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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
mean54.618-54.616=0.002
σ0.352-0.351=0.001
min54.480-54.482=-0.002
max55.618-55.614=0.005
mean416.000-415.000=1.000
σ0.000
min416.000-415.000=1.000
max416.000-415.000=1.000
mean0.141-0.141=-0.000
σ0.003-0.004=-0.000
min0.138-0.138=0.000
max0.146-0.148=-0.002
cache=y
dps=1
iters=10
policies=100
mean43.785-43.785=-0.000
σ0.007-0.007=-0.000
min43.772-43.778=-0.006
max43.796-43.803=-0.006
mean416.000-415.000=1.000
σ0.000
min416.000-415.000=1.000
max416.000-415.000=1.000
mean0.121-0.123=-0.002
σ0.004-0.004=0.000
min0.115-0.119=-0.003
max0.127-0.129=-0.002

CSV - indexed operations

Factorallocated MiBpeak allocated MiBtime (ms)
op=column_set() on indexed
mean36.618-36.618=0.000
σ0.003-0.002=0.001
min36.615-36.616=-0.000
max36.623-36.620=0.004
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean13.094-12.418=0.676
σ1.779-0.325=1.453
min11.951-11.911=0.040
max17.405-12.872=4.533
op=column_set() on indexed, repeat
mean36.617-36.617=-0.000
σ0.002-0.002=-0.000
min36.616-36.615=0.000
max36.619
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean13.516-12.155=1.361
σ1.799-0.712=1.087
min12.500-11.200=1.300
max17.934-13.137=4.797
op=table_records(), no indexes
mean41.928-41.928=0.000
σ0.001-0.000=0.000
min41.928
max41.929-41.929=0.000
mean7547.000-7554.000=-7.000
σ0.000
min7547.000-7554.000=-7.000
max7547.000-7554.000=-7.000
mean13.989-13.786=0.203
σ0.963-1.103=-0.141
min12.748-12.418=0.330
max15.113-15.351=-0.238
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
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean12.648-11.480=1.168
σ2.355-1.425=0.931
min10.516-9.999=0.517
max16.541-13.584=2.957
op=vertical_lookup_list() on indexed, after table_records()
mean27.605-27.605=-0.000
σ0.002-0.002=-0.000
min27.603
max27.607-27.607=-0.000
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean9.007-8.233=0.774
σ1.371-0.380=0.992
min8.012-7.672=0.340
max12.269-8.723=3.546
op=vertical_lookup_list() on indexed, after table_records(), repeat
mean26.400-26.401=-0.000
σ0.002-0.002=-0.000
min26.399-26.399=0.000
max26.403-26.403=-0.000
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean6.710-6.319=0.391
σ1.241-0.287=0.954
min5.976-5.724=0.252
max9.709-6.626=3.083
op=vertical_lookup_row_list() on 2 indexed
mean25.666-25.666=-0.000
σ0.002-0.002=-0.000
min25.664-25.665=-0.000
max25.670-25.670=-0.000
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean5.795-5.392=0.403
σ0.507-0.140=0.368
min5.515-5.131=0.384
max7.040-5.574=1.465
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
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean5.442-5.235=0.206
σ0.620-0.109=0.511
min4.839-5.041=-0.202
max6.871-5.361=1.510

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
min2524.593-2524.593=-0.000
max2524.594
mean7547.000-7554.000=-7.000
σ0.000
min7547.000-7554.000=-7.000
max7547.000-7554.000=-7.000
mean1112.975-1056.196=56.779
σ165.505-7.960=157.545
min1043.140-1049.617=-6.477
max1522.316-1074.040=448.276
op=load_product(), with indexes
mean8744.559-8744.558=0.001
σ0.033-0.033=0.000
min8744.545
max8744.641-8744.640=0.001
mean3784.125-3785.625=-1.500
σ1611.899-1609.980=1.919
min1968.000-1980.000=-12.000
max5942.000-5947.000=-5.000
mean4627.941-4777.785=-149.845
σ1472.853-1459.423=13.430
min3526.401-3525.532=0.869
max7101.115-7066.017=35.099

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
min62.076
max62.080
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean86.276-81.000=5.276
σ18.090-8.674=9.416
min71.353-70.773=0.580
max128.245-93.578=34.667
op=vertical_lookup_list() on unindexed missing Int
mean40.944
σ0.001
min40.944
max40.945
mean7547.000-7554.000=-7.000
σ0.000
min7547.000-7554.000=-7.000
max7547.000-7554.000=-7.000
mean193.582-241.074=-47.492
σ267.330-400.122=-132.791
min84.682-88.826=-4.144
max854.842-1231.167=-376.326
op=vertical_lookup_row_list() on unindexed small unique Int
mean66.686-66.686=0.000
σ0.001-0.000=0.001
min66.685
max66.690-66.687=0.003
mean7547.000-7554.000=-7.000
σ0.000
min7547.000-7554.000=-7.000
max7547.000-7554.000=-7.000
mean148.327-153.695=-5.368
σ17.469-12.046=5.424
min120.753-141.055=-20.303
max167.667-168.456=-0.789

CSV - warmup

Factorallocated MiBpeak allocated MiBtime (ms)
op=table_records()
mean11656.833-11656.832=0.001
σ4.318-4.317=0.001
min11655.305
max11667.521-11667.517=0.004
mean4264.500-4264.250=0.250
σ1881.575-1881.689=-0.114
min1968.000-1980.000=-12.000
max7547.000-7554.000=-7.000
mean6370.405-6566.865=-196.460
σ1051.903-1368.204=-316.301
min4936.177-4962.939=-26.761
max7831.501-8266.577=-435.076
op=vertical_lookup_list() on indexed
mean11560.068-11560.069=-0.000
σ0.001-0.002=-0.001
min11560.066-11560.066=0.000
max11560.069-11560.072=-0.003
mean7547.000-7554.000=-7.000
σ0.000
min7547.000-7554.000=-7.000
max7547.000-7554.000=-7.000
mean5297.846-4947.378=350.468
σ1179.083-753.097=425.985
min4405.120-4388.193=16.926
max7322.227-6264.194=1058.033

CSV internal benchmark: pointedIndexFromKvs

Factorallocated MiBpeak allocated MiBtime (ms)
op=pointedIndexFromKvs
rows=200000
mean172.579-172.581=-0.001
σ0.021-0.028=-0.008
min172.558
max172.611-172.630=-0.018
mean1968.000-1980.000=-12.000
σ0.000
min1968.000-1980.000=-12.000
max1968.000-1980.000=-12.000
mean338.313-368.868=-30.555
σ42.131-26.276=15.855
min265.216-345.919=-80.704
max396.568-412.541=-15.973
op=pointedIndexFromKvs
rows=400000
mean357.367-357.365=0.003
σ0.044-0.042=0.002
min357.321
max357.428-357.409=0.020
mean1968.000-1980.000=-12.000
σ0.000
min1968.000-1980.000=-12.000
max1968.000-1980.000=-12.000
mean742.962-782.041=-39.079
σ64.016-40.622=23.394
min602.466-682.865=-80.399
max789.059-807.872=-18.813

Marine Hull: transactPolicy

Factorallocated MiBpeak allocated MiBtime
datapoints=1
iterations=20
mean1008.182-1008.180=0.002
σ0.935-0.946=-0.011
min1007.715-1007.719=-0.003
max1012.072-1012.128=-0.056
mean1041.200-1051.400=-10.200
σ303.712-312.621=-8.909
min559.000-588.000=-29.000
max1469.000-1513.000=-44.000
mean1.562-1.569=-0.007
σ0.142-0.141=0.001
min1.397-1.462=-0.065
max2.041-2.070=-0.029

Parser: Comma Sep

Factorallocated MiBpeak allocated MiBtime (ms)
name=ambiguous_item.art
mean0.883-0.884=-0.001
σ0.002-0.003=-0.000
min0.881
max0.886-0.887=-0.002
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.409-0.424=-0.015
σ0.124-0.126=-0.001
min0.331-0.358=-0.027
max0.627-0.648=-0.021
name=error_case.art
mean2.333
σ0.003
min2.332
max2.337
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.885-0.878=0.007
σ0.096-0.089=0.007
min0.819-0.797=0.022
max1.053-1.030=0.024
name=heavy_item.art
mean1.521
σ0.002
min1.520
max1.524
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.536-0.545=-0.009
σ0.055-0.047=0.008
min0.499-0.502=-0.003
max0.632-0.619=0.013
name=nested_use.art
mean2.355
σ0.002
min2.355
max2.358
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.842-0.843=-0.001
σ0.041-0.041=-0.000
min0.807-0.822=-0.014
max0.912-0.917=-0.004

Parser: Real World

Factorallocated MiBpeak allocated MiBtime (sec)
name=aon_gpf25_7k_loc.art
mean963.543-963.548=-0.005
σ0.031-0.035=-0.004
min963.523
max963.597-963.609=-0.012
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.760-0.821=-0.061
σ0.076-0.061=0.015
min0.674-0.722=-0.048
max0.866-0.869=-0.003
name=cdr_enhanced_4k_loc.art
mean884.853-884.854=-0.000
σ0.007-0.006=0.001
min884.847
max884.862-884.861=0.001
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.668-0.707=-0.039
σ0.076-0.080=-0.004
min0.583-0.564=0.019
max0.745-0.750=-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
max7.709
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean4.288-4.231=0.057
σ0.091-0.105=-0.014
min4.084-4.099=-0.015
max4.658-4.886=-0.228
name=record_render_large_syntax_err.art
mean7.655-7.655=0.000
σ0.002-0.002=0.000
min7.654
max7.660-7.658=0.003
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean4.290-4.221=0.069
σ0.063-0.079=-0.016
min4.154-4.054=0.100
max4.474-4.533=-0.059
name=record_render_success.art
mean2.288
σ0.002
min2.287
max2.291
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.748-0.741=0.007
σ0.019-0.017=0.002
min0.714-0.707=0.007
max0.873-0.855=0.018
name=record_render_syntax_err.art
mean2.163
σ0.002
min2.163
max2.166
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.712-0.699=0.013
σ0.017-0.013=0.004
min0.686-0.672=0.014
max0.789-0.755=0.034

SoV import

Factorallocated MiBpeak allocated MiBtime_s
iters=10
rows=1000
mean297.447-297.326=0.121
σ0.200-0.227=-0.027
min297.284-297.199=0.085
max297.977-297.945=0.032
mean1968.000-1980.000=-12.000
σ0.000
min1968.000-1980.000=-12.000
max1968.000-1980.000=-12.000
mean0.556-0.538=0.018
σ0.045-0.012=0.032
min0.513-0.514=-0.001
max0.650-0.554=0.096

Workflow: transactPolicy

Factorallocated MiBpeak allocated MiBtime
iters=5
new-facts=1
prior-facts=1
mean289.767-289.774=-0.007
σ0.039-0.040=-0.001
min289.729-289.718=0.011
max289.815-289.818=-0.002
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.398-0.401=-0.003
σ0.004-0.011=-0.007
min0.395-0.394=0.001
max0.406-0.420=-0.015
iters=5
new-facts=1
prior-facts=6402
mean1299.643-1299.657=-0.013
σ0.070-0.068=0.002
min1299.552-1299.577=-0.025
max1299.703-1299.713=-0.010
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean2.098-2.100=-0.002
σ0.046-0.070=-0.024
min2.028-2.010=0.019
max2.151-2.164=-0.013
iters=5
new-facts=6402
prior-facts=1
mean1542.638-1542.603=0.035
σ4.042-4.028=0.014
min1540.620-1540.581=0.039
max1549.859-1549.799=0.060
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean2.313-2.230=0.083
σ0.218-0.140=0.079
min2.102-2.103=-0.001
max2.644-2.401=0.243
iters=5
new-facts=6402
prior-facts=6402
mean1861.623-1861.625=-0.002
σ0.079-0.072=0.007
min1861.503-1861.520=-0.016
max1861.705-1861.706=-0.001
mean1766.000-1774.600=-8.600
σ212.910-211.590=1.320
min1482.000-1513.000=-31.000
max1968.000-1980.000=-12.000
mean3.299-3.250=0.049
σ0.420-0.336=0.084
min2.876-2.897=-0.021
max3.905-3.678=0.228

newProductH/cdr_auton/broker

Factortime_s
iterations=5
mean1.777-1.645=0.132
σ0.094-0.254=-0.161
min1.638-1.307=0.332
max1.884-1.846=0.038

policy addition benchmark

Factorallocated MiBdb queriespeak allocated MiBtime
policies=2
mean446.185-446.185=-0.001
σ577.140-577.140=-0.000
min157.614-157.613=0.001
max1311.895-1311.896=-0.001
mean96.250
σ8.500
min92.000
max109.000
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean0.555-0.545=0.010
σ0.574-0.553=0.020
min0.263-0.263=-0.000
max1.416-1.375=0.041
policies=20
mean1576.418-1576.415=0.003
σ0.347-0.334=0.012
min1576.184-1576.186=-0.002
max1576.933-1576.912=0.022
mean920.000
σ0.000
min920.000
max920.000
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean2.617-2.613=0.004
σ0.006-0.008=-0.001
min2.609-2.608=0.001
max2.624-2.624=0.000
policies=200
mean15772.192-15772.314=-0.121
σ0.094-0.138=-0.044
min15772.071-15772.203=-0.132
max15772.296-15772.493=-0.197
mean9200.000
σ0.000
min9200.000
max9200.000
mean1469.000-1513.000=-44.000
σ0.000
min1469.000-1513.000=-44.000
max1469.000-1513.000=-44.000
mean26.441-26.545=-0.103
σ0.073-0.268=-0.195
min26.337-26.349=-0.012
max26.504-26.941=-0.437