000-1909.000=18.000
mean375.882-360.555=15.327
σ24.304-42.869=-18.565
min349.440-259.985=89.455
max412.111-391.256=20.855
op=pointedIndexFromKvs
rows=400000
mean357.361-357.363=-0.002
σ0.041-0.040=0.001
min357.321
max357.406-357.408=-0.002
mean1927.000-1909.000=18.000
σ0.000
min1927.000-1909.000=18.000
max1927.000-1909.000=18.000
mean763.945-793.231=-29.287
σ40.934-10.521=30.413
min703.314-774.369=-71.055
max821.056-808.350=12.706

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.183-1008.186=-0.004
σ0.878-0.860=0.018
min1007.686-1007.688=-0.002
max1011.824-1011.735=0.089
mean1040.950-1051.800=-10.850
σ306.839-301.670=5.168
min545.000-550.000=-5.000
max1470.000-1456.000=14.000
mean1.527-1.537=-0.010
σ0.105-0.085=0.020
min1.358-1.455=-0.096
max1.789-1.747=0.041

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.884-0.883=0.001
σ0.002-0.002=0.000
min0.881
max0.886-0.886=0.001
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.483-0.421=0.062
σ0.165-0.126=0.039
min0.350-0.341=0.010
max0.671-0.644=0.027
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.939-0.882=0.057
σ0.127-0.087=0.040
min0.830-0.818=0.011
max1.153-1.030=0.124
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.560-0.542=0.018
σ0.042-0.046=-0.004
min0.520-0.507=0.013
max0.620-0.620=-0.000
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.893-0.840=0.053
σ0.067-0.039=0.028
min0.827-0.815=0.013
max0.967-0.908=0.059

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.540-963.542=-0.002
σ0.029-0.030=-0.000
min963.523
max963.592-963.595=-0.003
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.847-0.833=0.015
σ0.015-0.038=-0.023
min0.822-0.773=0.050
max0.861-0.867=-0.006
name=cdr_enhanced_4k_loc.art
mean884.854-884.854=-0.000
σ0.006-0.007=-0.001
min884.847
max884.862-884.862=0.000
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.740-0.702=0.038
σ0.008-0.039=-0.031
min0.732-0.662=0.070
max0.753-0.745=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=-0.001
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean3.510-4.245=-0.734
σ0.077-0.097=-0.020
min3.387-4.085=-0.698
max3.855-4.593=-0.738
name=record_render_large_syntax_err.art
mean7.655
σ0.002
min7.654
max7.658
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean3.482-4.236=-0.754
σ0.077-0.068=0.009
min3.317-4.091=-0.774
max3.741-4.491=-0.750
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.754-0.751=0.003
σ0.023-0.021=0.002
min0.679-0.652=0.027
max0.882-0.883=-0.001
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.709-0.711=-0.002
σ0.016-0.033=-0.017
min0.682-0.674=0.008
max0.799-0.994=-0.195

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.377-297.386=-0.009
σ0.214-0.233=-0.020
min297.171-297.171=-0.000
max297.927-298.018=-0.091
mean1927.000-1909.000=18.000
σ0.000
min1927.000-1909.000=18.000
max1927.000-1909.000=18.000
mean0.585-0.591=-0.006
σ0.041-0.057=-0.015
min0.537-0.512=0.025
max0.680-0.722=-0.042

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.734-289.729=0.005
σ0.051-0.051=0.000
min289.661-289.653=0.008
max289.800-289.788=0.012
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.395-0.392=0.004
σ0.009-0.008=0.001
min0.389-0.384=0.004
max0.409-0.404=0.005
iters=5
new-facts=1
prior-facts=6402
mean1299.696-1299.699=-0.003
σ0.046-0.049=-0.003
min1299.644-1299.647=-0.003
max1299.741-1299.744=-0.004
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean2.218-2.191=0.027
σ0.085-0.058=0.027
min2.138-2.114=0.024
max2.359-2.263=0.096
iters=5
new-facts=6402
prior-facts=1
mean1542.736-1542.735=0.001
σ4.018-4.018=0.001
min1540.804-1540.797=0.007
max1549.920-1549.918=0.002
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean2.367-2.373=-0.007
σ0.172-0.196=-0.025
min2.176-2.173=0.002
max2.628-2.701=-0.073
iters=5
new-facts=6402
prior-facts=6402
mean1861.618-1861.619=-0.000
σ0.066-0.073=-0.006
min1861.556-1861.540=0.015
max1861.715-1861.717=-0.002
mean1739.600-1745.400=-5.800
σ198.222-175.078=23.144
min1470.000-1500.000=-30.000
max1927.000-1909.000=18.000
mean3.110-3.065=0.045
σ0.168-0.272=-0.105
min2.889-2.780=0.109
max3.258-3.472=-0.214

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.880-1.777=0.103
σ0.078-0.153=-0.075
min1.806-1.512=0.294
max2.006-1.898=0.108

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.668-446.665=0.003
σ577.140-577.138=0.002
min158.094-158.091=0.003
max1312.379-1312.372=0.007
mean98.250
σ8.500
min94.000
max111.000
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean0.547-0.548=-0.002
σ0.564-0.564=-0.001
min0.262-0.264=-0.002
max1.392-1.395=-0.003
policies=20
mean1581.239-1581.223=0.016
σ0.362-0.369=-0.007
min1580.993-1580.973=0.020
max1581.776-1581.771=0.005
mean940.000
σ0.000
min940.000
max940.000
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean2.643-2.643=0.000
σ0.015-0.014=0.001
min2.631-2.624=0.007
max2.666-2.658=0.007
policies=200
mean15820.512-15820.424=0.088
σ0.057-0.087=-0.030
min15820.475-15820.347=0.128
max15820.596-15820.545=0.051
mean9400.000
σ0.000
min9400.000
max9400.000
mean1470.000-1456.000=14.000
σ0.000
min1470.000-1456.000=14.000
max1470.000-1456.000=14.000
mean26.636-26.607=0.029
σ0.049-0.137=-0.088
min26.582-26.428=0.154
max26.684-26.753=-0.069