Status: Done!
Total Time
1h10m
Max Memory Usage
60M
Domain
CollaborativeFiltering
Learn time
Train RMSE
0.848
Train MAE
0.668
Predict train time
Test RMSE
0.959
Test MAE
0.759
Predict test time
Log file
Usage: "run learn trainingFileName" OR "run predict testFileName predictionFileName"
=== Starting: cd /home/mlcomp/worker1/scratch/program0/../program1 && ./run learn '/home/mlcomp/worker1/scratch/program0/../dataset2/train'
[1] 1
[1] Inf
[1] 0.179134
[1] 2
[1] 3.147836
[1] 0.5611406
[1] 3
[1] 2.178332
[1] 0.3924372
[1] 4
[1] 2.512962
[1] 0.7133207
[1] 5
[1] 1.849465
[1] 0.2497779
[1] 6
[1] 0.7531799
[1] 0.2829158
[1] 7
[1] 1.172898
[1] 0.5311286
[1] 8
[1] 1.6693
[1] 0.6859622
[1] 9
[1] 1.845672
[1] 0.6305316
[1] 10
[1] 1.504941
[1] 0.4044941
[1] 11
[1] 0.9257477
[1] 0.2962747
[1] 12
[1] 0.6463997
[1] 0.2394382
[1] 13
[1] 0.5799967
[1] 0.1902721
[1] 14
[1] 0.5068772
[1] 0.1978806
[1] 15
[1] 0.5139193
[1] 0.2176863
[1] 16
[1] 0.5488014
[1] 0.2412003
[1] 17
[1] 0.6745013
[1] 0.2680497
[1] 18
[1] 0.8212985
[1] 0.3042654
[1] 19
[1] 0.9955712
[1] 0.36323
[1] 20
[1] 1.207380
[1] 0.4298907
[1] 21
[1] 1.474127
[1] 0.5059119
[1] 22
[1] 1.828586
[1] 0.6224601
[1] 23
[1] 2.374168
[1] 0.7901548
[1] 24
[1] 3.669013
[1] 1.01532
[1] 25
[1] 6.418094
[1] 1.331216
[1] 26
[1] 15.65172
[1] 1.834638
[1] 27
[1] 49.83044
[1] 2.865373
[1] 28
[1] 5.449163
[1] 4.711174
[1] 29
[1] 2.884071
[1] 8.471436
[1] 30
[1] 2.045669
[1] 18.46501
[1] 31
[1] 1.626003
[1] 86.70348
[1] 32
[1] 1.456909
[1] 26.16588
[1] 33
[1] 1.384605
[1] 11.71241
[1] 34
[1] 1.361430
[1] 8.05216
[1] 35
[1] 1.368823
[1] 6.266932
[1] 36
[1] 1.390814
[1] 5.218218
[1] 37
[1] 1.412377
[1] 4.353187
[1] 38
[1] 1.421659
[1] 4.138951
[1] 39
[1] 1.412798
[1] 3.889095
[1] 40
[1] 1.386166
[1] 3.559300
[1] 41
[1] 1.345983
[1] 3.163255
[1] 42
[1] 1.297506
[1] 2.764241
[1] 43
[1] 1.245303
[1] 2.398444
[1] 44
[1] 1.192689
[1] 2.080818
[1] 45
[1] 1.141787
[1] 1.813545
[1] 46
[1] 1.093792
[1] 1.751347
[1] 47
[1] 1.049250
[1] 1.693465
[1] 48
[1] 1.008284
[1] 1.637778
[1] 49
[1] 0.9707573
[1] 1.58466
[1] 50
[1] 0.9363868
[1] 1.534126
[1] 51
[1] 0.9048206
[1] 1.485979
[1] 52
[1] 0.8756841
[1] 1.439914
[1] 53
[1] 0.84861
[1] 1.395586
[1] 54
[1] 0.8232544
[1] 1.352652
[1] 55
[1] 0.7993062
[1] 1.3108
[1] 56
[1] 0.7764909
[1] 1.269761
[1] 57
[1] 0.7545708
[1] 1.229316
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[1] 0.7333444
[1] 1.189299
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[1] 0.7126444
[1] 1.149593
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[1] 0.6923349
[1] 1.110126
[1] 61
[1] 0.6723087
[1] 1.070866
[1] 62
[1] 0.6524847
[1] 1.031816
[1] 63
[1] 0.6328044
[1] 0.9930088
[1] 64
[1] 0.61323
[1] 0.954496
[1] 65
[1] 0.5937406
[1] 0.9163475
[1] 66
[1] 0.5743304
[1] 0.8786435
[1] 67
[1] 0.555006
[1] 0.8414705
[1] 68
[1] 0.5357835
[1] 0.8049166
[1] 69
[1] 0.516687
[1] 0.7690686
[1] 70
[1] 0.4977463
[1] 0.7340083
[1] 71
[1] 0.4789949
[1] 0.7008858
[1] 72
[1] 0.4604685
[1] 0.6762053
[1] 73
[1] 0.4422036
[1] 0.6514691
[1] 74
[1] 0.4242363
[1] 0.6267874
[1] 75
[1] 0.4066013
[1] 0.6022634
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[1] 0.3893312
[1] 0.5779917
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[1] 0.3724556
[1] 0.554058
[1] 78
[1] 0.3560012
[1] 0.5305382
[1] 79
[1] 0.339991
[1] 0.5074988
[1] 80
[1] 0.3244443
[1] 0.4849966
[1] 81
[1] 0.3093769
[1] 0.4630792
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[1] 0.294801
[1] 0.4417854
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[1] 0.2807251
[1] 0.4211457
[1] 84
[1] 0.2671546
[1] 0.4011832
[1] 85
[1] 0.2540919
[1] 0.3819139
[1] 86
[1] 0.2415363
[1] 0.3633478
[1] 87
[1] 0.2294848
[1] 0.3454894
[1] 88
[1] 0.2179320
[1] 0.328338
[1] 89
[1] 0.2068708
[1] 0.3119044
[1] 90
[1] 0.1962919
[1] 0.2962243
[1] 91
[1] 0.1861849
[1] 0.2812025
[1] 92
[1] 0.1765381
[1] 0.2668294
[1] 93
[1] 0.1673388
[1] 0.2530925
[1] 94
[1] 0.1585735
[1] 0.2399772
[1] 95
[1] 0.1502280
[1] 0.2274676
[1] 96
[1] 0.1422879
[1] 0.2155458
[1] 97
[1] 0.1347384
[1] 0.2041935
[1] 98
[1] 0.1275645
[1] 0.1933912
[1] 99
[1] 0.1207512
[1] 0.1831191
[1] 100
[1] 0.1142837
[1] 0.1733572
=== Finished: cd /home/mlcomp/worker1/scratch/program0/../program1 && ./run learn '/home/mlcomp/worker1/scratch/program0/../dataset2/train' --- OK [4212s]
=== Starting: cd /home/mlcomp/worker1/scratch/program0/../program3 && ./run stripLabels '/home/mlcomp/worker1/scratch/program0/../dataset2/train' '/home/mlcomp/worker1/scratch/program0/evalTrain.in'
=== Finished: cd /home/mlcomp/worker1/scratch/program0/../program3 && ./run stripLabels '/home/mlcomp/worker1/scratch/program0/../dataset2/train' '/home/mlcomp/worker1/scratch/program0/evalTrain.in' --- OK [0s]
=== Starting: cd /home/mlcomp/worker1/scratch/program0/../program1 && ./run predict '/home/mlcomp/worker1/scratch/program0/evalTrain.in' '/home/mlcomp/worker1/scratch/program0/evalTrain.out'
[1] "/home/mlcomp/worker1/scratch/program0/evalTrain.in"
[1] "/home/mlcomp/worker1/scratch/program0/evalTrain.out"
=== Finished: cd /home/mlcomp/worker1/scratch/program0/../program1 && ./run predict '/home/mlcomp/worker1/scratch/program0/evalTrain.in' '/home/mlcomp/worker1/scratch/program0/evalTrain.out' --- OK [15s]
=== Starting: cd /home/mlcomp/worker1/scratch/program0/../program4 && ./run evaluate '/home/mlcomp/worker1/scratch/program0/../dataset2/train' '/home/mlcomp/worker1/scratch/program0/evalTrain.out'
=== Finished: cd /home/mlcomp/worker1/scratch/program0/../program4 && ./run evaluate '/home/mlcomp/worker1/scratch/program0/../dataset2/train' '/home/mlcomp/worker1/scratch/program0/evalTrain.out' --- OK [1s]
=== Starting: cd /home/mlcomp/worker1/scratch/program0/../program3 && ./run stripLabels '/home/mlcomp/worker1/scratch/program0/../dataset2/test' '/home/mlcomp/worker1/scratch/program0/evalTest.in'
=== Finished: cd /home/mlcomp/worker1/scratch/program0/../program3 && ./run stripLabels '/home/mlcomp/worker1/scratch/program0/../dataset2/test' '/home/mlcomp/worker1/scratch/program0/evalTest.in' --- OK [0s]
=== Starting: cd /home/mlcomp/worker1/scratch/program0/../program1 && ./run predict '/home/mlcomp/worker1/scratch/program0/evalTest.in' '/home/mlcomp/worker1/scratch/program0/evalTest.out'
[1] "/home/mlcomp/worker1/scratch/program0/evalTest.in"
[1] "/home/mlcomp/worker1/scratch/program0/evalTest.out"
=== Finished: cd /home/mlcomp/worker1/scratch/program0/../program1 && ./run predict '/home/mlcomp/worker1/scratch/program0/evalTest.in' '/home/mlcomp/worker1/scratch/program0/evalTest.out' --- OK [2s]
=== Starting: cd /home/mlcomp/worker1/scratch/program0/../program4 && ./run evaluate '/home/mlcomp/worker1/scratch/program0/../dataset2/test' '/home/mlcomp/worker1/scratch/program0/evalTest.out'
=== Finished: cd /home/mlcomp/worker1/scratch/program0/../program4 && ./run evaluate '/home/mlcomp/worker1/scratch/program0/../dataset2/test' '/home/mlcomp/worker1/scratch/program0/evalTest.out' --- OK [1s]
real 70m31.120s
user 70m19.608s
sys 0m1.416s
supervised-learning : Main entry for supervised learning for training and testing a program on a dataset.
(learner:Program) whoburg-ALS_K3-r : Low dimensional matrix factorization using alternating least squares.
(dataset:Dataset) movielens100k : 100K MovieLens movie ratings dataset from http://www.grouplens.org/. 100,000 ratings (1-5) from 943 users on 1682 movies. Test set contains exactly 10 ratings per user.
See included README.txt for more information.
(stripper:Program[Strip]) collaborativefiltering-utils : Validates, inspects, and evaluates a dataset in CollaborativeFiltering format.
(evaluator:Program[Evaluate]) collaborativefiltering-utils : Validates, inspects, and evaluates a dataset in CollaborativeFiltering format.
doTest:
evaluate:
meanAbsoluteError: 0.759093642948041
meanSquaredError: 0.919894725926415
numExamples: 9430
rootMeanSquaredError: 0.959111425188135
success: true
time: 1
predict:
strip:
doTrain:
evaluate:
meanAbsoluteError: 0.667519318173792
meanSquaredError: 0.718798285681046
numExamples: 90570
rootMeanSquaredError: 0.847819724753468
success: true
time: 1
predict:
strip:
exitCode: 0
learn:
success: true
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