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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
mean54.617-54.615=0.001
σ0.349-0.349=0.000
min54.485-54.480=0.005
max55.611-55.608=0.002
mean417.000
σ0.000
min417.000
max417.000
mean0.140-0.141=-0.002
σ0.005-0.004=0.001
min0.131-0.135=-0.004
max0.147-0.149=-0.002
cache=y
dps=1
iters=10
policies=100
mean43.785-43.785=0.001
σ0.007-0.006=0.001
min43.781-43.775=0.006
max43.803-43.795=0.007
mean417.000
σ0.000
min417.000
max417.000
mean0.124-0.124=-0.000
σ0.004-0.004=-0.000
min0.121-0.121=-0.000
max0.130-0.130=-0.000

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
min36.616-36.615=0.000
max36.620-36.620=0.000
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean12.648-12.641=0.007
σ0.279-0.338=-0.059
min12.350-12.255=0.095
max13.106-13.209=-0.103
op=column_set() on indexed, repeat
mean36.617-36.617=-0.000
σ0.002-0.002=-0.000
min36.616-36.616=0.000
max36.619-36.620=-0.000
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean12.476-12.976=-0.499
σ0.666-0.531=0.135
min11.534-11.738=-0.204
max13.238-13.348=-0.110
op=table_records(), no indexes
mean41.928-41.928=0.000
σ0.001-0.000=0.000
min41.928
max41.929-41.929=0.001
mean7550.000-6043.000=1507.000
σ0.000
min7550.000-6043.000=1507.000
max7550.000-6043.000=1507.000
mean14.396-13.203=1.192
σ0.988-1.177=-0.189
min12.877-11.127=1.750
max15.509-14.748=0.761
op=table_records(), repeat
mean41.929-41.928=0.000
σ0.002-0.002=0.000
min41.927-41.927=-0.000
max41.932-41.932=0.000
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean12.966-12.935=0.031
σ1.987-1.931=0.056
min10.696-10.641=0.055
max15.568-14.905=0.663
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
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean8.917-8.783=0.134
σ1.361-0.658=0.703
min7.886-8.082=-0.196
max12.219-10.221=1.999
op=vertical_lookup_list() on indexed, after table_records(), repeat
mean26.401-26.401=-0.000
σ0.002-0.002=-0.000
min26.399-26.399=-0.000
max26.403
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean6.686-6.643=0.043
σ1.338-0.647=0.691
min5.198-6.012=-0.814
max9.820-8.136=1.683
op=vertical_lookup_row_list() on 2 indexed
mean25.666-25.666=0.000
σ0.002-0.002=-0.000
min25.665-25.664=0.000
max25.670-25.670=-0.000
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean5.629-5.556=0.073
σ0.094-0.113=-0.019
min5.447-5.289=0.158
max5.719-5.653=0.066
op=vertical_lookup_row_list() on 3 (1 unindexed)
mean25.968-25.968=0.000
σ0.002-0.002=0.000
min25.967
max25.971-25.971=0.000
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean5.405-5.459=-0.054
σ0.134-0.093=0.041
min5.124-5.362=-0.238
max5.561-5.624=-0.063

CSV - loading a lazy table

Factorallocated MiBpeak allocated MiBtime (ms)
op=load_product(), no indexes
mean2524.594-2524.594=-0.000
σ0.000-0.000=-0.000
min2524.594-2524.594=-0.000
max2524.594-2524.594=-0.000
mean7550.000-6043.000=1507.000
σ0.000
min7550.000-6043.000=1507.000
max7550.000-6043.000=1507.000
mean1056.894-1509.296=-452.402
σ6.611-743.374=-736.762
min1046.599-1040.079=6.520
max1064.559-2939.048=-1874.490
op=load_product(), with indexes
mean8744.558-8744.558=-0.000
σ0.033-0.033=-0.001
min8744.544-8744.545=-0.000
max8744.639-8744.640=-0.001
mean3783.500-3815.750=-32.250
σ1615.284-1655.874=-40.589
min1962.000-1956.000=6.000
max5945.000-6043.000=-98.000
mean4759.437-4334.632=424.805
σ1361.011-1376.993=-15.982
min3576.558-3559.275=17.282
max6689.616-7378.842=-689.227

CSV - unindexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
op=column_set() on unindexed, dense
mean62.077-62.077=0.000
σ0.002-0.002=0.000
min62.076
max62.080
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean90.817-81.451=9.366
σ16.857-8.564=8.293
min72.443-72.517=-0.074
max125.607-96.880=28.727
op=vertical_lookup_list() on unindexed missing Int
mean40.944-40.944=0.000
σ0.001-0.001=0.000
min40.944
max40.945
mean7550.000-6043.000=1507.000
σ0.000
min7550.000-6043.000=1507.000
max7550.000-6043.000=1507.000
mean239.021-97.003=142.018
σ389.264-8.161=381.103
min89.285-83.261=6.025
max1202.267-106.289=1095.978
op=vertical_lookup_row_list() on unindexed small unique Int
mean66.686-66.686=-0.000
σ0.000-0.000=-0.000
min66.685
max66.686
mean7550.000-6043.000=1507.000
σ0.000
min7550.000-6043.000=1507.000
max7550.000-6043.000=1507.000
mean151.727-223.093=-71.366
σ13.683-220.984=-207.301
min131.140-127.611=3.529
max167.744-769.086=-601.342

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
op=table_records()
mean11656.833-11656.833=-0.000
σ4.317-4.317=0.000
min11655.305
max11667.517-11667.516=0.001
mean4265.250-4099.875=165.375
σ1883.622-1573.342=310.280
min1962.000-1956.000=6.000
max7550.000-6043.000=1507.000
mean6639.193-6144.673=494.519
σ1301.888-1143.554=158.334
min4949.977-4934.342=15.634
max8033.084-8058.355=-25.271
op=vertical_lookup_list() on indexed
mean11560.069-11560.068=0.000
σ0.002-0.001=0.001
min11560.066-11560.066=0.001
max11560.072-11560.069=0.003
mean7550.000-6043.000=1507.000
σ0.000
min7550.000-6043.000=1507.000
max7550.000-6043.000=1507.000
mean5446.542-6897.327=-1450.785
σ1258.883-1241.084=17.799
min4437.425-4428.311=9.114
max7373.469-8125.857=-752.388

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
op=pointedIndexFromKvs
rows=200000
mean172.584-172.582=0.002
σ0.027-0.029=-0.002
min172.558
max172.625-172.630=-0.005
mean1962.000-1956.000=6.000
σ0.000
min1962.000-1956.000=6.000
max1962.000-1956.000=6.000
mean364.613-349.843=14.770
σ25.571-42.607=-17.036
min323.313-270.840=52.473
max402.455-399.846=2.609
op=pointedIndexFromKvs
rows=400000
mean357.361-357.367=-0.006
σ0.037-0.043=-0.006
min357.321
max357.399-357.424=-0.025
mean1962.000-1956.000=6.000
σ0.000
min1962.000-1956.000=6.000
max1962.000-1956.000=6.000
mean755.367-743.787=11.580
σ44.142-67.208=-23.066
min667.118-600.138=66.980
max813.651-798.676=14.975

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.200-1008.200=-0.000
σ0.960-0.945=0.015
min1007.715-1007.690=0.025
max1012.197-1012.130=0.067
mean1040.200-1040.950=-0.750
σ303.497-304.695=-1.199
min551.000
max1467.000-1466.000=1.000
mean1.590-1.554=0.035
σ0.139-0.065=0.074
min1.494-1.493=0.001
max2.075-1.717=0.358

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
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.419-0.440=-0.021
σ0.127-0.132=-0.005
min0.338-0.337=0.002
max0.645-0.654=-0.009
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.900-0.921=-0.021
σ0.090-0.089=0.001
min0.841-0.861=-0.020
max1.055-1.075=-0.020
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.581-0.546=0.035
σ0.063-0.051=0.012
min0.521-0.514=0.007
max0.653-0.636=0.017
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.867-0.861=0.006
σ0.047-0.037=0.010
min0.837-0.834=0.002
max0.945-0.925=0.021

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.543-963.540=0.003
σ0.025-0.029=-0.004
min963.523
max963.583-963.591=-0.008
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.821-0.838=-0.017
σ0.051-0.030=0.021
min0.744-0.802=-0.058
max0.874-0.867=0.007
name=cdr_enhanced_4k_loc.art
mean884.853-884.853=-0.000
σ0.006-0.008=-0.002
min884.847
max884.860-884.864=-0.004
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.719-0.718=0.000
σ0.035-0.059=-0.023
min0.670-0.615=0.055
max0.749-0.755=-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
max7.711-7.711=-0.000
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean4.316-3.558=0.758
σ0.070-0.083=-0.013
min4.182-3.288=0.894
max4.558-3.804=0.754
name=record_render_large_syntax_err.art
mean7.655
σ0.002
min7.654
max7.658
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean4.289-3.533=0.757
σ0.072-0.072=-0.000
min4.120-3.409=0.710
max4.540-3.765=0.776
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.771-0.761=0.010
σ0.019-0.015=0.004
min0.739-0.731=0.008
max0.897-0.846=0.051
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.731-0.725=0.006
σ0.014-0.013=0.001
min0.701-0.696=0.005
max0.801-0.775=0.026

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.760-297.591=0.169
σ0.246-0.209=0.037
min297.543-297.441=0.101
max298.391-298.165=0.226
mean1962.000-1956.000=6.000
σ0.000
min1962.000-1956.000=6.000
max1962.000-1956.000=6.000
mean0.581-0.551=0.030
σ0.061-0.038=0.023
min0.514-0.514=0.000
max0.698-0.616=0.082

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean290.031-290.039=-0.008
σ0.043-0.039=0.004
min289.983-289.992=-0.009
max290.077-290.081=-0.004
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.406-0.390=0.016
σ0.012-0.002=0.010
min0.393-0.388=0.005
max0.420-0.394=0.027
iters=5
new-facts=1
prior-facts=6402
mean1299.855-1299.963=-0.108
σ0.070-0.097=-0.026
min1299.767-1299.853=-0.086
max1299.957-1300.106=-0.149
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean1.965-2.287=-0.322
σ0.051-0.091=-0.041
min1.891-2.187=-0.295
max2.017-2.370=-0.353
iters=5
new-facts=6402
prior-facts=1
mean1542.915-1542.910=0.005
σ4.017-3.989=0.029
min1540.956-1540.965=-0.009
max1550.096-1550.039=0.057
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean2.205-2.254=-0.049
σ0.090-0.148=-0.058
min2.075-2.044=0.031
max2.298-2.406=-0.108
iters=5
new-facts=6402
prior-facts=6402
mean1861.924-1861.892=0.033
σ0.070-0.085=-0.015
min1861.847-1861.763=0.084
max1862.005-1861.986=0.019
mean1757.200-1759.600=-2.400
σ217.303-207.960=9.343
min1468.000-1481.000=-13.000
max1962.000-1956.000=6.000
mean3.280-3.187=0.093
σ0.348-0.424=-0.075
min2.889-2.791=0.098
max3.656-3.774=-0.118

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.733-1.836=-0.104
σ0.108-0.087=0.021
min1.622-1.691=-0.070
max1.884-1.903=-0.019

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.745-446.746=-0.001
σ577.197-577.197=-0.000
min158.145-158.146=-0.001
max1312.540-1312.542=-0.002
mean96.250
σ8.500
min92.000
max109.000
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean0.551-0.547=0.004
σ0.577-0.563=0.014
min0.262-0.263=-0.002
max1.416-1.392=0.024
policies=20
mean1581.739-1581.747=-0.008
σ0.369-0.357=0.012
min1581.487-1581.508=-0.021
max1582.287-1582.279=0.009
mean920.000
σ0.000
min920.000
max920.000
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean2.651-2.630=0.021
σ0.018-0.005=0.013
min2.635-2.624=0.011
max2.674-2.637=0.037
policies=200
mean15825.477-15825.323=0.153
σ0.149-0.214=-0.065
min15825.278-15825.017=0.261
max15825.636-15825.494=0.143
mean9200.000
σ0.000
min9200.000
max9200.000
mean1467.000-1466.000=1.000
σ0.000
min1467.000-1466.000=1.000
max1467.000-1466.000=1.000
mean26.667-26.647=0.020
σ0.121-0.069=0.052
min26.562-26.583=-0.021
max26.807-26.709=0.099