diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-out.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-out.txt new file mode 100644 index 0000000000..a86a1611ec --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali=PAV dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 6 components. +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 6 components. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 128 | 6 | 0.9552 + negative || 7 | 213 | 0.9682 + ||====================== +Precision || 0.9481 | 0.9726 | +OVERALL 0/1 ACCURACY: 0.963277 +LOG LOSS/instance: Infinity +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): -Infinity +AUC: 0.994233 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 97 | 8 | 0.9238 + negative || 2 | 222 | 0.9911 + ||====================== +Precision || 0.9798 | 0.9652 | +OVERALL 0/1 ACCURACY: 0.969605 +LOG LOSS/instance: 0.220291 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 75.616820 +AUC: 0.997491 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995862 (0.0016) +Accuracy: 0.966441 (0.0032) +Positive precision: 0.963973 (0.0158) +Positive recall: 0.939517 (0.0157) +Negative precision: 0.968910 (0.0037) +Negative recall: 0.979627 (0.0114) +Log-loss: Infinity (NaN) +Log-loss reduction: -Infinity (NaN) +F1 Score: 0.951327 (0.0003) +AUPRC: 0.991949 (0.0025) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-rp.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-rp.txt new file mode 100644 index 0000000000..45154c87f5 --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995862 0.966441 0.963973 0.939517 0.96891 0.979627 Infinity -Infinity 0.951327 0.991949 0.03 100 LinearSVM %Data% %Output% 99 0 0 maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali=PAV dout=%Output% data=%Data% seed=1 /lambda:0.03;/iter:100 + diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration.txt new file mode 100644 index 0000000000..b337fd78da --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 2.5100162 1 0 1 +6 0 -0.42988503 0.5 1 0 +8 0 -1.39884758 1E-15 1.4415419267167138E-15 0 +9 0 -1.20900154 1E-15 1.4415419267167138E-15 0 +10 0 -1.48176765 1E-15 1.4415419267167138E-15 0 +11 0 -1.41764426 1E-15 1.4415419267167138E-15 0 +18 1 1.4347012 1 0 1 +20 1 1.1132617 1 0 1 +21 1 1.42924047 1 0 1 +25 1 0.161359549 0.8666667 0.20645086423799175 1 +28 0 -1.41764426 1E-15 1.4415419267167138E-15 0 +31 0 -1.36339951 1E-15 1.4415419267167138E-15 0 +32 1 1.25826859 1 0 1 +35 0 -1.41764426 1E-15 1.4415419267167138E-15 0 +37 0 -0.835641861 1E-15 1.4415419267167138E-15 0 +40 0 +41 1 0.227130175 0.8666667 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b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali={} dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: Data does not contain a probability column. Will not output the Log-loss column +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: Data does not contain a probability column. Will not output the Log-loss column +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 128 | 6 | 0.9552 + negative || 7 | 213 | 0.9682 + ||====================== +Precision || 0.9481 | 0.9726 | +OVERALL 0/1 ACCURACY: 0.963277 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.994233 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 97 | 8 | 0.9238 + negative || 2 | 222 | 0.9911 + ||====================== +Precision || 0.9798 | 0.9652 | +OVERALL 0/1 ACCURACY: 0.969605 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.997491 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995862 (0.0016) +Accuracy: 0.966441 (0.0032) +Positive precision: 0.963973 (0.0158) +Positive recall: 0.939517 (0.0157) +Negative precision: 0.968910 (0.0037) +Negative recall: 0.979627 (0.0114) +Log-loss: NaN (NaN) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.951327 (0.0003) +AUPRC: 0.991949 (0.0025) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..b12b8ce3c0 --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995862 0.966441 0.963973 0.939517 0.96891 0.979627 NaN 0 0.951327 0.991949 0.03 100 LinearSVM %Data% %Output% 99 0 0 maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali={} dout=%Output% data=%Data% seed=1 /lambda:0.03;/iter:100 + diff --git 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-0.97553575 0 +667 0 -1.20896339 0 +669 1 1.73416781 1 +671 0 -1.09872723 0 +672 0 -1.27964163 0 +673 0 -0.93672 0 +674 0 -1.40096045 0 +675 0 -1.04942918 0 +676 0 -1.3375814 0 +677 0 -1.16888833 0 +684 0 -1.45160127 0 +686 0 -1.45160127 0 +687 0 -1.13330317 0 +690 0 -1.36349094 0 +695 0 -1.380923 0 diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-out.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-out.txt new file mode 100644 index 0000000000..8648210735 --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali=PAV dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 1600 instances with missing features during training (over 100 iterations; 16 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 8 components. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 226 | 13 | 0.9456 + negative || 9 | 435 | 0.9797 + ||====================== +Precision || 0.9617 | 0.9710 | +OVERALL 0/1 ACCURACY: 0.967789 +LOG LOSS/instance: 0.084588 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 90.943543 +AUC: 0.995797 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995797 (0.0000) +Accuracy: 0.967789 (0.0000) +Positive precision: 0.961702 (0.0000) +Positive recall: 0.945607 (0.0000) +Negative precision: 0.970982 (0.0000) +Negative recall: 0.979730 (0.0000) +Log-loss: 0.084588 (0.0000) +Log-loss reduction: 90.943543 (0.0000) +F1 Score: 0.953586 (0.0000) +AUPRC: 0.991453 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-rp.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-rp.txt new file mode 100644 index 0000000000..2f6bd4df6f --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995797 0.967789 0.961702 0.945607 0.970982 0.97973 0.084588 90.94354 0.953586 0.991453 0.03 100 LinearSVM %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali=PAV dout=%Output% data=%Data% out=%Output% seed=1 /lambda:0.03;/iter:100 + diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration.txt new file mode 100644 index 0000000000..9c673bc10a --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -1.092935 1E-15 1.4415419267167138E-15 0 +1 0 0.7545147 0.826086938 2.5235618055722013 1 +2 0 -1.13008308 1E-15 1.4415419267167138E-15 0 +3 0 0.631343842 0.826086938 2.5235618055722013 1 +4 0 -1.07333851 1E-15 1.4415419267167138E-15 0 +5 1 2.51247835 1 0 1 +6 0 -0.391096115 0.333333343 0.5849625222189877 0 +7 0 -1.24698257 1E-15 1.4415419267167138E-15 0 +8 0 -1.34032881 1E-15 1.4415419267167138E-15 0 +9 0 -1.15489388 1E-15 1.4415419267167138E-15 0 +10 0 -1.43061268 1E-15 1.4415419267167138E-15 0 +11 0 -1.36667442 1E-15 1.4415419267167138E-15 0 +12 1 -0.2854843 0.727272749 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1E-15 1.4415419267167138E-15 0 +686 0 -1.49238932 1E-15 1.4415419267167138E-15 0 +687 0 -1.17473149 1E-15 1.4415419267167138E-15 0 +688 0 -1.27035248 1E-15 1.4415419267167138E-15 0 +689 0 -1.35580492 1E-15 1.4415419267167138E-15 0 +690 0 -1.39878058 1E-15 1.4415419267167138E-15 0 +691 1 1.03535128 0.955555558 0.065588337627980248 1 +692 0 -1.34436476 1E-15 1.4415419267167138E-15 0 +693 0 -1.27315009 1E-15 1.4415419267167138E-15 0 +694 0 -1.1918596 1E-15 1.4415419267167138E-15 0 +695 0 -1.418377 1E-15 1.4415419267167138E-15 0 +696 1 1.42499018 1 0 1 +697 1 0.7907071 0.955555558 0.065588337627980248 1 +698 1 1.00806427 0.955555558 0.065588337627980248 1 diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-out.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..20ae32f902 --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali={} dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 1600 instances with missing features during training (over 100 iterations; 16 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 226 | 13 | 0.9456 + negative || 9 | 435 | 0.9797 + ||====================== +Precision || 0.9617 | 0.9710 | +OVERALL 0/1 ACCURACY: 0.967789 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.995797 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995797 (0.0000) +Accuracy: 0.967789 (0.0000) +Positive precision: 0.961702 (0.0000) +Positive recall: 0.945607 (0.0000) +Negative precision: 0.970982 (0.0000) +Negative recall: 0.979730 (0.0000) +Log-loss: NaN (0.0000) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.953586 (0.0000) +AUPRC: 0.991453 (0.0000) + +--------------------------------------- +Warning: Data does not contain a probability column. Will not output the Log-loss column +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..4395e7b3b5 --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995797 0.967789 0.961702 0.945607 0.970982 0.97973 NaN 0 0.953586 0.991453 0.03 100 LinearSVM %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali={} dout=%Output% data=%Data% out=%Output% seed=1 /lambda:0.03;/iter:100 + diff --git a/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration.txt b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..c5e41e5240 --- /dev/null +++ b/ZBaselines/SingleDebug/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +0 0 -1.092935 0 +1 0 0.7545147 1 +2 0 -1.13008308 0 +3 0 0.631343842 1 +4 0 -1.07333851 0 +5 1 2.51247835 1 +6 0 -0.391096115 0 +7 0 -1.24698257 0 +8 0 -1.34032881 0 +9 0 -1.15489388 0 +10 0 -1.43061268 0 +11 0 -1.36667442 0 +12 1 -0.2854843 0 +13 0 -1.1672312 0 +14 1 1.69779134 1 +15 1 0.06286478 1 +16 0 -1.21864986 0 +17 0 -1.16694725 0 +18 1 1.45397949 1 +19 0 -1.01892269 0 +20 1 1.133441 1 +21 1 1.46698761 1 +22 0 -1.29266214 0 +23 1 +24 0 -1.38898408 0 +25 1 0.2072978 1 +26 0 -1.27053475 0 +27 0 -1.14463758 0 +28 0 -1.36667442 0 +29 0 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0 -1.03396964 0 +683 0 -1.49238932 0 +684 0 -1.49238932 0 +685 0 -1.49238932 0 +686 0 -1.49238932 0 +687 0 -1.17473149 0 +688 0 -1.27035248 0 +689 0 -1.35580492 0 +690 0 -1.39878058 0 +691 1 1.03535128 1 +692 0 -1.34436476 0 +693 0 -1.27315009 0 +694 0 -1.1918596 0 +695 0 -1.418377 0 +696 1 1.42499018 1 +697 1 0.7907071 1 +698 1 1.00806427 1 diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-out.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-out.txt new file mode 100644 index 0000000000..a86a1611ec --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali=PAV dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 6 components. +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 6 components. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 128 | 6 | 0.9552 + negative || 7 | 213 | 0.9682 + ||====================== +Precision || 0.9481 | 0.9726 | +OVERALL 0/1 ACCURACY: 0.963277 +LOG LOSS/instance: Infinity +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): -Infinity +AUC: 0.994233 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 97 | 8 | 0.9238 + negative || 2 | 222 | 0.9911 + ||====================== +Precision || 0.9798 | 0.9652 | +OVERALL 0/1 ACCURACY: 0.969605 +LOG LOSS/instance: 0.220291 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 75.616820 +AUC: 0.997491 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995862 (0.0016) +Accuracy: 0.966441 (0.0032) +Positive precision: 0.963973 (0.0158) +Positive recall: 0.939517 (0.0157) +Negative precision: 0.968910 (0.0037) +Negative recall: 0.979627 (0.0114) +Log-loss: Infinity (NaN) +Log-loss reduction: -Infinity (NaN) +F1 Score: 0.951327 (0.0003) +AUPRC: 0.991949 (0.0025) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-rp.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-rp.txt new file mode 100644 index 0000000000..45154c87f5 --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995862 0.966441 0.963973 0.939517 0.96891 0.979627 Infinity -Infinity 0.951327 0.991949 0.03 100 LinearSVM %Data% %Output% 99 0 0 maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali=PAV dout=%Output% data=%Data% seed=1 /lambda:0.03;/iter:100 + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration.txt new file mode 100644 index 0000000000..b337fd78da --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.PAVcalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 2.5100162 1 0 1 +6 0 -0.42988503 0.5 1 0 +8 0 -1.39884758 1E-15 1.4415419267167138E-15 0 +9 0 -1.20900154 1E-15 1.4415419267167138E-15 0 +10 0 -1.48176765 1E-15 1.4415419267167138E-15 0 +11 0 -1.41764426 1E-15 1.4415419267167138E-15 0 +18 1 1.4347012 1 0 1 +20 1 1.1132617 1 0 1 +21 1 1.42924047 1 0 1 +25 1 0.161359549 0.8666667 0.20645086423799175 1 +28 0 -1.41764426 1E-15 1.4415419267167138E-15 0 +31 0 -1.36339951 1E-15 1.4415419267167138E-15 0 +32 1 1.25826859 1 0 1 +35 0 -1.41764426 1E-15 1.4415419267167138E-15 0 +37 0 -0.835641861 1E-15 1.4415419267167138E-15 0 +40 0 +41 1 0.227130175 0.8666667 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b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali={} dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: Data does not contain a probability column. Will not output the Log-loss column +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 800 instances with missing features during training (over 100 iterations; 8 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: Data does not contain a probability column. Will not output the Log-loss column +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 128 | 6 | 0.9552 + negative || 7 | 213 | 0.9682 + ||====================== +Precision || 0.9481 | 0.9726 | +OVERALL 0/1 ACCURACY: 0.963277 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.994233 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 97 | 8 | 0.9238 + negative || 2 | 222 | 0.9911 + ||====================== +Precision || 0.9798 | 0.9652 | +OVERALL 0/1 ACCURACY: 0.969605 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.997491 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995862 (0.0016) +Accuracy: 0.966441 (0.0032) +Positive precision: 0.963973 (0.0158) +Positive recall: 0.939517 (0.0157) +Negative precision: 0.968910 (0.0037) +Negative recall: 0.979627 (0.0114) +Log-loss: NaN (NaN) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.951327 (0.0003) +AUPRC: 0.991949 (0.0025) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..b12b8ce3c0 --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995862 0.966441 0.963973 0.939517 0.96891 0.979627 NaN 0 0.951327 0.991949 0.03 100 LinearSVM %Data% %Output% 99 0 0 maml.exe CV tr=LinearSVM{iter=100 lambda=0.03} threads=- cali={} dout=%Output% data=%Data% seed=1 /lambda:0.03;/iter:100 + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..fed143de3d --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-CV-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +5 1 2.5100162 1 +6 0 -0.42988503 0 +8 0 -1.39884758 0 +9 0 -1.20900154 0 +10 0 -1.48176765 0 +11 0 -1.41764426 0 +18 1 1.4347012 1 +20 1 1.1132617 1 +21 1 1.42924047 1 +25 1 0.161359549 1 +28 0 -1.41764426 0 +31 0 -1.36339951 0 +32 1 1.25826859 1 +35 0 -1.41764426 0 +37 0 -0.835641861 0 +40 0 +41 1 0.227130175 1 +44 1 1.61423349 1 +45 0 -1.47288513 0 +46 1 1.08742118 1 +48 0 -1.118499 0 +50 1 0.137539148 1 +51 1 -0.2256087 0 +52 1 0.825196 1 +54 1 1.26949811 1 +56 1 1.32781029 1 +60 1 0.291453838 1 +63 1 -0.03475213 0 +64 0 -1.49114561 0 +66 0 -1.216397 0 +68 1 1.63172913 1 +69 0 -1.38043249 0 +70 0 -1.05505753 0 +71 1 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-0.97553575 0 +667 0 -1.20896339 0 +669 1 1.73416781 1 +671 0 -1.09872723 0 +672 0 -1.27964163 0 +673 0 -0.93672 0 +674 0 -1.40096045 0 +675 0 -1.04942918 0 +676 0 -1.3375814 0 +677 0 -1.16888833 0 +684 0 -1.45160127 0 +686 0 -1.45160127 0 +687 0 -1.13330317 0 +690 0 -1.36349094 0 +695 0 -1.380923 0 diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-out.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-out.txt new file mode 100644 index 0000000000..8648210735 --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali=PAV dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 1600 instances with missing features during training (over 100 iterations; 16 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 8 components. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 226 | 13 | 0.9456 + negative || 9 | 435 | 0.9797 + ||====================== +Precision || 0.9617 | 0.9710 | +OVERALL 0/1 ACCURACY: 0.967789 +LOG LOSS/instance: 0.084588 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 90.943543 +AUC: 0.995797 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995797 (0.0000) +Accuracy: 0.967789 (0.0000) +Positive precision: 0.961702 (0.0000) +Positive recall: 0.945607 (0.0000) +Negative precision: 0.970982 (0.0000) +Negative recall: 0.979730 (0.0000) +Log-loss: 0.084588 (0.0000) +Log-loss reduction: 90.943543 (0.0000) +F1 Score: 0.953586 (0.0000) +AUPRC: 0.991453 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-rp.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-rp.txt new file mode 100644 index 0000000000..2f6bd4df6f --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995797 0.967789 0.961702 0.945607 0.970982 0.97973 0.084588 90.94354 0.953586 0.991453 0.03 100 LinearSVM %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali=PAV dout=%Output% data=%Data% out=%Output% seed=1 /lambda:0.03;/iter:100 + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration.txt new file mode 100644 index 0000000000..9c673bc10a --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.PAVcalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -1.092935 1E-15 1.4415419267167138E-15 0 +1 0 0.7545147 0.826086938 2.5235618055722013 1 +2 0 -1.13008308 1E-15 1.4415419267167138E-15 0 +3 0 0.631343842 0.826086938 2.5235618055722013 1 +4 0 -1.07333851 1E-15 1.4415419267167138E-15 0 +5 1 2.51247835 1 0 1 +6 0 -0.391096115 0.333333343 0.5849625222189877 0 +7 0 -1.24698257 1E-15 1.4415419267167138E-15 0 +8 0 -1.34032881 1E-15 1.4415419267167138E-15 0 +9 0 -1.15489388 1E-15 1.4415419267167138E-15 0 +10 0 -1.43061268 1E-15 1.4415419267167138E-15 0 +11 0 -1.36667442 1E-15 1.4415419267167138E-15 0 +12 1 -0.2854843 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1E-15 1.4415419267167138E-15 0 +686 0 -1.49238932 1E-15 1.4415419267167138E-15 0 +687 0 -1.17473149 1E-15 1.4415419267167138E-15 0 +688 0 -1.27035248 1E-15 1.4415419267167138E-15 0 +689 0 -1.35580492 1E-15 1.4415419267167138E-15 0 +690 0 -1.39878058 1E-15 1.4415419267167138E-15 0 +691 1 1.03535128 0.955555558 0.065588337627980248 1 +692 0 -1.34436476 1E-15 1.4415419267167138E-15 0 +693 0 -1.27315009 1E-15 1.4415419267167138E-15 0 +694 0 -1.1918596 1E-15 1.4415419267167138E-15 0 +695 0 -1.418377 1E-15 1.4415419267167138E-15 0 +696 1 1.42499018 1 0 1 +697 1 0.7907071 0.955555558 0.065588337627980248 1 +698 1 1.00806427 0.955555558 0.065588337627980248 1 diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-out.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..20ae32f902 --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali={} dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 1600 instances with missing features during training (over 100 iterations; 16 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 226 | 13 | 0.9456 + negative || 9 | 435 | 0.9797 + ||====================== +Precision || 0.9617 | 0.9710 | +OVERALL 0/1 ACCURACY: 0.967789 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.995797 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995797 (0.0000) +Accuracy: 0.967789 (0.0000) +Positive precision: 0.961702 (0.0000) +Positive recall: 0.945607 (0.0000) +Negative precision: 0.970982 (0.0000) +Negative recall: 0.979730 (0.0000) +Log-loss: NaN (0.0000) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.953586 (0.0000) +AUPRC: 0.991453 (0.0000) + +--------------------------------------- +Warning: Data does not contain a probability column. Will not output the Log-loss column +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..4395e7b3b5 --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +LinearSVM +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lambda /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995797 0.967789 0.961702 0.945607 0.970982 0.97973 NaN 0 0.953586 0.991453 0.03 100 LinearSVM %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=LinearSVM{iter=100 lambda=0.03} cali={} dout=%Output% data=%Data% out=%Output% seed=1 /lambda:0.03;/iter:100 + diff --git a/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration.txt b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..c5e41e5240 --- /dev/null +++ b/ZBaselines/SingleRelease/LinearSVM/LinearSVM-TrainTest-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +0 0 -1.092935 0 +1 0 0.7545147 1 +2 0 -1.13008308 0 +3 0 0.631343842 1 +4 0 -1.07333851 0 +5 1 2.51247835 1 +6 0 -0.391096115 0 +7 0 -1.24698257 0 +8 0 -1.34032881 0 +9 0 -1.15489388 0 +10 0 -1.43061268 0 +11 0 -1.36667442 0 +12 1 -0.2854843 0 +13 0 -1.1672312 0 +14 1 1.69779134 1 +15 1 0.06286478 1 +16 0 -1.21864986 0 +17 0 -1.16694725 0 +18 1 1.45397949 1 +19 0 -1.01892269 0 +20 1 1.133441 1 +21 1 1.46698761 1 +22 0 -1.29266214 0 +23 1 +24 0 -1.38898408 0 +25 1 0.2072978 1 +26 0 -1.27053475 0 +27 0 -1.14463758 0 +28 0 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1 3.01652479 1 +681 1 2.03241253 1 +682 0 -1.03396964 0 +683 0 -1.49238932 0 +684 0 -1.49238932 0 +685 0 -1.49238932 0 +686 0 -1.49238932 0 +687 0 -1.17473149 0 +688 0 -1.27035248 0 +689 0 -1.35580492 0 +690 0 -1.39878058 0 +691 1 1.03535128 1 +692 0 -1.34436476 0 +693 0 -1.27315009 0 +694 0 -1.1918596 0 +695 0 -1.418377 0 +696 1 1.42499018 1 +697 1 0.7907071 1 +698 1 1.00806427 1 diff --git a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs index 4a93d3468d..95e2374eb2 100644 --- a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs +++ b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs @@ -1058,21 +1058,26 @@ public void CalibratorPerceptronTest() } /// - ///A test for calibrators + ///A test for default calibrators /// - [Fact(Skip = "Need CoreTLC specific baseline update")] + [Fact] [TestCategory("Calibrator")] - public void CalibratorLinearSvmTest() + public void NoCalibratorLinearSvmTest() { var datasets = GetDatasetsForCalibratorTest(); - RunAllTests( - new[] { TestLearners.linearSVM }, - datasets, - new string[] { "cali={}" }, "nocalibration"); - RunAllTests( - new[] { TestLearners.linearSVM }, - datasets, - new string[] { "cali=PAV" }, "PAVcalibration"); + RunAllTests( new[] { TestLearners.linearSVM }, datasets, new string[] { "cali={}" }, "nocalibration"); + Done(); + } + + /// + ///A test for PAV calibrators + /// + [Fact] + [TestCategory("Calibrator")] + public void PAVCalibratorLinearSvmTest() + { + var datasets = GetDatasetsForCalibratorTest(); + RunAllTests( new[] { TestLearners.linearSVM }, datasets, new string[] { "cali=PAV" }, "PAVcalibration"); Done(); }