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covtype-pr-0.log
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covtype-pr-0.log
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Data set: covtype
Algorithm: pr
Loading covtype data set...
Creating perceptron hyper classifier...
Running trial 0...
Creating trial data...
Applying classifier to trial...
No cached result "runs/covtype/0/pr/penalty(none)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(none)-alpha(1.000000e-09)
parameters: {'penalty': None, 'alpha': 1.0000000000000001e-09}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(none)-alpha(1.000000e-09).pickle"...
No cached result "runs/covtype/0/pr/penalty(none)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(none)-alpha(6.309573e-07)
parameters: {'penalty': None, 'alpha': 6.3095734448019296e-07}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(none)-alpha(6.309573e-07).pickle"...
No cached result "runs/covtype/0/pr/penalty(none)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(none)-alpha(3.981072e-04)
parameters: {'penalty': None, 'alpha': 0.00039810717055349692}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(none)-alpha(3.981072e-04).pickle"...
No cached result "runs/covtype/0/pr/penalty(none)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(none)-alpha(2.511886e-01)
parameters: {'penalty': None, 'alpha': 0.25118864315095718}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(none)-alpha(2.511886e-01).pickle"...
No cached result "runs/covtype/0/pr/penalty(none)-alpha(1.584893e+02).pickle", building and running classifier...
run: penalty(none)-alpha(1.584893e+02)
parameters: {'penalty': None, 'alpha': 158.48931924611108}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(none)-alpha(1.584893e+02).pickle"...
No cached result "runs/covtype/0/pr/penalty(none)-alpha(1.000000e+05).pickle", building and running classifier...
run: penalty(none)-alpha(1.000000e+05)
parameters: {'penalty': None, 'alpha': 100000.0}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(none)-alpha(1.000000e+05).pickle"...
No cached result "runs/covtype/0/pr/penalty(l1)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(l1)-alpha(1.000000e-09)
parameters: {'penalty': 'l1', 'alpha': 1.0000000000000001e-09}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(l1)-alpha(1.000000e-09).pickle"...
No cached result "runs/covtype/0/pr/penalty(l1)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(l1)-alpha(6.309573e-07)
parameters: {'penalty': 'l1', 'alpha': 6.3095734448019296e-07}
ml ce: 0.918572441686
ml rmse: 1.94639279944
sk acc: 0.0814275583143
sk f1: 0.045424133585
sk prec: 0.120997154873
sk recl: 0.0814275583143
label: 1
ml auc: 0.491934111607
sk auc: 0.491934111607
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.553130879543
sk auc: 0.553130879543
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.497846287427
sk auc: 0.497846287427
label: 7
ml auc: 0.499763064152
sk auc: 0.499763064152
Saving result "runs/covtype/0/pr/penalty(l1)-alpha(6.309573e-07).pickle"...
No cached result "runs/covtype/0/pr/penalty(l1)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(l1)-alpha(3.981072e-04)
parameters: {'penalty': 'l1', 'alpha': 0.00039810717055349692}
ml ce: 0.901713617661
ml rmse: 2.02653106063
sk acc: 0.0982863823393
sk f1: 0.069645808395
sk prec: 0.142173431045
sk recl: 0.0982863823393
label: 1
ml auc: 0.500622165824
sk auc: 0.500622165824
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.576402274959
sk auc: 0.576402274959
label: 4
ml auc: 0.499996482249
sk auc: 0.499996482249
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.49910927599
sk auc: 0.49910927599
label: 7
ml auc: 0.499333674666
sk auc: 0.499333674666
Saving result "runs/covtype/0/pr/penalty(l1)-alpha(3.981072e-04).pickle"...
No cached result "runs/covtype/0/pr/penalty(l1)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(l1)-alpha(2.511886e-01)
parameters: {'penalty': 'l1', 'alpha': 0.25118864315095718}
ml ce: 0.923361162213
ml rmse: 1.79096910112
sk acc: 0.0766388377874
sk f1: 0.0361868588195
sk prec: 0.108899458424
sk recl: 0.0766388377874
label: 1
ml auc: 0.489341566937
sk auc: 0.489341566937
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.54674323165
sk auc: 0.54674323165
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.486776722926
sk auc: 0.486776722926
label: 7
ml auc: 0.499996368799
sk auc: 0.499996368799
Saving result "runs/covtype/0/pr/penalty(l1)-alpha(2.511886e-01).pickle"...
No cached result "runs/covtype/0/pr/penalty(l1)-alpha(1.584893e+02).pickle", building and running classifier...
run: penalty(l1)-alpha(1.584893e+02)
parameters: {'penalty': 'l1', 'alpha': 158.48931924611108}
ml ce: 0.940081309947
ml rmse: 1.6754490042
sk acc: 0.0599186900532
sk f1: 0.00677457516579
sk prec: 0.00359024941769
sk recl: 0.0599186900532
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
label: 7
ml auc: 0.5
sk auc: 0.5
Saving result "runs/covtype/0/pr/penalty(l1)-alpha(1.584893e+02).pickle"...
No cached result "runs/covtype/0/pr/penalty(l1)-alpha(1.000000e+05).pickle", building and running classifier...
run: penalty(l1)-alpha(1.000000e+05)
parameters: {'penalty': 'l1', 'alpha': 100000.0}
ml ce: 0.940081309947
ml rmse: 1.6754490042
sk acc: 0.0599186900532
sk f1: 0.00677457516579
sk prec: 0.00359024941769
sk recl: 0.0599186900532
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
label: 7
ml auc: 0.5
sk auc: 0.5
Saving result "runs/covtype/0/pr/penalty(l1)-alpha(1.000000e+05).pickle"...
No cached result "runs/covtype/0/pr/penalty(l2)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(l2)-alpha(1.000000e-09)
parameters: {'penalty': 'l2', 'alpha': 1.0000000000000001e-09}
ml ce: 0.924316097684
ml rmse: 1.71083186813
sk acc: 0.0756839023157
sk f1: 0.0347359743928
sk prec: 0.108626476304
sk recl: 0.0756839023157
label: 1
ml auc: 0.489768239536
sk auc: 0.489768239536
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.534672239579
sk auc: 0.534672239579
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.496043532137
sk auc: 0.496043532137
label: 7
ml auc: 0.499960056792
sk auc: 0.499960056792
Saving result "runs/covtype/0/pr/penalty(l2)-alpha(1.000000e-09).pickle"...
No cached result "runs/covtype/0/pr/penalty(l2)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(l2)-alpha(6.309573e-07)
parameters: {'penalty': 'l2', 'alpha': 6.3095734448019296e-07}
ml ce: 0.927193191872
ml rmse: 1.67185514812
sk acc: 0.0728068081282
sk f1: 0.0299952333095
sk prec: 0.104754753207
sk recl: 0.0728068081282
label: 1
ml auc: 0.490336558422
sk auc: 0.490336558422
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.525671707733
sk auc: 0.525671707733
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499542356817
sk auc: 0.499542356817
label: 7
ml auc: 0.499689532338
sk auc: 0.499689532338
Saving result "runs/covtype/0/pr/penalty(l2)-alpha(6.309573e-07).pickle"...
No cached result "runs/covtype/0/pr/penalty(l2)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(l2)-alpha(3.981072e-04)
parameters: {'penalty': 'l2', 'alpha': 0.00039810717055349692}
ml ce: 0.930809307812
ml rmse: 1.74009031621
sk acc: 0.0691906921878
sk f1: 0.0239830909544
sk prec: 0.0880049790146
sk recl: 0.0691906921878
label: 1
ml auc: 0.487626150192
sk auc: 0.487626150192
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.529380818366
sk auc: 0.529380818366
label: 4
ml auc: 0.499942836539
sk auc: 0.499942836539
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.49302661194
sk auc: 0.49302661194
label: 7
ml auc: 0.5
sk auc: 0.5
Saving result "runs/covtype/0/pr/penalty(l2)-alpha(3.981072e-04).pickle"...
No cached result "runs/covtype/0/pr/penalty(l2)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(l2)-alpha(2.511886e-01)
parameters: {'penalty': 'l2', 'alpha': 0.25118864315095718}
ml ce: 0.940081309947
ml rmse: 1.6754490042
sk acc: 0.0599186900532
sk f1: 0.00677457516579
sk prec: 0.00359024941769
sk recl: 0.0599186900532
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
label: 7
ml auc: 0.5
sk auc: 0.5
Saving result "runs/covtype/0/pr/penalty(l2)-alpha(2.511886e-01).pickle"...
No cached result "runs/covtype/0/pr/penalty(l2)-alpha(1.584893e+02).pickle", building and running classifier...
floating-point under-/overflow occured.
run: penalty(l2)-alpha(1.584893e+02)
parameters: {'penalty': 'l2', 'alpha': 158.48931924611108}
Saving result "runs/covtype/0/pr/penalty(l2)-alpha(1.584893e+02).pickle"...
No cached result "runs/covtype/0/pr/penalty(l2)-alpha(1.000000e+05).pickle", building and running classifier...
floating-point under-/overflow occured.
run: penalty(l2)-alpha(1.000000e+05)
parameters: {'penalty': 'l2', 'alpha': 100000.0}
Saving result "runs/covtype/0/pr/penalty(l2)-alpha(1.000000e+05).pickle"...
No cached result "runs/covtype/0/pr/penalty(elasticnet)-alpha(1.000000e-09).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(1.000000e-09)
parameters: {'penalty': 'elasticnet', 'alpha': 1.0000000000000001e-09}
ml ce: 0.918484671881
ml rmse: 1.93697386184
sk acc: 0.0815153281186
sk f1: 0.04566068195
sk prec: 0.120902568783
sk recl: 0.0815153281186
label: 1
ml auc: 0.491819088474
sk auc: 0.491819088474
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.551404308175
sk auc: 0.551404308175
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.499445464322
sk auc: 0.499445464322
label: 7
ml auc: 0.499763971953
sk auc: 0.499763971953
Saving result "runs/covtype/0/pr/penalty(elasticnet)-alpha(1.000000e-09).pickle"...
No cached result "runs/covtype/0/pr/penalty(elasticnet)-alpha(6.309573e-07).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(6.309573e-07)
parameters: {'penalty': 'elasticnet', 'alpha': 6.3095734448019296e-07}
ml ce: 0.918572441686
ml rmse: 1.94639279944
sk acc: 0.0814275583143
sk f1: 0.045424133585
sk prec: 0.120997154873
sk recl: 0.0814275583143
label: 1
ml auc: 0.491934111607
sk auc: 0.491934111607
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.553130879543
sk auc: 0.553130879543
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.497846287427
sk auc: 0.497846287427
label: 7
ml auc: 0.499763064152
sk auc: 0.499763064152
Saving result "runs/covtype/0/pr/penalty(elasticnet)-alpha(6.309573e-07).pickle"...
No cached result "runs/covtype/0/pr/penalty(elasticnet)-alpha(3.981072e-04).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(3.981072e-04)
parameters: {'penalty': 'elasticnet', 'alpha': 0.00039810717055349692}
ml ce: 0.901713617661
ml rmse: 2.02653106063
sk acc: 0.0982863823393
sk f1: 0.069645808395
sk prec: 0.142173431045
sk recl: 0.0982863823393
label: 1
ml auc: 0.500622165824
sk auc: 0.500622165824
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.576402274959
sk auc: 0.576402274959
label: 4
ml auc: 0.499996482249
sk auc: 0.499996482249
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.49910927599
sk auc: 0.49910927599
label: 7
ml auc: 0.499333674666
sk auc: 0.499333674666
Saving result "runs/covtype/0/pr/penalty(elasticnet)-alpha(3.981072e-04).pickle"...
No cached result "runs/covtype/0/pr/penalty(elasticnet)-alpha(2.511886e-01).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(2.511886e-01)
parameters: {'penalty': 'elasticnet', 'alpha': 0.25118864315095718}
ml ce: 0.923361162213
ml rmse: 1.79096910112
sk acc: 0.0766388377874
sk f1: 0.0361868588195
sk prec: 0.108899458424
sk recl: 0.0766388377874
label: 1
ml auc: 0.489341566937
sk auc: 0.489341566937
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.54674323165
sk auc: 0.54674323165
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.486776722926
sk auc: 0.486776722926
label: 7
ml auc: 0.499996368799
sk auc: 0.499996368799
Saving result "runs/covtype/0/pr/penalty(elasticnet)-alpha(2.511886e-01).pickle"...
No cached result "runs/covtype/0/pr/penalty(elasticnet)-alpha(1.584893e+02).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(1.584893e+02)
parameters: {'penalty': 'elasticnet', 'alpha': 158.48931924611108}
ml ce: 0.940081309947
ml rmse: 1.6754490042
sk acc: 0.0599186900532
sk f1: 0.00677457516579
sk prec: 0.00359024941769
sk recl: 0.0599186900532
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
label: 7
ml auc: 0.5
sk auc: 0.5
Saving result "runs/covtype/0/pr/penalty(elasticnet)-alpha(1.584893e+02).pickle"...
No cached result "runs/covtype/0/pr/penalty(elasticnet)-alpha(1.000000e+05).pickle", building and running classifier...
run: penalty(elasticnet)-alpha(1.000000e+05)
parameters: {'penalty': 'elasticnet', 'alpha': 100000.0}
ml ce: 0.940081309947
ml rmse: 1.6754490042
sk acc: 0.0599186900532
sk f1: 0.00677457516579
sk prec: 0.00359024941769
sk recl: 0.0599186900532
label: 1
ml auc: 0.5
sk auc: 0.5
label: 2
ml auc: 0.5
sk auc: 0.5
label: 3
ml auc: 0.5
sk auc: 0.5
label: 4
ml auc: 0.5
sk auc: 0.5
label: 5
ml auc: 0.5
sk auc: 0.5
label: 6
ml auc: 0.5
sk auc: 0.5
label: 7
ml auc: 0.5
sk auc: 0.5
Saving result "runs/covtype/0/pr/penalty(elasticnet)-alpha(1.000000e+05).pickle"...
Clearing trial data from memory...