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| 1 | +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{mil=10000 iter=5} cache=- dout=%Output% loader=Text{sparse- col=Attr:TX:6 col=Label:0 col=Features:1-5,6,7-9} data=%Data% out=%Output% seed=1 |
| 2 | +Not adding a normalizer. |
| 3 | +Making per-feature arrays |
| 4 | +Changing data from row-wise to column-wise |
| 5 | +Warning: Skipped 16 instances with missing features during training |
| 6 | +Processed 683 instances |
| 7 | +Binning and forming Feature objects |
| 8 | +Reserved memory for tree learner: 468 bytes |
| 9 | +Starting to train ... |
| 10 | +Warning: 5 of the boosting iterations failed to grow a tree. This is commonly because the minimum documents in leaf hyperparameter was set too high for this dataset. |
| 11 | +Not training a calibrator because it is not needed. |
| 12 | +TEST POSITIVE RATIO: 0.3448 (241.0/(241.0+458.0)) |
| 13 | +Confusion table |
| 14 | + ||====================== |
| 15 | +PREDICTED || positive | negative | Recall |
| 16 | +TRUTH ||====================== |
| 17 | + positive || 0 | 241 | 0.0000 |
| 18 | + negative || 0 | 458 | 1.0000 |
| 19 | + ||====================== |
| 20 | +Precision || 0.0000 | 0.6552 | |
| 21 | +OVERALL 0/1 ACCURACY: 0.655222 |
| 22 | +LOG LOSS/instance: 1.000000 |
| 23 | +Test-set entropy (prior Log-Loss/instance): 0.929318 |
| 24 | +LOG-LOSS REDUCTION (RIG): -7.605800 |
| 25 | +AUC: 0.500000 |
| 26 | + |
| 27 | +OVERALL RESULTS |
| 28 | +--------------------------------------- |
| 29 | +AUC: 0.500000 (0.0000) |
| 30 | +Accuracy: 0.655222 (0.0000) |
| 31 | +Positive precision: 0.000000 (0.0000) |
| 32 | +Positive recall: 0.000000 (0.0000) |
| 33 | +Negative precision: 0.655222 (0.0000) |
| 34 | +Negative recall: 1.000000 (0.0000) |
| 35 | +Log-loss: 1.000000 (0.0000) |
| 36 | +Log-loss reduction: -7.605800 (0.0000) |
| 37 | +F1 Score: NaN (0.0000) |
| 38 | +AUPRC: 0.415719 (0.0000) |
| 39 | + |
| 40 | +--------------------------------------- |
| 41 | +Physical memory usage(MB): %Number% |
| 42 | +Virtual memory usage(MB): %Number% |
| 43 | +%DateTime% Time elapsed(s): %Number% |
| 44 | + |
| 45 | +--- Progress log --- |
| 46 | +[1] 'FastTree data preparation' started. |
| 47 | +[1] 'FastTree data preparation' finished in %Time%. |
| 48 | +[2] 'FastTree in-memory bins initialization' started. |
| 49 | +[2] 'FastTree in-memory bins initialization' finished in %Time%. |
| 50 | +[3] 'FastTree feature conversion' started. |
| 51 | +[3] 'FastTree feature conversion' finished in %Time%. |
| 52 | +[4] 'FastTree training' started. |
| 53 | +[4] 'FastTree training' finished in %Time%. |
| 54 | +[5] 'Saving model' started. |
| 55 | +[5] 'Saving model' finished in %Time%. |
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