ServerRun 13219
Creatoryorinasub17
Programsvmlight_multiclass
DatasetSynthetic 75% Density, Large, Few Labels
Task typeMulticlassClassification
Created28d16h ago
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Done! Flag_green
47s
159M
MulticlassClassification
16s
0.323
13s
0.336
5s

Log file

===== MAIN: learn based on training data =====
=== START program1: ./run learn ../dataset2/train
Using hyperparameter c = 0.1
Reading training examples... (5250 examples) done
Training set properties: 1000 features, 3 classes
Iter 1: .........*(NumConst=1, SV=1, CEps=100.0000, QPEps=0.0000)
Iter 2: *(NumConst=2, SV=2, CEps=54.6438, QPEps=0.0000)
Iter 3: *(NumConst=3, SV=2, CEps=42.2131, QPEps=0.0000)
Iter 4: .........*(NumConst=4, SV=3, CEps=56.6205, QPEps=0.0018)
Iter 5: *(NumConst=5, SV=3, CEps=17.6931, QPEps=0.0002)
Iter 6: *(NumConst=6, SV=3, CEps=14.7038, QPEps=0.0016)
Iter 7: *(NumConst=7, SV=3, CEps=6.4094, QPEps=0.0001)
Iter 8: .........*(NumConst=8, SV=4, CEps=11.4070, QPEps=5.5969)
Iter 9: *(NumConst=9, SV=4, CEps=8.2430, QPEps=1.5188)
Iter 10: *(NumConst=10, SV=3, CEps=4.5883, QPEps=0.0000)
Iter 11: *(NumConst=11, SV=3, CEps=1.7967, QPEps=0.5227)
Iter 12: *(NumConst=12, SV=3, CEps=1.1917, QPEps=0.0003)
Iter 13: .........*(NumConst=13, SV=3, CEps=0.5656, QPEps=0.2423)
Iter 14: *(NumConst=14, SV=3, CEps=0.9272, QPEps=0.0001)
Iter 15: *(NumConst=15, SV=3, CEps=0.2364, QPEps=0.0029)
Iter 16: *(NumConst=16, SV=3, CEps=0.2960, QPEps=0.0019)
Iter 17: *(NumConst=17, SV=3, CEps=0.1149, QPEps=0.0002)
Iter 18: .........(NumConst=17, SV=3, CEps=0.0591, QPEps=0.0002)
Final epsilon on KKT-Conditions: 0.05912
Upper bound on duality gap: 0.00590
Dual objective value: dval=7.22095
Primal objective value: pval=7.22686
Total number of constraints in final working set: 17 (of 17)
Number of iterations: 18
Number of calls to 'find_most_violated_constraint': 26250
Number of SV: 3 
Norm of weight vector: |w|=0.91166
Value of slack variable (on working set): xi=68.05398
Value of slack variable (global): xi=68.11290
Norm of longest difference vector: ||Psi(x,y)-Psi(x,ybar)||=266.34309
Runtime in cpu-seconds: 1.33
Final number of constraints in cache: 14145
Compacting linear model...done
Writing learned model...done
=== END program1: ./run learn ../dataset2/train --- OK [16s]

===== MAIN: predict/evaluate on train data =====
=== START program3: ./run stripLabels ../dataset2/train ../program0/evalTrain.in
=== END program3: ./run stripLabels ../dataset2/train ../program0/evalTrain.in --- OK [6s]
=== START program1: ./run predict ../program0/evalTrain.in ../program0/evalTrain.out
Reading model...done.
Reading test examples... (5250 examples) done.
Classifying test examples...done
Runtime (without IO) in cpu-seconds: 0.05
Average loss on test set: 56.4571
Zero/one-error on test set: 56.46% (2286 correct, 2964 incorrect, 5250 total)
=== END program1: ./run predict ../program0/evalTrain.in ../program0/evalTrain.out --- OK [13s]
=== START program4: ./run evaluate ../dataset2/train ../program0/evalTrain.out
=== END program4: ./run evaluate ../dataset2/train ../program0/evalTrain.out --- OK [5s]

===== MAIN: predict/evaluate on test data =====
=== START program3: ./run stripLabels ../dataset2/test ../program0/evalTest.in
=== END program3: ./run stripLabels ../dataset2/test ../program0/evalTest.in --- OK [3s]
=== START program1: ./run predict ../program0/evalTest.in ../program0/evalTest.out
Reading model...done.
Reading test examples... (2250 examples) done.
Classifying test examples...done
Runtime (without IO) in cpu-seconds: 0.03
Average loss on test set: 52.8444
Zero/one-error on test set: 52.84% (1061 correct, 1189 incorrect, 2250 total)
=== END program1: ./run predict ../program0/evalTest.in ../program0/evalTest.out --- OK [5s]
=== START program4: ./run evaluate ../dataset2/test ../program0/evalTest.out
=== END program4: ./run evaluate ../dataset2/test ../program0/evalTest.out --- OK [3s]


real	0m51.337s
user	0m20.161s
sys	0m1.144s

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