From bb252e7e67f3d97452f7beca7ba050110250c9c4 Mon Sep 17 00:00:00 2001 From: Anipik Date: Thu, 24 May 2018 14:14:30 +0530 Subject: [PATCH 1/3] Test Enabled --- .../TestPredictors.cs | 41 ++++++++++++------- 1 file changed, 27 insertions(+), 14 deletions(-) diff --git a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs index 4a93d3468d..db1516c436 100644 --- a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs +++ b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs @@ -1035,25 +1035,38 @@ public IList GetDatasetsForCalibratorTest() } /// - ///A test for calibrators + ///A test for no calibrators + /// + [Fact] + [TestCategory("Calibrator")] + public void DefaultCalibratorPerceptronTest() + { + var datasets = GetDatasetsForCalibratorTest(); + RunAllTests( new[] { TestLearners.perceptronDefault }, datasets, new string[] { "cali={}" }, "nocalibration"); + Done(); + } + + /// + ///A test for PAV calibrators /// [Fact(Skip = "Need CoreTLC specific baseline update")] [TestCategory("Calibrator")] - public void CalibratorPerceptronTest() + public void PAVCalibratorPerceptronTest() { var datasets = GetDatasetsForCalibratorTest(); - RunAllTests( - new[] { TestLearners.perceptronDefault }, - datasets, - new string[] { "cali={}" }, "nocalibration"); - RunAllTests( - new[] { TestLearners.perceptronDefault }, - datasets, - new[] { "cali=PAV" }, "PAVcalibration"); - RunAllTests( - new[] { TestLearners.perceptronDefault }, - datasets, - new string[] { "numcali=200" }, "calibrateRandom"); + RunAllTests( new[] { TestLearners.perceptronDefault }, datasets, new[] { "cali=PAV" }, "PAVcalibration"); + Done(); + } + + /// + ///A test for random calibrators + /// + [Fact(Skip = "Need CoreTLC specific baseline update")] + [TestCategory("Calibrator")] + public void RandomCalibratorPerceptronTest() + { + var datasets = GetDatasetsForCalibratorTest(); + RunAllTests( new[] { TestLearners.perceptronDefault }, datasets, new string[] { "numcali=200" }, "calibrateRandom"); Done(); } From ec06218d1533202a648ef9f196c188da97e15982 Mon Sep 17 00:00:00 2001 From: Anipik Date: Thu, 24 May 2018 14:15:01 +0530 Subject: [PATCH 2/3] Added Debug Files --- ...ron-CV-breast-cancer.nocalibration-out.txt | 58 ++ ...tron-CV-breast-cancer.nocalibration-rp.txt | 4 + ...ceptron-CV-breast-cancer.nocalibration.txt | 700 ++++++++++++++++++ ...inTest-breast-cancer.nocalibration-out.txt | 39 + ...ainTest-breast-cancer.nocalibration-rp.txt | 4 + ...-TrainTest-breast-cancer.nocalibration.txt | 700 ++++++++++++++++++ 6 files changed, 1505 insertions(+) create mode 100644 ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt create mode 100644 ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt create mode 100644 ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt create mode 100644 ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt create mode 100644 ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt create mode 100644 ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt diff --git a/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..c5bfc6ebb0 --- /dev/null +++ b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV 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 8 instances with missing features during training (over 1 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 8 instances with missing features during training (over 1 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 || 132 | 2 | 0.9851 + negative || 9 | 211 | 0.9591 + ||====================== +Precision || 0.9362 | 0.9906 | +OVERALL 0/1 ACCURACY: 0.968927 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.992809 +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 || 102 | 3 | 0.9714 + negative || 4 | 220 | 0.9821 + ||====================== +Precision || 0.9623 | 0.9865 | +OVERALL 0/1 ACCURACY: 0.978723 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.997279 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995044 (0.0022) +Accuracy: 0.973825 (0.0049) +Positive precision: 0.949217 (0.0130) +Positive recall: 0.978252 (0.0068) +Negative precision: 0.988579 (0.0020) +Negative recall: 0.970617 (0.0115) +Log-loss: NaN (NaN) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.963412 (0.0034) +AUPRC: 0.990172 (0.0037) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..8d15bd32d6 --- /dev/null +++ b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +AveragedPerceptron +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995044 0.973825 0.949217 0.978252 0.988579 0.970617 NaN 0 0.963412 0.990172 AveragedPerceptron %Data% %Output% 99 0 0 maml.exe CV threads=- cali={} dout=%Output% data=%Data% seed=1 + diff --git a/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..09a2fb9aa7 --- /dev/null +++ b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +5 1 7.40741539 1 +6 0 0.7099695 1 +8 0 -2.82832813 0 +9 0 -2.36471128 0 +10 0 -2.8614285 0 +11 0 -2.796535 0 +18 1 4.711033 1 +20 1 3.320365 1 +21 1 4.33465 1 +25 1 1.51364756 1 +28 0 -2.796535 0 +31 0 -2.688997 0 +32 1 3.64133739 1 +35 0 -2.796535 0 +37 0 -1.65404248 0 +40 0 +41 1 1.04337406 1 +44 1 4.33966541 1 +45 0 -2.89273548 0 +46 1 4.451004 1 +48 0 -2.36765957 0 +50 1 1.17355585 1 +51 1 0.24486351 1 +52 1 2.84401226 1 +54 1 3.63094234 1 +56 1 4.95142841 1 +60 1 1.39060783 1 +63 1 0.5762615 1 +64 0 -2.91167164 0 +66 0 -2.45872331 0 +68 1 5.101612 1 +69 0 -2.65465045 0 +70 0 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-2.54584742 0 +673 0 -1.82858729 0 +674 0 -2.81381369 0 +675 0 -2.04519773 0 +676 0 -2.64903951 0 +677 0 -2.40395474 0 +684 0 -2.94621468 0 +686 0 -2.94621468 0 +687 0 -2.282175 0 +690 0 -2.65028238 0 +695 0 -2.81064963 0 diff --git a/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..e3721b9161 --- /dev/null +++ b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% 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 16 instances with missing features during training (over 1 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 || 235 | 4 | 0.9833 + negative || 11 | 433 | 0.9752 + ||====================== +Precision || 0.9553 | 0.9908 | +OVERALL 0/1 ACCURACY: 0.978038 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.995835 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995835 (0.0000) +Accuracy: 0.978038 (0.0000) +Positive precision: 0.955285 (0.0000) +Positive recall: 0.983264 (0.0000) +Negative precision: 0.990847 (0.0000) +Negative recall: 0.975225 (0.0000) +Log-loss: NaN (0.0000) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.969072 (0.0000) +AUPRC: 0.991529 (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/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..edff8b9659 --- /dev/null +++ b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +AveragedPerceptron +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995835 0.978038 0.955285 0.983264 0.990847 0.975225 NaN 0 0.969072 0.991529 AveragedPerceptron %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% cali={} dout=%Output% data=%Data% out=%Output% seed=1 + diff --git a/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..0f08e7f566 --- /dev/null +++ b/ZBaselines/SingleDebug/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +0 0 -2.613543 0 +1 0 2.60575485 1 +2 0 -2.757174 0 +3 0 3.22900486 1 +4 0 -2.6634407 0 +5 1 9.001596 1 +6 0 -0.537202835 0 +7 0 -3.11754012 0 +8 0 -3.26967764 0 +9 0 -2.91409922 0 +10 0 -3.63266468 0 +11 0 -3.59241557 0 +12 1 0.153206825 1 +13 0 -2.900805 0 +14 1 6.038376 1 +15 1 0.8602929 1 +16 0 -3.11112714 0 +17 0 -2.85418725 0 +18 1 5.11019135 1 +19 0 -2.37289882 0 +20 1 4.309107 1 +21 1 6.161626 1 +22 0 -3.35177135 0 +23 1 +24 0 -3.57612 0 +25 1 1.68778992 1 +26 0 -3.21128821 0 +27 0 -2.870483 0 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-4.08999968 0 +644 0 -3.8493557 0 +645 0 -3.35177135 0 +646 0 -3.67503667 0 +647 0 -3.89925313 0 +648 1 8.313823 1 +649 0 -3.35177135 0 +650 0 -2.44382119 0 +651 0 -3.44528532 0 +652 0 -2.599209 0 +653 0 -3.11112714 0 +654 0 -3.09483147 0 +655 0 -3.35177135 0 +656 0 -2.870483 0 +657 0 0.544919968 1 +658 1 6.029063 1 +659 0 -4.08999968 0 +660 0 -3.83305979 0 +661 0 -2.85418725 0 +662 0 -3.39718866 0 +663 0 -3.39718866 0 +664 0 -3.16102457 0 +665 0 -4.08999968 0 +666 0 -2.47216654 0 +667 0 -3.09483147 0 +668 1 3.207672 1 +669 1 6.77822971 1 +670 1 5.02846336 1 +671 0 -2.80243015 0 +672 0 -3.33547568 0 +673 0 -2.458887 0 +674 0 -3.83305979 0 +675 0 -2.71426034 0 +676 0 -3.61512423 0 +677 0 -3.127423 0 +678 0 -4.08999968 0 +679 0 -3.8493557 0 +680 1 11.5008221 1 +681 1 7.291582 1 +682 0 -2.34226918 0 +683 0 -4.08999968 0 +684 0 -4.08999968 0 +685 0 -4.08999968 0 +686 0 -4.08999968 0 +687 0 -2.80922365 0 +688 0 -3.36806726 0 +689 0 -3.07556343 0 +690 0 -3.89925313 0 +691 1 4.03710175 1 +692 0 -3.60871148 0 +693 0 -3.20685172 0 +694 0 -3.21450925 0 +695 0 -3.8493557 0 +696 1 6.140997 1 +697 1 4.125271 1 +698 1 4.50817 1 From d3842a01e69899f826a028563dd63de9869e96fe Mon Sep 17 00:00:00 2001 From: Anipik Date: Thu, 24 May 2018 14:15:16 +0530 Subject: [PATCH 3/3] Added release zbaselines --- ...ron-CV-breast-cancer.nocalibration-out.txt | 58 ++ ...tron-CV-breast-cancer.nocalibration-rp.txt | 4 + ...ceptron-CV-breast-cancer.nocalibration.txt | 700 ++++++++++++++++++ ...inTest-breast-cancer.nocalibration-out.txt | 39 + ...ainTest-breast-cancer.nocalibration-rp.txt | 4 + ...-TrainTest-breast-cancer.nocalibration.txt | 700 ++++++++++++++++++ 6 files changed, 1505 insertions(+) create mode 100644 ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt create mode 100644 ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt create mode 100644 ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt create mode 100644 ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt create mode 100644 ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt create mode 100644 ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt diff --git a/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..c5bfc6ebb0 --- /dev/null +++ b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV 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 8 instances with missing features during training (over 1 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 8 instances with missing features during training (over 1 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 || 132 | 2 | 0.9851 + negative || 9 | 211 | 0.9591 + ||====================== +Precision || 0.9362 | 0.9906 | +OVERALL 0/1 ACCURACY: 0.968927 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.992809 +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 || 102 | 3 | 0.9714 + negative || 4 | 220 | 0.9821 + ||====================== +Precision || 0.9623 | 0.9865 | +OVERALL 0/1 ACCURACY: 0.978723 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.997279 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995044 (0.0022) +Accuracy: 0.973825 (0.0049) +Positive precision: 0.949217 (0.0130) +Positive recall: 0.978252 (0.0068) +Negative precision: 0.988579 (0.0020) +Negative recall: 0.970617 (0.0115) +Log-loss: NaN (NaN) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.963412 (0.0034) +AUPRC: 0.990172 (0.0037) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..8d15bd32d6 --- /dev/null +++ b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +AveragedPerceptron +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995044 0.973825 0.949217 0.978252 0.988579 0.970617 NaN 0 0.963412 0.990172 AveragedPerceptron %Data% %Output% 99 0 0 maml.exe CV threads=- cali={} dout=%Output% data=%Data% seed=1 + diff --git a/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..09a2fb9aa7 --- /dev/null +++ b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-CV-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +5 1 7.40741539 1 +6 0 0.7099695 1 +8 0 -2.82832813 0 +9 0 -2.36471128 0 +10 0 -2.8614285 0 +11 0 -2.796535 0 +18 1 4.711033 1 +20 1 3.320365 1 +21 1 4.33465 1 +25 1 1.51364756 1 +28 0 -2.796535 0 +31 0 -2.688997 0 +32 1 3.64133739 1 +35 0 -2.796535 0 +37 0 -1.65404248 0 +40 0 +41 1 1.04337406 1 +44 1 4.33966541 1 +45 0 -2.89273548 0 +46 1 4.451004 1 +48 0 -2.36765957 0 +50 1 1.17355585 1 +51 1 0.24486351 1 +52 1 2.84401226 1 +54 1 3.63094234 1 +56 1 4.95142841 1 +60 1 1.39060783 1 +63 1 0.5762615 1 +64 0 -2.91167164 0 +66 0 -2.45872331 0 +68 1 5.101612 1 +69 0 -2.65465045 0 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-2.055226 0 +672 0 -2.54584742 0 +673 0 -1.82858729 0 +674 0 -2.81381369 0 +675 0 -2.04519773 0 +676 0 -2.64903951 0 +677 0 -2.40395474 0 +684 0 -2.94621468 0 +686 0 -2.94621468 0 +687 0 -2.282175 0 +690 0 -2.65028238 0 +695 0 -2.81064963 0 diff --git a/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..e3721b9161 --- /dev/null +++ b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% 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 16 instances with missing features during training (over 1 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 || 235 | 4 | 0.9833 + negative || 11 | 433 | 0.9752 + ||====================== +Precision || 0.9553 | 0.9908 | +OVERALL 0/1 ACCURACY: 0.978038 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.995835 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995835 (0.0000) +Accuracy: 0.978038 (0.0000) +Positive precision: 0.955285 (0.0000) +Positive recall: 0.983264 (0.0000) +Negative precision: 0.990847 (0.0000) +Negative recall: 0.975225 (0.0000) +Log-loss: NaN (0.0000) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.969072 (0.0000) +AUPRC: 0.991529 (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/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt new file mode 100644 index 0000000000..edff8b9659 --- /dev/null +++ b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-rp.txt @@ -0,0 +1,4 @@ +AveragedPerceptron +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.995835 0.978038 0.955285 0.983264 0.990847 0.975225 NaN 0 0.969072 0.991529 AveragedPerceptron %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% cali={} dout=%Output% data=%Data% out=%Output% seed=1 + diff --git a/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..0f08e7f566 --- /dev/null +++ b/ZBaselines/SingleRelease/AveragedPerceptron/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +0 0 -2.613543 0 +1 0 2.60575485 1 +2 0 -2.757174 0 +3 0 3.22900486 1 +4 0 -2.6634407 0 +5 1 9.001596 1 +6 0 -0.537202835 0 +7 0 -3.11754012 0 +8 0 -3.26967764 0 +9 0 -2.91409922 0 +10 0 -3.63266468 0 +11 0 -3.59241557 0 +12 1 0.153206825 1 +13 0 -2.900805 0 +14 1 6.038376 1 +15 1 0.8602929 1 +16 0 -3.11112714 0 +17 0 -2.85418725 0 +18 1 5.11019135 1 +19 0 -2.37289882 0 +20 1 4.309107 1 +21 1 6.161626 1 +22 0 -3.35177135 0 +23 1 +24 0 -3.57612 0 +25 1 1.68778992 1 +26 0 -3.21128821 0 +27 0 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