diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-out.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-out.txt new file mode 100644 index 0000000000..5a21f19b1c --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 4980 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,982 | 1,864 | 0.5153 + negative || 895 | 11,540 | 0.9280 + ||====================== +Precision || 0.6889 | 0.8609 | +OVERALL 0/1 ACCURACY: 0.830539 +LOG LOSS/instance: 0.537244 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 31.883066 +AUC: 0.871960 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.871960 (0.0000) +Accuracy: 0.830539 (0.0000) +Positive precision: 0.688912 (0.0000) +Positive recall: 0.515341 (0.0000) +Negative precision: 0.860937 (0.0000) +Negative recall: 0.928026 (0.0000) +Log-loss: 0.537244 (0.0000) +Log-loss reduction: 31.883066 (0.0000) +F1 Score: 0.589618 (0.0000) +AUPRC: 0.670582 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..e1589567f7 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.87196 0.830539 0.688912 0.515341 0.860937 0.928026 0.537244 31.88307 0.589618 0.670582 0.25 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..a98b008349 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,31 @@ + +Per-feature gain summary for the boosted tree ensemble: + marital-status.Married-civ-spouse 1 + occupation.Exec-managerial 0.399117896915284 + occupation.Prof-specialty 0.391227805213273 + education.Bachelors 0.334466450228397 + education.Masters 0.287494503306969 + education.Prof-school 0.204600035294214 + education.Doctorate 0.187985462587772 + occupation.Sales 0.150856624152445 + occupation.Other-service 0.147997280910012 + relationship.Own-child 0.137529286784067 + marital-status.Never-married 0.131366568817433 + education.7th-8th 0.122497278808477 + workclass.Self-emp-inc 0.119940186278871 + education.HS-grad 0.113890497534289 + occupation.Tech-support 0.104801559978143 + workclass.Self-emp-not-inc 0.0911869726068162 + native-country.Mexico 0.081461599208144 + workclass.Federal-gov 0.0785782301236086 + sex.Male 0.0783006369313957 + relationship.Wife 0.0749144815167656 + education.11th 0.0746051436850124 + occupation.Handlers-cleaners 0.0601209002480329 + native-country.United-States 0.0593295291546631 + occupation.Farming-fishing 0.0583149634881263 + education.10th 0.0544727793656118 + education.9th 0.052272828491541 + workclass.Local-gov 0.0519635659099365 + occupation.? 0.0479530108171804 + occupation.Protective-serv 0.0451534478142547 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..45d9b11907 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,451 @@ +[TreeEnsemble] +Inputs=29 +Evaluators=22 + +[Input:1] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=marital-status.Never-married +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=relationship.Own-child +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=education.11th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Handlers-cleaners +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=education.10th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=education.9th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:4 +SplitGain=294.299106481087 42.5187683342814 58.3812153320279 22.4000043395221 +GainPValue=0.000e00 6.761e-150 4.759e-205 7.136e-80 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.869320443559852 -0.391417991722936 0.417685794920038 0.363338788870704 0.184640522875817 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:5 I:2 +SplitGain=167.437292720849 25.3823855551435 28.5262466577382 18.7830248947005 +GainPValue=0.000e00 3.761e-96 4.039e-108 9.158e-72 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.686792661289335 -0.269390617148156 0.267665520447799 0.4927995268135 0.31544438541753 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:6 +SplitGain=97.3600062650529 19.6286098269084 20.1826380626597 10.0755335380731 +GainPValue=0.000e00 9.840e-78 5.667e-80 1.285e-40 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.578173812512581 -0.257195936559698 0.272032599024219 0.239680281343483 0.0909095554109074 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:5 +SplitGain=57.0958395414738 11.1049327512301 11.4405241417092 6.89034067601241 +GainPValue=0.000e00 5.729e-46 2.663e-47 1.886e-63 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.521920296456676 -0.154264061232834 0.208125423616283 0.185200776648311 0.00261960774060565 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:8 I:9 +SplitGain=33.7020069693962 9.09599593883742 8.86936658827383 8.28035319173172 +GainPValue=5.419e-206 1.962e-38 3.488e-37 5.793e-35 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.438271647903493 0.0833421030769605 -0.503347184532252 -0.167628356780123 -0.602121873157792 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:10 I:11 I:4 +SplitGain=19.7841924096053 6.88261464533805 6.93151491048692 6.8234046529017 +GainPValue=4.008e-127 5.920e-84 4.382e-87 1.171e-29 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.408584755698481 -0.0717518569942206 1.21664644372014 1.01605633343994 0.161494109797769 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:2 I:1 I:12 +SplitGain=13.3030995767785 11.7341580287183 7.42126152011574 6.02352004186463 +GainPValue=1.375e-88 6.384e-83 1.181e-56 2.360e-26 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.447124287869616 0.145352063757923 0.0876336111877139 -0.11300848959981 0.417542433996605 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:11 I:4 I:10 +SplitGain=10.5740673666927 10.6638209576438 10.9908072859971 9.14058758371496 +GainPValue=2.086e-72 6.779e-75 4.653e-78 1.759e-70 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.235658115828032 0.29224446160209 0.506623639204746 0.0829446648234297 0.506539395235378 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:14 I:5 I:4 +SplitGain=9.43671638935504 6.03585700764115 4.41763714621388 4.93130873255693 +GainPValue=4.268e-66 3.899e-33 5.094e-25 5.680e-28 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0970107868652405 -0.364041134937991 0.346778165412 0.251491817836059 0.121344704102463 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:11 I:3 I:6 +SplitGain=7.28360237680972 5.36894758949605 5.17661493538027 3.75111981832003 +GainPValue=5.132e-52 7.513e-34 6.813e-33 2.032e-25 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.109793974793261 -0.499844487240103 0.433913064595084 0.144303055661669 0.121950126876137 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:16 I:17 I:18 +SplitGain=5.15124216846535 4.53757157352664 3.80588067137575 3.82505221978123 +GainPValue=1.155e-37 5.385e-21 1.003e-17 1.070e-17 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.218306401873434 0.0732893562350924 -0.549732056281015 -0.453476677678059 -0.16455508074912 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=4.43667027929428 4.01791355638177 3.76702389663938 4.03842343798066 +GainPValue=6.741e-33 3.393e-30 3.924e-29 2.230e-31 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.129663130864859 0.455628999926891 0.216210349956228 0.345444861377412 0.0773316660336608 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:7 I:19 I:14 +SplitGain=3.86137415955316 3.97255088072979 2.73839035933241 2.4352227162193 +GainPValue=5.093e-29 6.595e-26 2.038e-17 8.796e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.00472486436038244 -0.454938103217558 -0.360702755021077 0.366137337157951 0.248418155503345 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:20 I:21 I:22 I:23 +SplitGain=2.88845665846318 2.48362143135338 2.47154530227059 2.32529276979841 +GainPValue=2.976e-22 5.462e-34 4.945e-16 9.911e-15 +LTEChild=1 -1 3 -2 +GTChild=2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.285494013488433 0.0469728771270335 0.093398585262747 -0.361618321142242 -0.29521816382921 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=2.35578824933546 2.09048431624114 1.89260765619257 1.92685146914933 +GainPValue=1.601e-18 1.016e-16 1.212e-15 5.231e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0854245610053623 0.358336892781762 0.171085728554012 0.267780965134462 0.0636925198826974 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:24 I:25 I:9 +SplitGain=2.36342846162032 2.40690765756212 2.02897499503516 1.98019365689477 +GainPValue=1.263e-18 1.261e-14 2.016e-12 4.728e-12 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.165816385021076 -0.215931859997512 0.0619244447566189 -0.354023607117694 -0.413879300261742 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:7 I:15 I:26 I:27 +SplitGain=1.90846242529469 1.78828341380109 1.86839899969161 1.57235058217868 +GainPValue=2.168e-15 1.383e-13 1.650e-12 1.055e-10 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=0.0440719511232749 -0.321797181351898 -0.38309433090966 -0.465546314036841 -0.212365893750338 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:19 I:14 I:28 I:29 +SplitGain=1.48364737450348 1.36556674757787 1.39411776201509 1.84635632037318 +GainPValue=2.437e-12 1.395e-11 5.286e-12 2.394e-10 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0380948011378049 0.246153819998552 0.174692240145682 -0.0744647857312049 0.623160318329263 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:18 I:12 I:1 +SplitGain=1.32863687557384 1.86063834302962 1.48670791939004 1.53099048014264 +GainPValue=3.113e-11 5.083e-11 4.123e-13 1.889e-10 +LTEChild=2 -2 -1 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0390680430630789 0.136962804819894 -0.248653246809081 0.00254755779029023 0.357035479599849 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:20 I:6 I:21 +SplitGain=1.3481906252671 1.30380339386305 1.73466526075647 1.35388557466624 +GainPValue=2.106e-11 3.877e-11 6.400e-12 3.694e-20 +LTEChild=1 3 -3 -1 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.229699594015111 0.292581755486681 -0.00173060366512037 0.166342171792861 0.0826512756759775 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 nl=5 mil=5 iter=20 +C:4=FG:I1:marital-status.Married-civ-spouse:683.781938556188 +C:5=FG:I3:occupation.Exec-managerial:108.923109297899 +C:6=FG:I2:occupation.Prof-specialty:104.659113462069 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+C:26=FG:I24:native-country.United-States:2.40690765756212 +C:27=FG:I23:occupation.Farming-fishing:2.32529276979841 +C:28=FG:I25:education.10th:2.02897499503516 +C:29=FG:I26:education.9th:1.86839899969161 +C:30=FG:I29:workclass.Local-gov:1.84635632037318 +C:31=FG:I27:occupation.?:1.57235058217868 +C:32=FG:I28:occupation.Protective-serv:1.39411776201509 + + +[Evaluator:22] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:21 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.txt new file mode 100644 index 0000000000..3185d79eaa --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -6.56901073 0.03610659 0.05305447709253748 0 +1 0 -2.28175855 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0.06546308 0.097676435943255563 0 +16267 0 -5.86201668 0.0506418236 0.074975601020249333 0 +16268 0 -4.221936 0.108035341 0.16494154523361623 0 +16269 0 -2.34815884 0.2361184 0.38857906535725117 0 +16270 0 -1.93956757 0.2749236 0.4637950632469201 0 +16271 0 -1.19164515 0.3553 0.63330013210138425 0 +16272 0 -1.93956757 0.2749236 0.4637950632469201 0 +16273 0 -7.06814957 0.0283580963 0.04150338484481475 0 +16274 0 -3.475212 0.14961727 0.23381579607813541 0 +16275 0 -5.359538 0.0641777441 0.095693555323167784 0 +16276 0 -3.88930178 0.125137791 0.19287228491441777 0 +16277 0 -5.01313162 0.0753991753 0.11309744547612464 0 +16278 0 1.820862 0.713088334 1.8013214627670737 1 +16279 0 -5.131054 0.07139027 0.10685569914648418 0 +16280 1 3.00100183 0.8176492 0.29044611073288745 1 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..f210a6d8e9 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 28728 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,134 | 1,712 | 0.5549 + negative || 535 | 11,900 | 0.9570 + ||====================== +Precision || 0.7996 | 0.8742 | +OVERALL 0/1 ACCURACY: 0.861986 +LOG LOSS/instance: 0.450406 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 42.893168 +AUC: 0.912085 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.912085 (0.0000) +Accuracy: 0.861986 (0.0000) +Positive precision: 0.799550 (0.0000) +Positive recall: 0.554862 (0.0000) +Negative precision: 0.874229 (0.0000) +Negative recall: 0.956976 (0.0000) +Log-loss: 0.450406 (0.0000) +Log-loss reduction: 42.893168 (0.0000) +F1 Score: 0.655104 (0.0000) +AUPRC: 0.791477 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..6e28db7f5f --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.912085 0.861986 0.79955 0.554862 0.874229 0.956976 0.450406 42.89317 0.655104 0.791477 0.25 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..8de3f919bb --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,17 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.marital-status.Married-civ-spouse 1 + Num.capital-gain 0.709672534767204 + Num.education-num 0.709133593878877 + Num.age 0.380240398705399 + Num.capital-loss 0.354596462689518 + Num.hours-per-week 0.301481399204752 + Cat.occupation.Exec-managerial 0.207062863847128 + Cat.occupation.Prof-specialty 0.167862007507273 + Cat.relationship.Wife 0.0974867426392215 + Cat.occupation.Other-service 0.096791509486728 + Cat.occupation.Farming-fishing 0.0829845451213885 + Cat.workclass.Self-emp-not-inc 0.0788146487722663 + Cat.sex.Female 0.0626710315081439 + Cat.sex.Male 0.0545558527537554 + Cat.workclass.Federal-gov 0.0533841807201977 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..bf5ab43986 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.ini @@ -0,0 +1,353 @@ +[TreeEnsemble] +Inputs=15 +Evaluators=22 + +[Input:1] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.sex.Female +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=294.299106481087 118.100811450287 64.0102929752946 58.3869361257031 +GainPValue=0.000e00 0.000e00 1.343e-224 4.770e-205 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.901701979854116 -0.406553762902094 0.438353099127322 0.929260450160772 0.958333333333333 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=167.667475313771 68.8332970983035 36.4177482237038 31.3583067745444 +GainPValue=0.000e00 3.374e-264 3.808e-197 2.639e-119 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 9.5 7073.5 5119 +Output=-0.715164498946646 -0.392362416369084 0.0725129573879341 0.739557143577494 0.860762469439438 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=97.8101828433035 46.7054776984794 26.4434502396873 21.6559292326741 +GainPValue=0.000e00 6.022e-190 3.277e-108 1.394e-167 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 5119 4668.5 +Output=-0.611437726669248 -0.258490785378095 0.291215392025802 0.7454061807958 0.469967201839421 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:4 I:2 +SplitGain=57.7229999621142 30.8718612882414 32.0998886645965 19.3374808140387 +GainPValue=0.000e00 1.881e-131 1.958e-130 1.120e-79 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 5119 1820.5 8.5 +Output=-0.513055149027374 -0.59373206578609 0.688716819523825 0.727405673388719 -0.0911909744415138 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:1 I:2 +SplitGain=41.6340374854078 30.5611721016123 14.2499131784555 9.7585450835919 +GainPValue=4.820e-282 2.084e-171 1.353e-86 4.186e-43 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=33.5 12.5 0.5 7.5 +Output=-0.48025872615347 -0.464758938087947 0.234026448350766 -0.441555380128441 0.0180831081146983 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:6 I:4 I:2 +SplitGain=32.4069917499524 25.7563683604722 11.0304850976332 9.55746460289926 +GainPValue=3.484e-234 4.662e-183 1.503e-93 2.959e-50 +LTEChild=1 2 -1 -3 +GTChild=-2 3 -4 -5 +Threshold=7073.5 41.5 1820.5 12.5 +Output=-0.352054523788909 0.635525728739373 -0.093009131730317 0.406691130777281 0.252192249446907 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:7 I:8 I:3 +SplitGain=24.8554628479292 17.7117768384401 13.9319321265183 8.80623080663215 +GainPValue=1.586e-188 5.114e-110 1.002e-90 1.148e-60 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=29.5 0.5 0.5 4243.5 +Output=-0.474702982009388 -0.203884649867752 0.306057252338979 0.209197213528201 0.423180301918843 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:6 I:2 I:3 +SplitGain=21.6523956595699 10.817502792889 8.62928502663664 7.18281655495603 +GainPValue=1.002e-170 1.899e-53 2.063e-42 4.403e-124 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 34.5 9.5 8296 +Output=-0.382414969522669 -0.35405194150773 -0.058558379857743 0.18081329995712 0.621324063712475 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:3 I:5 I:6 +SplitGain=13.3472702726635 12.0206709157638 9.02893510974639 6.68024579563898 +GainPValue=9.480e-109 7.778e-100 4.321e-73 2.833e-40 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=1820.5 5119 36.5 34.5 +Output=-0.310905267892548 0.506156201829147 0.489743618969958 -0.37696184573459 0.018073665267889 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:2 I:8 +SplitGain=11.8606362393948 6.50864261859431 5.88703282917087 5.03682141620357 +GainPValue=5.959e-99 8.246e-34 5.620e-113 1.175e-26 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 14.5 0.5 +Output=-0.323811180899341 -0.0449203602333366 0.274650974085802 0.801532107472674 0.215926301386389 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:4 I:2 +SplitGain=9.7852972836942 3.95764415675247 3.67508119940003 3.57101243113018 +GainPValue=3.285e-83 4.476e-42 5.653e-23 4.659e-41 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 0.5 1846 13.5 +Output=-0.216714155627173 0.084240406697455 0.174823725578033 0.583549531786137 0.166587930399255 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:10 I:11 +SplitGain=8.12193065815479 6.02539348102632 2.75550446889464 2.644037767075 +GainPValue=4.460e-70 5.666e-42 1.186e-17 4.998e-17 +LTEChild=-1 -2 3 -3 +GTChild=1 2 -4 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.380364142362332 -0.105962068637598 0.158647945220563 -0.446399635486471 -0.0209253188054733 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:2 I:12 +SplitGain=5.59930446872471 4.76877260434731 4.40568324567492 4.1816517101478 +GainPValue=2.503e-49 2.397e-99 6.634e-24 1.253e-21 +LTEChild=1 -1 -2 -4 +GTChild=2 -3 3 -5 +Threshold=0.5 2384.5 7.5 0.5 +Output=-0.232279011066231 -0.28007263293673 1.60817406145793 0.107350426047204 -0.173066242348651 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:7 I:4 I:4 +SplitGain=5.33439752247135 4.64237664019013 3.0714019169162 4.74527465194238 +GainPValue=1.708e-47 2.732e-40 4.307e-29 1.505e-31 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 0.5 1820.5 1978.5 +Output=-0.106721805210221 0.525886669229277 0.16315116048356 0.622016200304443 -0.277138196037719 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:13 I:6 I:2 +SplitGain=4.48623473571412 3.97654793151416 3.15172665073523 2.49180677790583 +GainPValue=1.414e-40 2.981e-29 1.986e-22 3.145e-17 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=27.5 0.5 35.5 13.5 +Output=-0.362544963722415 -0.176740305990929 -0.377452366171394 0.054820476873082 0.271879102414196 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:3 I:10 +SplitGain=3.47260272135514 2.44007375626571 1.94048647545972 1.88033516424215 +GainPValue=4.823e-32 6.987e-28 2.824e-24 5.808e-13 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=41.5 0.5 5119 0.5 +Output=-0.127274351718987 0.111473598931943 0.17932837926562 0.390288493776398 -0.299283879017409 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:5 I:13 I:14 +SplitGain=3.16283260806698 2.64593159974967 2.33024386771681 2.00362603227565 +GainPValue=1.867e-29 6.597e-19 2.491e-16 1.152e-13 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=36.5 61.5 0.5 0.5 +Output=-0.132776461758213 -0.0356910564150247 -0.200266342792407 -0.318438070291119 0.138885545856449 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:2 I:1 I:4 I:4 +SplitGain=2.84718256940995 2.32226996679624 2.42859489965973 5.18602229459525 +GainPValue=8.231e-27 4.031e-26 1.901e-14 3.717e-29 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=10.5 0.5 2001.5 1846 +Output=-0.312699436179018 0.0860928523442455 0.0118420761102656 -0.644252861743327 0.715985659447719 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:15 +SplitGain=2.20311980767854 2.17343626029474 2.11905613365382 1.91848820143937 +GainPValue=3.035e-21 2.639e-20 8.464e-20 4.757e-18 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=7073.5 1748 1622.5 0.5 +Output=-0.0444436066569697 0.480513008822338 0.285600777679608 -0.795708775736221 0.314052221677765 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:6 I:5 +SplitGain=1.91661583747929 1.81284134568166 1.52267209555163 1.47886144715612 +GainPValue=8.976e-19 9.220e-15 6.419e-12 3.896e-11 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=26.5 8.5 34.5 43.5 +Output=-0.333239005602936 -0.218772334914379 -0.157424825031833 0.0156667774541569 0.127788027625646 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 nl=5 mil=5 iter=20 +C:4=FG:I1:Cat.marital-status.Married-civ-spouse:673.184284113217 +C:5=FG:I3:Num.capital-gain:339.039238692763 +C:6=FG:I2:Num.education-num:338.524486555849 +C:7=FG:I5:Num.age:97.3308423294044 +C:8=FG:I4:Num.capital-loss:84.6452839957027 +C:9=FG:I6:Num.hours-per-week:61.1864157003364 +C:10=FG:I7:Cat.occupation.Exec-managerial:28.8627960972245 +C:11=FG:I8:Cat.occupation.Prof-specialty:18.9687535427219 +C:12=FG:I9:Cat.relationship.Wife:6.39771791301818 +C:13=FG:I13:Cat.occupation.Other-service:6.30679179923097 +C:14=FG:I10:Cat.occupation.Farming-fishing:4.63583963313679 +C:15=FG:I12:Cat.workclass.Self-emp-not-inc:4.1816517101478 +C:16=FG:I11:Cat.sex.Female:2.644037767075 +C:17=FG:I14:Cat.sex.Male:2.00362603227565 +C:18=FG:I15:Cat.workclass.Federal-gov:1.91848820143937 + + +[Evaluator:22] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:21 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.txt new file mode 100644 index 0000000000..016030fd3c --- /dev/null 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b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 4980 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,946 | 1,900 | 0.5060 + negative || 818 | 11,617 | 0.9342 + ||====================== +Precision || 0.7041 | 0.8594 | +OVERALL 0/1 ACCURACY: 0.833057 +LOG LOSS/instance: 0.522096 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 33.803636 +AUC: 0.878672 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.878672 (0.0000) +Accuracy: 0.833057 (0.0000) +Positive precision: 0.704052 (0.0000) +Positive recall: 0.505980 (0.0000) +Negative precision: 0.859436 (0.0000) +Negative recall: 0.934218 (0.0000) +Log-loss: 0.522096 (0.0000) +Log-loss reduction: 33.803636 (0.0000) +F1 Score: 0.588805 (0.0000) +AUPRC: 0.681234 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..c90baaa8da --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.878672 0.833057 0.704052 0.50598 0.859436 0.934218 0.522096 33.80363 0.588805 0.681234 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..56e19c7d7d --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,9 @@ + +Per-feature gain summary for the boosted tree ensemble: + relationship.Not-in-family 1 + education.Bachelors 0.739210160447933 + occupation.Adm-clerical 0.619514507984866 + marital-status.Never-married 0.478823481036688 + workclass.State-gov 0.178910813028999 + native-country.United-States 0.149840287997728 + sex.Male 0.0407163800778101 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..0a47ad4a3e --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,1431 @@ +[TreeEnsemble] +Inputs=76 +Evaluators=102 + +[Input:1] +Name=relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=education.Some-college +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=education.Assoc-acdm +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=education.Assoc-voc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=education.12th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=marital-status.Divorced +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=marital-status.Married-spouse-absent +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=marital-status.Separated +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=marital-status.Widowed +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=native-country.South +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=relationship.Unmarried +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:53] +Name=native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:54] +Name=native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:55] +Name=native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:56] +Name=native-country.Portugal +Transform=Linear +Slope=1 +Intercept=0 + +[Input:57] +Name=native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:58] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:59] +Name=occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:60] +Name=native-country.El-Salvador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:61] +Name=native-country.Guatemala +Transform=Linear +Slope=1 +Intercept=0 + +[Input:62] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:63] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:64] +Name=education.5th-6th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:65] +Name=native-country.Ecuador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:66] +Name=native-country.Trinadad&Tobago +Transform=Linear +Slope=1 +Intercept=0 + +[Input:67] +Name=native-country.India +Transform=Linear +Slope=1 +Intercept=0 + +[Input:68] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:69] +Name=native-country.Columbia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:70] +Name=native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:71] +Name=native-country.Greece +Transform=Linear +Slope=1 +Intercept=0 + +[Input:72] +Name=native-country.Vietnam +Transform=Linear +Slope=1 +Intercept=0 + +[Input:73] +Name=native-country.Puerto-Rico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:74] +Name=native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:75] +Name=native-country.China +Transform=Linear +Slope=1 +Intercept=0 + +[Input:76] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:7 I:8 I:9 I:10 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:1 E:2 E:3 E:4 +SplitGain=299.349536172202 117.328064744104 30.7087600234943 18.401911504449 +GainPValue=0.000e00 0.000e00 8.607e-109 5.989e-66 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.932792093187434 -0.505482281900524 0.447202166064982 -0.0584737363726462 -0.613755158184319 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:8 I:9 I:10 I:11 I:13 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:4 I:5 I:6 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:6 E:7 E:8 E:9 +SplitGain=170.365622718641 70.4706351163656 18.8387908572534 14.2035510970234 +GainPValue=0.000e00 1.116e-266 1.265e-71 6.968e-76 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.716412605213184 -0.325118661504363 -0.000491740443378543 0.435122183462617 -0.200133664248166 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:3 I:4 I:14 I:15 I:16 I:5 I:6 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:8 I:9 I:11 I:12 I:13 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:8 I:9 I:12 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:11 E:12 E:13 E:14 +SplitGain=99.2055297361949 46.6420254325513 14.7785642331042 9.7819194561456 +GainPValue=0.000e00 5.674e-186 5.031e-59 2.527e-72 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.642359867999777 -0.321232911198162 -0.0378216639857837 0.310585127207469 -0.362851753437729 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:7 I:8 I:9 I:10 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:3 I:19 I:4 I:14 I:15 I:16 I:5 I:6 I:20 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:16 E:17 E:18 E:19 +SplitGain=58.6321620881517 29.4104462421164 8.95676950275834 8.35459447923086 +GainPValue=0.000e00 1.054e-122 3.662e-37 7.172e-38 +LTEChild=-1 3 -3 -2 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.505211465187151 -0.563932585604372 -0.00866722036141449 0.27937219400874 -0.176841689892933 + +[Evaluator:21] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:22] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:7 I:8 I:9 I:10 I:21 I:22 I:11 I:12 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:23] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:3 I:4 I:14 I:15 I:16 I:5 I:6 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:24] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:5 I:6 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:25] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:21 E:22 E:23 E:24 +SplitGain=34.4408144505074 18.3612683215237 10.2187623441228 8.74047946913045 +GainPValue=1.060e-219 2.458e-79 3.679e-43 1.995e-98 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.461376991233053 -0.323999886608195 -0.122432571759202 0.143493446667175 0.470375238303154 + +[Evaluator:26] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:27] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:28] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:17 I:23 I:24 I:25 I:18 I:26 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:29] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:19 I:14 I:15 I:16 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:30] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:26 E:27 E:28 E:29 +SplitGain=23.1097008752926 11.2284571482654 8.11210024487259 8.05477068733425 +GainPValue=1.586e-155 1.200e-85 2.023e-42 9.711e-36 +LTEChild=1 -1 -2 -3 +GTChild=2 3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.48437773971571 -0.214363114526603 -0.425980605219704 0.159055087064999 -0.0509809835194597 + +[Evaluator:31] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:8 I:9 I:10 I:21 I:22 I:11 I:12 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:32] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:4 I:5 I:6 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:33] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:23 I:18 I:26 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:34] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:35] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:31 E:32 E:33 E:34 +SplitGain=17.7097192792662 9.19456005594344 6.36671749537494 3.57334132696361 +GainPValue=1.071e-123 4.208e-52 2.228e-37 1.379e-17 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.356361250474106 -0.341092766277789 0.246978357268083 -0.0341180784683956 0.256921438854072 + +[Evaluator:36] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:8 I:9 I:11 I:12 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:37] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:38] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:29 I:1 I:2 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:39] +EvaluatorType=DecisionTree +NumInternalNodes=19 +SplitFeatures=I:30 I:31 I:32 I:33 I:34 I:35 I:36 I:37 I:38 I:39 I:40 I:41 I:42 I:43 I:44 I:45 I:46 I:47 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:40] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:36 E:37 E:38 E:39 +SplitGain=11.5724467928009 4.91224546506174 4.78714539174977 4.19980532771991 +GainPValue=2.789e-83 1.311e-42 1.230e-26 3.726e-20 +LTEChild=1 -1 -2 -3 +GTChild=2 3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.415580214556336 -0.267574473723057 -0.522318108518332 0.10003755375313 -0.0431141540109529 + +[Evaluator:41] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:3 I:4 I:15 I:16 I:5 I:6 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:42] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + 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I:6 I:64 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:80] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:76 E:77 E:78 E:79 +SplitGain=1.65748461189903 1.3287011967715 0.773386390780533 0.702782945606716 +GainPValue=5.285e-14 8.059e-12 2.731e-10 4.124e-05 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.141581641838488 0.0936586592116754 0.0178510602328308 0.0639899127772053 0.369415582871369 + +[Evaluator:81] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:17 I:23 I:24 I:25 I:18 I:26 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:82] +EvaluatorType=DecisionTree +NumInternalNodes=18 +SplitFeatures=I:30 I:31 I:35 I:36 I:37 I:38 I:39 I:40 I:41 I:42 I:65 I:43 I:44 I:45 I:46 I:66 I:47 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 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I:35 I:36 I:37 I:38 I:39 I:40 I:41 I:42 I:65 I:74 I:43 I:75 I:44 I:45 I:46 I:66 I:47 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:90] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:86 E:87 E:88 E:89 +SplitGain=1.14930304441967 0.954561233595639 0.842056681284487 0.830693409976143 +GainPValue=3.412e-10 1.712e-06 4.192e-08 5.194e-06 +LTEChild=2 -2 -1 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.201755472330053 -0.490349667579389 0.124510211763311 -0.291869158057424 0.013512019557442 + +[Evaluator:91] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:76 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:92] 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+EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:96 E:97 E:98 E:99 +SplitGain=0.807822860281228 0.599601244486499 0.508819629518549 0.456733752133757 +GainPValue=1.304e-07 2.524e-05 4.794e-04 2.046e-04 +LTEChild=-1 3 -3 -2 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.136515079580065 -0.153111729661311 0.0980037636403251 0.692691446638963 0.0114093145460224 + +[Evaluator:101] +EvaluatorType=Aggregator +NumNodes=100 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 cat=+ nl=5 mil=5 iter=20 +C:4=FG:I29:relationship.Not-in-family:590.968537715078 +C:5=FG:I3:education.Bachelors:322.923919845272 +C:6=FG:I7:occupation.Adm-clerical:226.812676162678 +C:7=FG:I0:marital-status.Never-married:135.492494842666 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0.80336140628797847 1 +16251 0 -2.07664251 0.261474043 0.43727946680417756 0 +16252 1 0.6087101 0.5755068 0.79709510403921036 1 +16253 0 -4.48291063 0.0960890651 0.14574746834439359 0 +16254 1 2.71299767 0.7951901 0.33062830665264087 1 +16255 1 3.090128 0.8241997 0.27893419750555881 1 +16256 0 -6.970831 0.0297300667 0.043541927670665705 0 +16257 0 -3.1599555 0.17079863 0.27020559399754379 0 +16258 0 0.0276715625 0.5034589 1.0100150063683775 1 +16259 0 -6.061897 0.0460471474 0.068010129440893186 0 +16260 0 -6.350181 0.0401139446 0.059064935937510415 0 +16261 1 3.3827734 0.8444064 0.24399053721706956 1 +16262 0 -1.4764576 0.3233916 0.5636069780887758 0 +16263 0 -6.639239 0.0349042267 0.051255976480212399 0 +16264 0 -6.154638 0.0440525822 0.064996830462465474 0 +16265 1 1.904982 0.721615851 0.4706970658833512 1 +16266 0 -6.6603055 0.0345511362 0.050728247818756844 0 +16267 0 -6.32886028 0.0405264422 0.05968504729879192 0 +16268 0 -3.54617858 0.145158559 0.22627124637150103 0 +16269 0 -3.0182116 0.181071356 0.28819034429584872 0 +16270 0 -1.49984109 0.3208386 0.55817362978910579 0 +16271 0 -0.852971 0.394965857 0.72491153735768565 0 +16272 0 -1.4764576 0.3233916 0.5636069780887758 0 +16273 0 -7.322064 0.0250617359 0.036617228715022342 0 +16274 0 -3.85018849 0.12729457 0.19643332155037116 0 +16275 0 -5.36584759 0.06398854 0.095401896174409459 0 +16276 0 -2.77862024 0.199517921 0.32105898979644781 0 +16277 0 -6.48070526 0.037675105 0.055404043697274641 0 +16278 0 2.04807544 0.735758364 1.9200702890568686 1 +16279 0 -4.96282864 0.07717142 0.11586541388358597 0 +16280 1 3.11012173 0.8256435 0.27640914729135546 1 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..016be19407 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 28728 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,271 | 1,575 | 0.5905 + negative || 605 | 11,830 | 0.9513 + ||====================== +Precision || 0.7896 | 0.8825 | +OVERALL 0/1 ACCURACY: 0.866102 +LOG LOSS/instance: 0.444041 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 43.700253 +AUC: 0.915207 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.915207 (0.0000) +Accuracy: 0.866102 (0.0000) +Positive precision: 0.789638 (0.0000) +Positive recall: 0.590484 (0.0000) +Negative precision: 0.882507 (0.0000) +Negative recall: 0.951347 (0.0000) +Log-loss: 0.444041 (0.0000) +Log-loss reduction: 43.700253 (0.0000) +F1 Score: 0.675692 (0.0000) +AUPRC: 0.796570 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..34cedfa8d0 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.915207 0.866102 0.789638 0.590484 0.882507 0.951347 0.444041 43.70025 0.675692 0.79657 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..2eddb5af9c --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,13 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.relationship.Not-in-family 1 + Num.capital-gain 0.761219783957446 + Num.education-num 0.656701139604195 + Cat.occupation.Adm-clerical 0.577386633062597 + Num.age 0.379372072135393 + Num.capital-loss 0.364691086598689 + Cat.marital-status.Never-married 0.36340255883163 + Num.hours-per-week 0.305439789647081 + Cat.workclass.State-gov 0.112346256706314 + Cat.native-country.United-States 0.0938228515585001 + Cat.sex.Male 0.0572189773599782 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..01cbdbde8d --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.ini @@ -0,0 +1,805 @@ +[TreeEnsemble] +Inputs=52 +Evaluators=48 + +[Input:1] +Name=Cat.relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Cat.occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=Cat.occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=Cat.occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=Cat.occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=Cat.native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=Cat.native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=Cat.native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=Cat.native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=Cat.native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=Cat.native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=Cat.native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=Cat.native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=Cat.native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=Cat.native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=Cat.native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=Cat.native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=Cat.native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=Cat.native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=Cat.native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=Cat.native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=Cat.native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=Cat.native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=Cat.workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=Cat.workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=Cat.workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=Cat.relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=Cat.workclass.State-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=Cat.workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=Cat.native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=Cat.native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=Cat.native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=Cat.native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=Cat.native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=Cat.native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:1 I:3 I:4 I:4 +SplitGain=299.349536172202 117.328064744104 64.9970767918118 57.40306098806 +GainPValue=0.000e00 0.000e00 4.974e-228 1.258e-201 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.900240247111314 -0.399612521668196 0.447202166064982 0.924528301886792 0.961685823754789 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:3 E:4 I:4 I:4 +SplitGain=170.527113494263 85.1526896158653 36.9763305531509 25.8016004517518 +GainPValue=0.000e00 0.000e00 8.742e-200 5.551e-99 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 0.5 7073.5 5119 +Output=-0.713877100247629 -0.404200534589484 0.12836442804323 0.735352110615623 0.862547108505246 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:6 I:7 I:9 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:6 E:7 I:4 I:4 +SplitGain=99.4321414066683 52.7608833249345 31.1478459219829 22.3013070331456 +GainPValue=0.000e00 1.683e-215 2.334e-128 7.572e-172 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 5119 4668.5 +Output=-0.610289098621627 -0.28567204115126 0.29113906497364 0.781658636435264 0.474684433138406 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 E:9 I:14 I:4 +SplitGain=59.1465912146816 27.075304962824 23.1014679068823 16.6906817040948 +GainPValue=0.000e00 5.055e-183 8.899e-120 6.833e-73 +LTEChild=1 -1 -2 -3 +GTChild=2 3 -4 -5 +Threshold=12.5 0.5 29.5 5119 +Output=-0.590608827892645 -0.452367342039881 -0.219770301648656 0.202112412776231 0.653130893717131 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:6 I:7 I:8 I:15 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:14 E:11 +SplitGain=41.0962934861742 37.3968874958714 23.1935706193669 22.2953836137507 +GainPValue=2.462e-280 7.550e-251 6.662e-160 6.435e-124 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 1820.5 33.5 0.5 +Output=-0.501732214471328 0.649058496771196 0.634833670840568 -0.382050234162233 -0.00941203460087939 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:13 I:3 I:3 I:4 +SplitGain=34.0170324425036 26.7921845188943 7.9288224890476 7.73556292709226 +GainPValue=1.514e-250 1.087e-125 2.594e-41 1.653e-114 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 9.5 7.5 8296 +Output=-0.448788822287767 -0.506983187747205 0.173330491553255 -0.122777100626879 0.588681708331839 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:4 I:3 I:16 +SplitGain=25.0040024218378 11.4373720744224 9.52872170388475 9.02512656816842 +GainPValue=1.349e-193 4.948e-106 7.923e-55 5.609e-83 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 5119 12.5 1820.5 +Output=-0.315455749128155 -0.0365524548181645 0.487422152231768 0.301468725291567 0.380326578742269 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:16 E:17 I:14 I:3 +SplitGain=20.0791667168363 12.6024194668377 6.19724258209759 5.62303825745734 +GainPValue=7.848e-161 3.153e-62 1.627e-29 4.435e-99 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 27.5 14.5 +Output=-0.379761767036266 -0.117526884649891 -0.336515884547814 0.190308954587694 0.607263924835747 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:6 I:7 I:8 I:15 I:18 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 E:19 I:17 I:16 +SplitGain=14.9135633257685 10.4614256294162 7.45021223911712 5.67258120805054 +GainPValue=5.811e-123 1.299e-66 3.901e-41 4.460e-31 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=35.5 0.5 34.5 1881.5 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0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:28] +EvaluatorType=DecisionTree +NumInternalNodes=18 +SplitFeatures=I:21 I:22 I:23 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:32 I:33 I:34 I:35 I:36 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:29] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:25 E:26 E:27 E:28 +SplitGain=6.89430986663227 3.37238680768077 3.38676833873156 2.62073655569502 +GainPValue=3.874e-61 2.283e-36 3.045e-19 2.302e-14 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.363012895493256 0.107663490909166 -0.239199934983059 -0.424799190810327 0.0661062077898502 + +[Evaluator:30] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:16 I:16 +SplitGain=5.9790533538678 5.24931158316919 4.12389007508561 5.14094365301251 +GainPValue=1.024e-53 5.711e-46 2.073e-29 6.464e-26 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=7073.5 1820.5 1978.5 2218.5 +Output=-0.0747911205172027 0.527517859731928 0.613334250227604 -0.853697971716918 0.432443829878721 + +[Evaluator:31] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:39 I:40 I:41 I:42 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:32] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:6 I:7 I:8 I:15 I:11 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:33] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 I:3 E:31 E:32 +SplitGain=4.71753200976028 4.10183866656186 2.38915561424245 2.51383493592686 +GainPValue=3.480e-43 3.275e-30 4.982e-16 7.530e-17 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.326993745878901 -0.0816667503784696 -0.0466134714827566 0.0157247339142087 0.213800358300123 + +[Evaluator:34] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:43 I:1 I:2 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:35] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 E:34 I:3 I:14 +SplitGain=3.80642882527752 3.2166016584155 2.70909844369593 2.42187155476692 +GainPValue=2.043e-35 1.909e-26 9.306e-19 3.458e-16 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=37.5 0.5 7.5 43.5 +Output=-0.26700023441349 -0.259911066749232 -0.239205106600613 0.0293895662809673 0.166856577211143 + +[Evaluator:36] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:4 +SplitGain=3.44202872734181 2.53455163753851 3.02502100111169 6.25642185036121 +GainPValue=2.160e-32 3.153e-25 2.374e-29 1.065e-58 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=13.5 4243.5 3120 3048 +Output=-0.0595834298594704 0.203217377193547 0.325985520160946 -0.748218590665537 1.26081482731999 + +[Evaluator:37] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:38] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:44 I:39 I:40 I:41 I:45 I:42 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:39] +EvaluatorType=DecisionTree +NumInternalNodes=21 +SplitFeatures=I:21 I:22 I:46 I:47 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:48 I:33 I:49 I:34 I:35 I:50 I:51 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:40] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:37 E:38 E:39 I:17 +SplitGain=2.76990749018359 2.85768699192306 2.6131654964591 2.45186024474481 +GainPValue=1.365e-26 8.826e-17 1.686e-15 3.222e-56 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 44.5 +Output=-0.28953818012828 -0.162464029562202 -0.251725047242542 0.0961288818519496 0.145403221067833 + +[Evaluator:41] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:41 I:42 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:42] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:16 I:4 E:41 I:16 +SplitGain=2.47294210447596 2.41739829107517 2.25772280842896 2.04130889681107 +GainPValue=4.644e-24 1.357e-23 2.074e-21 3.557e-19 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=1748 7073.5 0.5 1978.5 +Output=-0.0606889085258169 0.520481338006278 0.473739322778525 0.193385479142504 -0.0835091996060329 + +[Evaluator:43] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:5 I:6 I:7 I:8 I:15 I:18 I:20 I:9 I:10 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:44] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:2 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:45] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:52 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:46] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:43 E:44 I:17 E:45 +SplitGain=2.14968971896814 1.97275392127306 1.92356604511711 1.94665288438867 +GainPValue=3.174e-21 4.932e-17 3.125e-17 3.489e-16 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 34.5 0.5 +Output=-0.212847240621963 -0.323143151284846 0.23216456980416 -0.17115345168945 0.0710589683277693 + +[Evaluator:47] +EvaluatorType=Aggregator +NumNodes=46 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 cat=+ nl=5 mil=5 iter=20 +C:4=FG:I43:Cat.relationship.Not-in-family:594.577313369658 +C:5=FG:I4:Num.capital-gain:344.531129777618 +C:6=FG:I3:Num.education-num:256.41526381175 +C:7=FG:I5:Cat.occupation.Adm-clerical:198.217404511063 +C:8=FG:I14:Num.age:85.5734512248175 +C:9=FG:I16:Num.capital-loss:79.0785380955359 +C:10=FG:I0:Cat.marital-status.Never-married:78.5207241638802 +C:11=FG:I17:Num.hours-per-week:55.4701778338978 +C:12=FG:I44:Cat.workclass.State-gov:7.50456541459447 +C:13=FG:I21:Cat.native-country.United-States:5.23390205215412 +C:14=FG:I52:Cat.sex.Male:1.94665288438867 + + +[Evaluator:48] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:47 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.txt new file mode 100644 index 0000000000..a2fe9bf397 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -6.954933 0.02996022 0.043884184441735807 0 +1 0 -2.694777 0.206297651 0.33333001955292213 0 +2 1 -1.79007888 0.290070951 1.7855222701144653 0 +3 1 5.658633 0.9442396 0.082775081150893409 1 +4 0 -7.24592829 0.02600888 0.038019475405801743 0 +5 0 -6.88091946 0.0310546476 0.045512793644897361 0 +6 0 -6.993512 0.0294046719 0.043058179035613271 0 +7 1 -0.0123245642 0.498459429 1.0044520117552489 0 +8 0 -7.238839 0.026098825 0.038152710285078308 0 +9 0 -3.90478778 0.12429256 0.19147912602511216 0 +10 1 3.09728837 0.8247178 0.27802751464446979 1 +11 0 0.260328144 0.532495141 1.0969467352851199 1 +12 0 -6.907845 0.0306520965 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0.19730181695636767 0 +16277 0 -6.49810266 0.0373609923 0.05493321002194549 0 +16278 0 2.61538124 0.7871265 2.2319316056544678 1 +16279 0 -2.21231174 0.248588249 0.41232441722166591 0 +16280 1 2.4329865 0.7714458 0.37436327476442671 1 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-out.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-out.txt new file mode 100644 index 0000000000..6f8744f870 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 5016 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,946 | 1,900 | 0.5060 + negative || 818 | 11,617 | 0.9342 + ||====================== +Precision || 0.7041 | 0.8594 | +OVERALL 0/1 ACCURACY: 0.833057 +LOG LOSS/instance: 0.522096 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 33.803636 +AUC: 0.878672 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.878672 (0.0000) +Accuracy: 0.833057 (0.0000) +Positive precision: 0.704052 (0.0000) +Positive recall: 0.505980 (0.0000) +Negative precision: 0.859436 (0.0000) +Negative recall: 0.934218 (0.0000) +Log-loss: 0.522096 (0.0000) +Log-loss reduction: 33.803636 (0.0000) +F1 Score: 0.588805 (0.0000) +AUPRC: 0.681234 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..a1bcdf2329 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.878672 0.833057 0.704052 0.50598 0.859436 0.934218 0.522096 33.80363 0.588805 0.681234 0.25 + + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/dt:+;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..56e19c7d7d --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,9 @@ + +Per-feature gain summary for the boosted tree ensemble: + relationship.Not-in-family 1 + education.Bachelors 0.739210160447933 + occupation.Adm-clerical 0.619514507984866 + marital-status.Never-married 0.478823481036688 + workclass.State-gov 0.178910813028999 + native-country.United-States 0.149840287997728 + sex.Male 0.0407163800778101 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..20c91e2430 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,1431 @@ +[TreeEnsemble] +Inputs=76 +Evaluators=102 + +[Input:1] +Name=relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=education.Some-college +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=education.Assoc-acdm +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=education.Assoc-voc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=education.12th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=marital-status.Divorced +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=marital-status.Married-spouse-absent +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=marital-status.Separated +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=marital-status.Widowed +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=native-country.South +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=relationship.Unmarried +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:53] +Name=native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:54] +Name=native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:55] +Name=native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:56] +Name=native-country.Portugal +Transform=Linear +Slope=1 +Intercept=0 + +[Input:57] +Name=native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:58] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:59] +Name=occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:60] +Name=native-country.El-Salvador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:61] +Name=native-country.Guatemala +Transform=Linear +Slope=1 +Intercept=0 + +[Input:62] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:63] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:64] +Name=education.5th-6th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:65] +Name=native-country.Ecuador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:66] +Name=native-country.Trinadad&Tobago +Transform=Linear +Slope=1 +Intercept=0 + +[Input:67] +Name=native-country.India +Transform=Linear +Slope=1 +Intercept=0 + +[Input:68] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:69] +Name=native-country.Columbia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:70] +Name=native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:71] +Name=native-country.Greece +Transform=Linear +Slope=1 +Intercept=0 + +[Input:72] +Name=native-country.Vietnam +Transform=Linear +Slope=1 +Intercept=0 + +[Input:73] +Name=native-country.Puerto-Rico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:74] +Name=native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:75] +Name=native-country.China +Transform=Linear +Slope=1 +Intercept=0 + +[Input:76] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:7 I:8 I:9 I:10 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:1 E:2 E:3 E:4 +SplitGain=299.349536172202 117.328064744104 30.7087600234943 18.401911504449 +GainPValue=0.000e00 0.000e00 8.607e-109 5.989e-66 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.932792093187434 -0.505482281900524 0.447202166064982 -0.0584737363726462 -0.613755158184319 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:8 I:9 I:10 I:11 I:13 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:4 I:5 I:6 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:6 E:7 E:8 E:9 +SplitGain=170.365622718641 70.4706351163656 18.8387908572534 14.2035510970234 +GainPValue=0.000e00 1.116e-266 1.265e-71 6.968e-76 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.716412605213184 -0.325118661504363 -0.000491740443378543 0.435122183462617 -0.200133664248166 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 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3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:73] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:7 I:8 I:10 I:21 I:22 I:11 I:12 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:74] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:4 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:75] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:71 E:72 E:73 E:74 +SplitGain=2.14143144835361 1.77791097781534 1.40818584248308 1.21213645629425 +GainPValue=1.335e-17 4.594e-15 1.993e-10 2.663e-08 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.379851624020029 0.232016704575617 -0.0813753404955088 0.0191499266865706 0.249250816502984 + +[Evaluator:76] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + 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2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:85] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:81 E:82 E:83 E:84 +SplitGain=1.44926850631857 1.42204214364498 1.11317827009668 0.853494499832483 +GainPValue=1.888e-12 1.400e-09 1.123e-07 6.067e-06 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.187678369611858 -0.200250524937032 -0.170777870259623 -0.0312216281053825 0.0671363060607218 + +[Evaluator:86] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:4 I:5 I:6 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:87] +EvaluatorType=DecisionTree +NumInternalNodes=22 +SplitFeatures=I:30 I:31 I:67 I:33 I:68 I:53 I:37 I:38 I:39 I:40 I:41 I:69 I:54 I:70 I:55 I:56 I:60 I:43 I:44 I:71 I:72 I:57 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 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+SplitGain=1.14930304441967 0.954561233595639 0.842056681284487 0.830693409976143 +GainPValue=3.412e-10 1.712e-06 4.192e-08 5.194e-06 +LTEChild=2 -2 -1 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.201755472330053 -0.490349667579389 0.124510211763311 -0.291869158057424 0.013512019557442 + +[Evaluator:91] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:76 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:92] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:29 I:49 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:93] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:8 I:9 I:10 I:11 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:94] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:95] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:91 E:92 E:93 E:94 +SplitGain=0.979721592605985 1.68074648813806 2.94205704959136 1.38425413026648 +GainPValue=6.547e-09 6.697e-12 1.036e-27 8.437e-21 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.216575922845774 -0.0132672010405709 0.00421441903386958 0.421787123441201 0.0917775280852985 + +[Evaluator:96] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:7 I:8 I:9 I:10 I:21 I:22 I:59 I:11 I:12 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:97] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:98] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:68 I:35 I:39 I:40 I:60 I:43 I:61 I:45 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:99] +EvaluatorType=DecisionTree +NumInternalNodes=17 +SplitFeatures=I:30 I:31 I:35 I:36 I:37 I:38 I:39 I:40 I:41 I:42 I:65 I:70 I:74 I:43 I:75 I:44 I:47 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:100] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:96 E:97 E:98 E:99 +SplitGain=0.807822860281228 0.599601244486499 0.508819629518549 0.456733752133757 +GainPValue=1.304e-07 2.524e-05 4.794e-04 2.046e-04 +LTEChild=-1 3 -3 -2 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.136515079580065 -0.153111729661311 0.0980037636403251 0.692691446638963 0.0114093145460224 + +[Evaluator:101] +EvaluatorType=Aggregator +NumNodes=100 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ cat=+ nl=5 mil=5 iter=20 +C:4=FG:I29:relationship.Not-in-family:590.968537715078 +C:5=FG:I3:education.Bachelors:322.923919845272 +C:6=FG:I7:occupation.Adm-clerical:226.812676162678 +C:7=FG:I0:marital-status.Never-married:135.492494842666 +C:8=FG:I0:workclass.State-gov:18.9163586212859 +C:9=FG:I30:native-country.United-States:13.2684917424382 +C:10=FG:I76:sex.Male:0.979721592605985 + + +[Evaluator:102] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:101 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.txt new file mode 100644 index 0000000000..ddbc07f9be --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -6.970831 0.0297300667 0.043541927670665705 0 +1 0 -3.0182116 0.181071356 0.28819034429584872 0 +2 1 0.343181163 0.5427927 0.88152683554994671 1 +3 1 -2.13370538 0.256002069 1.965772627510129 0 +4 0 -7.322064 0.0250617359 0.036617228715022342 0 +5 0 -6.69432974 0.0339881256 0.049887171871270924 0 +6 0 -6.80279732 0.0322517827 0.047296349995114298 0 +7 1 2.85078359 0.806182265 0.31082204832897881 1 +8 0 -7.0235877 0.0289785173 0.042424880939944128 0 +9 0 -3.16214085 0.170643941 0.26993648183543417 0 +10 1 -2.41711664 0.229956239 2.1205687516221525 0 +11 0 0.884836 0.608835042 1.3541509589932967 1 +12 0 -6.36544943 0.03982102 0.058624743558470881 0 +13 0 -2.71699071 0.204484954 0.33003887847675434 0 +14 1 -2.41711664 0.229956239 2.1205687516221525 0 +15 1 3.39975381 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1.9200702890568686 1 +16279 0 -4.96282864 0.07717142 0.11586541388358597 0 +16280 1 3.11012173 0.8256435 0.27640914729135546 1 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..58e8aed7b1 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 28812 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,271 | 1,575 | 0.5905 + negative || 605 | 11,830 | 0.9513 + ||====================== +Precision || 0.7896 | 0.8825 | +OVERALL 0/1 ACCURACY: 0.866102 +LOG LOSS/instance: 0.444041 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 43.700253 +AUC: 0.915207 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.915207 (0.0000) +Accuracy: 0.866102 (0.0000) +Positive precision: 0.789638 (0.0000) +Positive recall: 0.590484 (0.0000) +Negative precision: 0.882507 (0.0000) +Negative recall: 0.951347 (0.0000) +Log-loss: 0.444041 (0.0000) +Log-loss reduction: 43.700253 (0.0000) +F1 Score: 0.675692 (0.0000) +AUPRC: 0.796570 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..cc86dfea07 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.915207 0.866102 0.789638 0.590484 0.882507 0.951347 0.444041 43.70025 0.675692 0.79657 0.25 + + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/dt:+;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..2eddb5af9c --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,13 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.relationship.Not-in-family 1 + Num.capital-gain 0.761219783957446 + Num.education-num 0.656701139604195 + Cat.occupation.Adm-clerical 0.577386633062597 + Num.age 0.379372072135393 + Num.capital-loss 0.364691086598689 + Cat.marital-status.Never-married 0.36340255883163 + Num.hours-per-week 0.305439789647081 + Cat.workclass.State-gov 0.112346256706314 + Cat.native-country.United-States 0.0938228515585001 + Cat.sex.Male 0.0572189773599782 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..69adf8763a --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.ini @@ -0,0 +1,805 @@ +[TreeEnsemble] +Inputs=52 +Evaluators=48 + +[Input:1] +Name=Cat.relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Cat.occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=Cat.occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=Cat.occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=Cat.occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=Cat.native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=Cat.native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=Cat.native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=Cat.native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=Cat.native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=Cat.native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=Cat.native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=Cat.native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=Cat.native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=Cat.native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=Cat.native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=Cat.native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=Cat.native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=Cat.native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=Cat.native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=Cat.native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=Cat.native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=Cat.native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=Cat.workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=Cat.workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=Cat.workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=Cat.relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=Cat.workclass.State-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=Cat.workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=Cat.native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=Cat.native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=Cat.native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=Cat.native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=Cat.native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=Cat.native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:1 I:3 I:4 I:4 +SplitGain=299.349536172202 117.328064744104 64.9970767918118 57.40306098806 +GainPValue=0.000e00 0.000e00 4.974e-228 1.258e-201 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.900240247111314 -0.399612521668196 0.447202166064982 0.924528301886792 0.961685823754789 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:3 E:4 I:4 I:4 +SplitGain=170.527113494263 85.1526896158653 36.9763305531509 25.8016004517518 +GainPValue=0.000e00 0.000e00 8.742e-200 5.551e-99 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 0.5 7073.5 5119 +Output=-0.713877100247629 -0.404200534589484 0.12836442804323 0.735352110615623 0.862547108505246 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:6 I:7 I:9 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:6 E:7 I:4 I:4 +SplitGain=99.4321414066683 52.7608833249345 31.1478459219829 22.3013070331456 +GainPValue=0.000e00 1.683e-215 2.334e-128 7.572e-172 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 5119 4668.5 +Output=-0.610289098621627 -0.28567204115126 0.29113906497364 0.781658636435264 0.474684433138406 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 E:9 I:14 I:4 +SplitGain=59.1465912146816 27.075304962824 23.1014679068823 16.6906817040948 +GainPValue=0.000e00 5.055e-183 8.899e-120 6.833e-73 +LTEChild=1 -1 -2 -3 +GTChild=2 3 -4 -5 +Threshold=12.5 0.5 29.5 5119 +Output=-0.590608827892645 -0.452367342039881 -0.219770301648656 0.202112412776231 0.653130893717131 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:6 I:7 I:8 I:15 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:14 E:11 +SplitGain=41.0962934861742 37.3968874958714 23.1935706193669 22.2953836137507 +GainPValue=2.462e-280 7.550e-251 6.662e-160 6.435e-124 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 1820.5 33.5 0.5 +Output=-0.501732214471328 0.649058496771196 0.634833670840568 -0.382050234162233 -0.00941203460087939 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:13 I:3 I:3 I:4 +SplitGain=34.0170324425036 26.7921845188943 7.9288224890476 7.73556292709226 +GainPValue=1.514e-250 1.087e-125 2.594e-41 1.653e-114 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 9.5 7.5 8296 +Output=-0.448788822287767 -0.506983187747205 0.173330491553255 -0.122777100626879 0.588681708331839 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:4 I:3 I:16 +SplitGain=25.0040024218378 11.4373720744224 9.52872170388475 9.02512656816842 +GainPValue=1.349e-193 4.948e-106 7.923e-55 5.609e-83 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 5119 12.5 1820.5 +Output=-0.315455749128155 -0.0365524548181645 0.487422152231768 0.301468725291567 0.380326578742269 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:16 E:17 I:14 I:3 +SplitGain=20.0791667168363 12.6024194668377 6.19724258209759 5.62303825745734 +GainPValue=7.848e-161 3.153e-62 1.627e-29 4.435e-99 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 27.5 14.5 +Output=-0.379761767036266 -0.117526884649891 -0.336515884547814 0.190308954587694 0.607263924835747 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:6 I:7 I:8 I:15 I:18 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 E:19 I:17 I:16 +SplitGain=14.9135633257685 10.4614256294162 7.45021223911712 5.67258120805054 +GainPValue=5.811e-123 1.299e-66 3.901e-41 4.460e-31 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=35.5 0.5 34.5 1881.5 +Output=-0.299024313227147 -0.192232307995943 -0.341743469097546 0.137444843815679 0.640075883467358 + +[Evaluator:21] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:14 I:4 I:16 +SplitGain=11.5671133993182 5.09407826708658 4.59605293496471 3.91434309268248 +GainPValue=8.820e-98 7.760e-34 8.470e-47 4.608e-40 +LTEChild=2 -2 3 -1 +GTChild=1 -3 -4 -5 +Threshold=10.5 27.5 4243.5 1820.5 +Output=-0.219735285505951 -0.323064279959849 0.141832920453876 0.3623017390548 0.304377698102001 + +[Evaluator:22] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:23] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:22 I:3 I:17 I:16 +SplitGain=11.2860924606882 8.24776164676284 6.38038975378307 4.04120341820875 +GainPValue=1.307e-96 4.718e-43 5.451e-32 8.859e-83 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 8.5 34.5 2384.5 +Output=-0.293790347105178 -0.330804094010031 -0.246950540441578 0.133336741539546 1.21421876464988 + +[Evaluator:24] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:4 I:14 I:14 +SplitGain=8.45371830402039 4.13549877701202 3.01857699621726 2.91554796287121 +GainPValue=6.690e-74 4.020e-45 6.736e-33 7.000e-19 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=41.5 5119 36.5 29.5 +Output=-0.318168922618415 -0.14830824102039 0.427550108450941 -0.0492331620059684 0.155274832497319 + +[Evaluator:25] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:7 I:9 I:10 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:26] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:27] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:5 I:8 I:15 I:19 I:18 I:20 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:28] +EvaluatorType=DecisionTree +NumInternalNodes=18 +SplitFeatures=I:21 I:22 I:23 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:32 I:33 I:34 I:35 I:36 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:29] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:25 E:26 E:27 E:28 +SplitGain=6.89430986663227 3.37238680768077 3.38676833873156 2.62073655569502 +GainPValue=3.874e-61 2.283e-36 3.045e-19 2.302e-14 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.363012895493256 0.107663490909166 -0.239199934983059 -0.424799190810327 0.0661062077898502 + +[Evaluator:30] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:16 I:16 +SplitGain=5.9790533538678 5.24931158316919 4.12389007508561 5.14094365301251 +GainPValue=1.024e-53 5.711e-46 2.073e-29 6.464e-26 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=7073.5 1820.5 1978.5 2218.5 +Output=-0.0747911205172027 0.527517859731928 0.613334250227604 -0.853697971716918 0.432443829878721 + +[Evaluator:31] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:39 I:40 I:41 I:42 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:32] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:6 I:7 I:8 I:15 I:11 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:33] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 I:3 E:31 E:32 +SplitGain=4.71753200976028 4.10183866656186 2.38915561424245 2.51383493592686 +GainPValue=3.480e-43 3.275e-30 4.982e-16 7.530e-17 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.326993745878901 -0.0816667503784696 -0.0466134714827566 0.0157247339142087 0.213800358300123 + +[Evaluator:34] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:43 I:1 I:2 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:35] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 E:34 I:3 I:14 +SplitGain=3.80642882527752 3.2166016584155 2.70909844369593 2.42187155476692 +GainPValue=2.043e-35 1.909e-26 9.306e-19 3.458e-16 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=37.5 0.5 7.5 43.5 +Output=-0.26700023441349 -0.259911066749232 -0.239205106600613 0.0293895662809673 0.166856577211143 + +[Evaluator:36] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:4 +SplitGain=3.44202872734181 2.53455163753851 3.02502100111169 6.25642185036121 +GainPValue=2.160e-32 3.153e-25 2.374e-29 1.065e-58 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=13.5 4243.5 3120 3048 +Output=-0.0595834298594704 0.203217377193547 0.325985520160946 -0.748218590665537 1.26081482731999 + +[Evaluator:37] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:38] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:44 I:39 I:40 I:41 I:45 I:42 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:39] +EvaluatorType=DecisionTree +NumInternalNodes=21 +SplitFeatures=I:21 I:22 I:46 I:47 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:48 I:33 I:49 I:34 I:35 I:50 I:51 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:40] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:37 E:38 E:39 I:17 +SplitGain=2.76990749018359 2.85768699192306 2.6131654964591 2.45186024474481 +GainPValue=1.365e-26 8.826e-17 1.686e-15 3.222e-56 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 44.5 +Output=-0.28953818012828 -0.162464029562202 -0.251725047242542 0.0961288818519496 0.145403221067833 + +[Evaluator:41] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:41 I:42 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:42] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:16 I:4 E:41 I:16 +SplitGain=2.47294210447596 2.41739829107517 2.25772280842896 2.04130889681107 +GainPValue=4.644e-24 1.357e-23 2.074e-21 3.557e-19 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=1748 7073.5 0.5 1978.5 +Output=-0.0606889085258169 0.520481338006278 0.473739322778525 0.193385479142504 -0.0835091996060329 + +[Evaluator:43] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:5 I:6 I:7 I:8 I:15 I:18 I:20 I:9 I:10 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:44] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:2 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:45] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:52 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:46] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:43 E:44 I:17 E:45 +SplitGain=2.14968971896814 1.97275392127306 1.92356604511711 1.94665288438867 +GainPValue=3.174e-21 4.932e-17 3.125e-17 3.489e-16 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 34.5 0.5 +Output=-0.212847240621963 -0.323143151284846 0.23216456980416 -0.17115345168945 0.0710589683277693 + +[Evaluator:47] +EvaluatorType=Aggregator +NumNodes=46 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ cat=+ nl=5 mil=5 iter=20 +C:4=FG:I43:Cat.relationship.Not-in-family:594.577313369658 +C:5=FG:I4:Num.capital-gain:344.531129777618 +C:6=FG:I3:Num.education-num:256.41526381175 +C:7=FG:I5:Cat.occupation.Adm-clerical:198.217404511063 +C:8=FG:I14:Num.age:85.5734512248175 +C:9=FG:I16:Num.capital-loss:79.0785380955359 +C:10=FG:I0:Cat.marital-status.Never-married:78.5207241638802 +C:11=FG:I17:Num.hours-per-week:55.4701778338978 +C:12=FG:I44:Cat.workclass.State-gov:7.50456541459447 +C:13=FG:I21:Cat.native-country.United-States:5.23390205215412 +C:14=FG:I52:Cat.sex.Male:1.94665288438867 + + +[Evaluator:48] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:47 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.txt new file mode 100644 index 0000000000..a2fe9bf397 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -6.954933 0.02996022 0.043884184441735807 0 +1 0 -2.694777 0.206297651 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0.85471866064961111 0 +16272 0 -3.08438563 0.176216736 0.27966327897293414 0 +16273 0 -7.238839 0.026098825 0.038152710285078308 0 +16274 0 -4.619191 0.09033137 0.13658698940745284 0 +16275 0 -4.789173 0.08358643 0.12592927626651149 0 +16276 0 -3.84074974 0.127819777 0.19730181695636767 0 +16277 0 -6.49810266 0.0373609923 0.05493321002194549 0 +16278 0 2.61538124 0.7871265 2.2319316056544678 1 +16279 0 -2.21231174 0.248588249 0.41232441722166591 0 +16280 1 2.4329865 0.7714458 0.37436327476442671 1 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-out.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-out.txt new file mode 100644 index 0000000000..743d238d0f --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 14688 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,982 | 1,864 | 0.5153 + negative || 895 | 11,540 | 0.9280 + ||====================== +Precision || 0.6889 | 0.8609 | +OVERALL 0/1 ACCURACY: 0.830539 +LOG LOSS/instance: 0.537244 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 31.883066 +AUC: 0.871960 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.871960 (0.0000) +Accuracy: 0.830539 (0.0000) +Positive precision: 0.688912 (0.0000) +Positive recall: 0.515341 (0.0000) +Negative precision: 0.860937 (0.0000) +Negative recall: 0.928026 (0.0000) +Log-loss: 0.537244 (0.0000) +Log-loss reduction: 31.883066 (0.0000) +F1 Score: 0.589618 (0.0000) +AUPRC: 0.670582 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..223deba28d --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.87196 0.830539 0.688912 0.515341 0.860937 0.928026 0.537244 31.88307 0.589618 0.670582 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/dt:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..a98b008349 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,31 @@ + +Per-feature gain summary for the boosted tree ensemble: + marital-status.Married-civ-spouse 1 + occupation.Exec-managerial 0.399117896915284 + occupation.Prof-specialty 0.391227805213273 + education.Bachelors 0.334466450228397 + education.Masters 0.287494503306969 + education.Prof-school 0.204600035294214 + education.Doctorate 0.187985462587772 + occupation.Sales 0.150856624152445 + occupation.Other-service 0.147997280910012 + relationship.Own-child 0.137529286784067 + marital-status.Never-married 0.131366568817433 + education.7th-8th 0.122497278808477 + workclass.Self-emp-inc 0.119940186278871 + education.HS-grad 0.113890497534289 + occupation.Tech-support 0.104801559978143 + workclass.Self-emp-not-inc 0.0911869726068162 + native-country.Mexico 0.081461599208144 + workclass.Federal-gov 0.0785782301236086 + sex.Male 0.0783006369313957 + relationship.Wife 0.0749144815167656 + education.11th 0.0746051436850124 + occupation.Handlers-cleaners 0.0601209002480329 + native-country.United-States 0.0593295291546631 + occupation.Farming-fishing 0.0583149634881263 + education.10th 0.0544727793656118 + education.9th 0.052272828491541 + workclass.Local-gov 0.0519635659099365 + occupation.? 0.0479530108171804 + occupation.Protective-serv 0.0451534478142547 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..f454ce7329 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,451 @@ +[TreeEnsemble] +Inputs=29 +Evaluators=22 + +[Input:1] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=marital-status.Never-married +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=relationship.Own-child +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=education.11th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Handlers-cleaners +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=education.10th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=education.9th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:4 +SplitGain=294.299106481087 42.5187683342814 58.3812153320279 22.4000043395221 +GainPValue=0.000e00 6.761e-150 4.759e-205 7.136e-80 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.869320443559852 -0.391417991722936 0.417685794920038 0.363338788870704 0.184640522875817 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:5 I:2 +SplitGain=167.437292720849 25.3823855551435 28.5262466577382 18.7830248947005 +GainPValue=0.000e00 3.761e-96 4.039e-108 9.158e-72 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.686792661289335 -0.269390617148156 0.267665520447799 0.4927995268135 0.31544438541753 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:6 +SplitGain=97.3600062650529 19.6286098269084 20.1826380626597 10.0755335380731 +GainPValue=0.000e00 9.840e-78 5.667e-80 1.285e-40 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.578173812512581 -0.257195936559698 0.272032599024219 0.239680281343483 0.0909095554109074 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:5 +SplitGain=57.0958395414738 11.1049327512301 11.4405241417092 6.89034067601241 +GainPValue=0.000e00 5.729e-46 2.663e-47 1.886e-63 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.521920296456676 -0.154264061232834 0.208125423616283 0.185200776648311 0.00261960774060565 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:8 I:9 +SplitGain=33.7020069693962 9.09599593883742 8.86936658827383 8.28035319173172 +GainPValue=5.419e-206 1.962e-38 3.488e-37 5.793e-35 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.438271647903493 0.0833421030769605 -0.503347184532252 -0.167628356780123 -0.602121873157792 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:10 I:11 I:4 +SplitGain=19.7841924096053 6.88261464533805 6.93151491048692 6.8234046529017 +GainPValue=4.008e-127 5.920e-84 4.382e-87 1.171e-29 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.408584755698481 -0.0717518569942206 1.21664644372014 1.01605633343994 0.161494109797769 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:2 I:1 I:12 +SplitGain=13.3030995767785 11.7341580287183 7.42126152011574 6.02352004186463 +GainPValue=1.375e-88 6.384e-83 1.181e-56 2.360e-26 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.447124287869616 0.145352063757923 0.0876336111877139 -0.11300848959981 0.417542433996605 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:11 I:4 I:10 +SplitGain=10.5740673666927 10.6638209576438 10.9908072859971 9.14058758371496 +GainPValue=2.086e-72 6.779e-75 4.653e-78 1.759e-70 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.235658115828032 0.29224446160209 0.506623639204746 0.0829446648234297 0.506539395235378 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:14 I:5 I:4 +SplitGain=9.43671638935504 6.03585700764115 4.41763714621388 4.93130873255693 +GainPValue=4.268e-66 3.899e-33 5.094e-25 5.680e-28 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0970107868652405 -0.364041134937991 0.346778165412 0.251491817836059 0.121344704102463 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:11 I:3 I:6 +SplitGain=7.28360237680972 5.36894758949605 5.17661493538027 3.75111981832003 +GainPValue=5.132e-52 7.513e-34 6.813e-33 2.032e-25 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.109793974793261 -0.499844487240103 0.433913064595084 0.144303055661669 0.121950126876137 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:16 I:17 I:18 +SplitGain=5.15124216846535 4.53757157352664 3.80588067137575 3.82505221978123 +GainPValue=1.155e-37 5.385e-21 1.003e-17 1.070e-17 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.218306401873434 0.0732893562350924 -0.549732056281015 -0.453476677678059 -0.16455508074912 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=4.43667027929428 4.01791355638177 3.76702389663938 4.03842343798066 +GainPValue=6.741e-33 3.393e-30 3.924e-29 2.230e-31 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.129663130864859 0.455628999926891 0.216210349956228 0.345444861377412 0.0773316660336608 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:7 I:19 I:14 +SplitGain=3.86137415955316 3.97255088072979 2.73839035933241 2.4352227162193 +GainPValue=5.093e-29 6.595e-26 2.038e-17 8.796e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.00472486436038244 -0.454938103217558 -0.360702755021077 0.366137337157951 0.248418155503345 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:20 I:21 I:22 I:23 +SplitGain=2.88845665846318 2.48362143135338 2.47154530227059 2.32529276979841 +GainPValue=2.976e-22 5.462e-34 4.945e-16 9.911e-15 +LTEChild=1 -1 3 -2 +GTChild=2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.285494013488433 0.0469728771270335 0.093398585262747 -0.361618321142242 -0.29521816382921 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=2.35578824933546 2.09048431624114 1.89260765619257 1.92685146914933 +GainPValue=1.601e-18 1.016e-16 1.212e-15 5.231e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0854245610053623 0.358336892781762 0.171085728554012 0.267780965134462 0.0636925198826974 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:24 I:25 I:9 +SplitGain=2.36342846162032 2.40690765756212 2.02897499503516 1.98019365689477 +GainPValue=1.263e-18 1.261e-14 2.016e-12 4.728e-12 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.165816385021076 -0.215931859997512 0.0619244447566189 -0.354023607117694 -0.413879300261742 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:7 I:15 I:26 I:27 +SplitGain=1.90846242529469 1.78828341380109 1.86839899969161 1.57235058217868 +GainPValue=2.168e-15 1.383e-13 1.650e-12 1.055e-10 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=0.0440719511232749 -0.321797181351898 -0.38309433090966 -0.465546314036841 -0.212365893750338 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:19 I:14 I:28 I:29 +SplitGain=1.48364737450348 1.36556674757787 1.39411776201509 1.84635632037318 +GainPValue=2.437e-12 1.395e-11 5.286e-12 2.394e-10 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0380948011378049 0.246153819998552 0.174692240145682 -0.0744647857312049 0.623160318329263 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:18 I:12 I:1 +SplitGain=1.32863687557384 1.86063834302962 1.48670791939004 1.53099048014264 +GainPValue=3.113e-11 5.083e-11 4.123e-13 1.889e-10 +LTEChild=2 -2 -1 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0390680430630789 0.136962804819894 -0.248653246809081 0.00254755779029023 0.357035479599849 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:20 I:6 I:21 +SplitGain=1.3481906252671 1.30380339386305 1.73466526075647 1.35388557466624 +GainPValue=2.106e-11 3.877e-11 6.400e-12 3.694e-20 +LTEChild=1 3 -3 -1 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.229699594015111 0.292581755486681 -0.00173060366512037 0.166342171792861 0.0826512756759775 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ nl=5 mil=5 iter=20 +C:4=FG:I1:marital-status.Married-civ-spouse:683.781938556188 +C:5=FG:I3:occupation.Exec-managerial:108.923109297899 +C:6=FG:I2:occupation.Prof-specialty:104.659113462069 +C:7=FG:I4:education.Bachelors:76.4931854732513 +C:8=FG:I5:education.Masters:56.5166897192802 +C:9=FG:I11:education.Prof-school:28.6239150104588 +C:10=FG:I10:education.Doctorate:24.1638513829499 +C:11=FG:I6:occupation.Sales:15.5613186171496 +C:12=FG:I7:occupation.Other-service:14.9770092448619 +C:13=FG:I15:relationship.Own-child:12.933259950164 +C:14=FG:I13:marital-status.Never-married:11.8001448509754 +C:15=FG:I9:education.7th-8th:10.2605468486265 +C:16=FG:I14:workclass.Self-emp-inc:9.83664647143832 +C:17=FG:I8:education.HS-grad:8.86936658827383 +C:18=FG:I12:occupation.Tech-support:7.51022796125467 +C:19=FG:I18:workclass.Self-emp-not-inc:5.68569056281085 +C:20=FG:I16:native-country.Mexico:4.53757157352664 +C:21=FG:I19:workclass.Federal-gov:4.22203773383588 +C:22=FG:I20:sex.Male:4.19226005232623 +C:23=FG:I21:relationship.Wife:3.83750700601963 +C:24=FG:I17:education.11th:3.80588067137575 +C:25=FG:I22:occupation.Handlers-cleaners:2.47154530227059 +C:26=FG:I24:native-country.United-States:2.40690765756212 +C:27=FG:I23:occupation.Farming-fishing:2.32529276979841 +C:28=FG:I25:education.10th:2.02897499503516 +C:29=FG:I26:education.9th:1.86839899969161 +C:30=FG:I29:workclass.Local-gov:1.84635632037318 +C:31=FG:I27:occupation.?:1.57235058217868 +C:32=FG:I28:occupation.Protective-serv:1.39411776201509 + + +[Evaluator:22] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:21 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.txt new file mode 100644 index 0000000000..3185d79eaa --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -6.56901073 0.03610659 0.05305447709253748 0 +1 0 -2.28175855 0.242158964 0.40003283359419728 0 +2 1 -1.027342 0.374333352 1.4176045016167353 0 +3 1 -1.68859708 0.300630242 1.7339379517053601 0 +4 0 -7.12944651 0.0275257081 0.040267982998099902 0 +5 0 -6.02342749 0.0468994826 0.069299720945249971 0 +6 0 -5.558018 0.05846908 0.086919620107902482 0 +7 1 2.61878276 0.7874113 0.34481072871928509 1 +8 0 -6.58386326 0.03584902 0.052669013569364417 0 +9 0 -2.84986472 0.193889514 0.31095050521574696 0 +10 1 -1.93956757 0.2749236 1.8628973766013937 0 +11 0 1.20594454 0.646336 1.4995488001777548 1 +12 0 -5.86201668 0.0506418236 0.074975601020249333 0 +13 0 -2.19600534 0.250114322 0.41525742452365944 0 +14 1 -1.93956757 0.2749236 1.8628973766013937 0 +15 1 2.88724518 0.809015 0.30576168563571404 1 +16 0 -6.50771332 0.0371885523 0.054674799550880233 0 +17 0 -1.80875993 0.288151234 0.49035732599552412 0 +18 0 -5.31712961 0.06546308 0.097676435943255563 0 +19 1 2.5801475 0.78415966 0.35078066793374985 1 +20 1 1.47748816 0.676721156 0.56336660413088202 1 +21 0 -7.06814957 0.0283580963 0.04150338484481475 0 +22 0 -6.04937124 0.0463230349 0.068427423821335154 0 +23 0 -4.092108 0.114451721 0.17535713231776359 0 +24 0 1.820862 0.713088334 1.8013214627670737 1 +25 1 -2.177412 0.251862019 1.9892945142926486 0 +26 0 -6.56901073 0.03610659 0.05305447709253748 0 +27 0 -4.756694 0.08483882 0.12790224271985903 0 +28 0 -1.93956757 0.2749236 0.4637950632469201 0 +29 0 -4.766823 0.08444644 0.1272838048599631 0 +30 1 0.6462661 0.5800876 0.78565730908261366 1 +31 0 -6.03897667 0.04655318 0.068775622123937522 0 +32 0 -4.227049 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0.768388569 0.38009203743714948 1 +16255 1 2.88724518 0.809015 0.30576168563571404 1 +16256 0 -6.56901073 0.03610659 0.05305447709253748 0 +16257 0 -3.38480663 0.155460045 0.24376241621886366 0 +16258 0 -1.72496712 0.29682073 0.50803555493376407 0 +16259 0 -5.085386 0.07291892 0.10923257897805969 0 +16260 0 -5.63027239 0.0565117039 0.083923473439387788 0 +16261 1 2.85662723 0.8066384 0.31000597294349863 1 +16262 0 -1.93956757 0.2749236 0.4637950632469201 0 +16263 0 -6.56901073 0.03610659 0.05305447709253748 0 +16264 0 -5.098885 0.0724639446 0.10852473121144858 0 +16265 1 2.30153561 0.7596511 0.39659109283858296 1 +16266 0 -5.31712961 0.06546308 0.097676435943255563 0 +16267 0 -5.86201668 0.0506418236 0.074975601020249333 0 +16268 0 -4.221936 0.108035341 0.16494154523361623 0 +16269 0 -2.34815884 0.2361184 0.38857906535725117 0 +16270 0 -1.93956757 0.2749236 0.4637950632469201 0 +16271 0 -1.19164515 0.3553 0.63330013210138425 0 +16272 0 -1.93956757 0.2749236 0.4637950632469201 0 +16273 0 -7.06814957 0.0283580963 0.04150338484481475 0 +16274 0 -3.475212 0.14961727 0.23381579607813541 0 +16275 0 -5.359538 0.0641777441 0.095693555323167784 0 +16276 0 -3.88930178 0.125137791 0.19287228491441777 0 +16277 0 -5.01313162 0.0753991753 0.11309744547612464 0 +16278 0 1.820862 0.713088334 1.8013214627670737 1 +16279 0 -5.131054 0.07139027 0.10685569914648418 0 +16280 1 3.00100183 0.8176492 0.29044611073288745 1 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..3bfe5092e9 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 38484 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,134 | 1,712 | 0.5549 + negative || 535 | 11,900 | 0.9570 + ||====================== +Precision || 0.7996 | 0.8742 | +OVERALL 0/1 ACCURACY: 0.861986 +LOG LOSS/instance: 0.450406 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 42.893168 +AUC: 0.912085 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.912085 (0.0000) +Accuracy: 0.861986 (0.0000) +Positive precision: 0.799550 (0.0000) +Positive recall: 0.554862 (0.0000) +Negative precision: 0.874229 (0.0000) +Negative recall: 0.956976 (0.0000) +Log-loss: 0.450406 (0.0000) +Log-loss reduction: 42.893168 (0.0000) +F1 Score: 0.655104 (0.0000) +AUPRC: 0.791477 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..58c8c58637 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.912085 0.861986 0.79955 0.554862 0.874229 0.956976 0.450406 42.89317 0.655104 0.791477 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/dt:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..8de3f919bb --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,17 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.marital-status.Married-civ-spouse 1 + Num.capital-gain 0.709672534767204 + Num.education-num 0.709133593878877 + Num.age 0.380240398705399 + Num.capital-loss 0.354596462689518 + Num.hours-per-week 0.301481399204752 + Cat.occupation.Exec-managerial 0.207062863847128 + Cat.occupation.Prof-specialty 0.167862007507273 + Cat.relationship.Wife 0.0974867426392215 + Cat.occupation.Other-service 0.096791509486728 + Cat.occupation.Farming-fishing 0.0829845451213885 + Cat.workclass.Self-emp-not-inc 0.0788146487722663 + Cat.sex.Female 0.0626710315081439 + Cat.sex.Male 0.0545558527537554 + Cat.workclass.Federal-gov 0.0533841807201977 diff --git a/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..990a3e77b2 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.ini @@ -0,0 +1,353 @@ +[TreeEnsemble] +Inputs=15 +Evaluators=22 + +[Input:1] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.sex.Female +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=294.299106481087 118.100811450287 64.0102929752946 58.3869361257031 +GainPValue=0.000e00 0.000e00 1.343e-224 4.770e-205 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.901701979854116 -0.406553762902094 0.438353099127322 0.929260450160772 0.958333333333333 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=167.667475313771 68.8332970983035 36.4177482237038 31.3583067745444 +GainPValue=0.000e00 3.374e-264 3.808e-197 2.639e-119 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 9.5 7073.5 5119 +Output=-0.715164498946646 -0.392362416369084 0.0725129573879341 0.739557143577494 0.860762469439438 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=97.8101828433035 46.7054776984794 26.4434502396873 21.6559292326741 +GainPValue=0.000e00 6.022e-190 3.277e-108 1.394e-167 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 5119 4668.5 +Output=-0.611437726669248 -0.258490785378095 0.291215392025802 0.7454061807958 0.469967201839421 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:4 I:2 +SplitGain=57.7229999621142 30.8718612882414 32.0998886645965 19.3374808140387 +GainPValue=0.000e00 1.881e-131 1.958e-130 1.120e-79 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 5119 1820.5 8.5 +Output=-0.513055149027374 -0.59373206578609 0.688716819523825 0.727405673388719 -0.0911909744415138 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:1 I:2 +SplitGain=41.6340374854078 30.5611721016123 14.2499131784555 9.7585450835919 +GainPValue=4.820e-282 2.084e-171 1.353e-86 4.186e-43 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=33.5 12.5 0.5 7.5 +Output=-0.48025872615347 -0.464758938087947 0.234026448350766 -0.441555380128441 0.0180831081146983 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:6 I:4 I:2 +SplitGain=32.4069917499524 25.7563683604722 11.0304850976332 9.55746460289926 +GainPValue=3.484e-234 4.662e-183 1.503e-93 2.959e-50 +LTEChild=1 2 -1 -3 +GTChild=-2 3 -4 -5 +Threshold=7073.5 41.5 1820.5 12.5 +Output=-0.352054523788909 0.635525728739373 -0.093009131730317 0.406691130777281 0.252192249446907 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:7 I:8 I:3 +SplitGain=24.8554628479292 17.7117768384401 13.9319321265183 8.80623080663215 +GainPValue=1.586e-188 5.114e-110 1.002e-90 1.148e-60 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=29.5 0.5 0.5 4243.5 +Output=-0.474702982009388 -0.203884649867752 0.306057252338979 0.209197213528201 0.423180301918843 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:6 I:2 I:3 +SplitGain=21.6523956595699 10.817502792889 8.62928502663664 7.18281655495603 +GainPValue=1.002e-170 1.899e-53 2.063e-42 4.403e-124 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 34.5 9.5 8296 +Output=-0.382414969522669 -0.35405194150773 -0.058558379857743 0.18081329995712 0.621324063712475 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:3 I:5 I:6 +SplitGain=13.3472702726635 12.0206709157638 9.02893510974639 6.68024579563898 +GainPValue=9.480e-109 7.778e-100 4.321e-73 2.833e-40 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=1820.5 5119 36.5 34.5 +Output=-0.310905267892548 0.506156201829147 0.489743618969958 -0.37696184573459 0.018073665267889 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:2 I:8 +SplitGain=11.8606362393948 6.50864261859431 5.88703282917087 5.03682141620357 +GainPValue=5.959e-99 8.246e-34 5.620e-113 1.175e-26 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 14.5 0.5 +Output=-0.323811180899341 -0.0449203602333366 0.274650974085802 0.801532107472674 0.215926301386389 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:4 I:2 +SplitGain=9.7852972836942 3.95764415675247 3.67508119940003 3.57101243113018 +GainPValue=3.285e-83 4.476e-42 5.653e-23 4.659e-41 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 0.5 1846 13.5 +Output=-0.216714155627173 0.084240406697455 0.174823725578033 0.583549531786137 0.166587930399255 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:10 I:11 +SplitGain=8.12193065815479 6.02539348102632 2.75550446889464 2.644037767075 +GainPValue=4.460e-70 5.666e-42 1.186e-17 4.998e-17 +LTEChild=-1 -2 3 -3 +GTChild=1 2 -4 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.380364142362332 -0.105962068637598 0.158647945220563 -0.446399635486471 -0.0209253188054733 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:2 I:12 +SplitGain=5.59930446872471 4.76877260434731 4.40568324567492 4.1816517101478 +GainPValue=2.503e-49 2.397e-99 6.634e-24 1.253e-21 +LTEChild=1 -1 -2 -4 +GTChild=2 -3 3 -5 +Threshold=0.5 2384.5 7.5 0.5 +Output=-0.232279011066231 -0.28007263293673 1.60817406145793 0.107350426047204 -0.173066242348651 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:7 I:4 I:4 +SplitGain=5.33439752247135 4.64237664019013 3.0714019169162 4.74527465194238 +GainPValue=1.708e-47 2.732e-40 4.307e-29 1.505e-31 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 0.5 1820.5 1978.5 +Output=-0.106721805210221 0.525886669229277 0.16315116048356 0.622016200304443 -0.277138196037719 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:13 I:6 I:2 +SplitGain=4.48623473571412 3.97654793151416 3.15172665073523 2.49180677790583 +GainPValue=1.414e-40 2.981e-29 1.986e-22 3.145e-17 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=27.5 0.5 35.5 13.5 +Output=-0.362544963722415 -0.176740305990929 -0.377452366171394 0.054820476873082 0.271879102414196 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:3 I:10 +SplitGain=3.47260272135514 2.44007375626571 1.94048647545972 1.88033516424215 +GainPValue=4.823e-32 6.987e-28 2.824e-24 5.808e-13 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=41.5 0.5 5119 0.5 +Output=-0.127274351718987 0.111473598931943 0.17932837926562 0.390288493776398 -0.299283879017409 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:5 I:13 I:14 +SplitGain=3.16283260806698 2.64593159974967 2.33024386771681 2.00362603227565 +GainPValue=1.867e-29 6.597e-19 2.491e-16 1.152e-13 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=36.5 61.5 0.5 0.5 +Output=-0.132776461758213 -0.0356910564150247 -0.200266342792407 -0.318438070291119 0.138885545856449 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:2 I:1 I:4 I:4 +SplitGain=2.84718256940995 2.32226996679624 2.42859489965973 5.18602229459525 +GainPValue=8.231e-27 4.031e-26 1.901e-14 3.717e-29 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=10.5 0.5 2001.5 1846 +Output=-0.312699436179018 0.0860928523442455 0.0118420761102656 -0.644252861743327 0.715985659447719 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:15 +SplitGain=2.20311980767854 2.17343626029474 2.11905613365382 1.91848820143937 +GainPValue=3.035e-21 2.639e-20 8.464e-20 4.757e-18 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=7073.5 1748 1622.5 0.5 +Output=-0.0444436066569697 0.480513008822338 0.285600777679608 -0.795708775736221 0.314052221677765 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:6 I:5 +SplitGain=1.91661583747929 1.81284134568166 1.52267209555163 1.47886144715612 +GainPValue=8.976e-19 9.220e-15 6.419e-12 3.896e-11 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=26.5 8.5 34.5 43.5 +Output=-0.333239005602936 -0.218772334914379 -0.157424825031833 0.0156667774541569 0.127788027625646 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ nl=5 mil=5 iter=20 +C:4=FG:I1:Cat.marital-status.Married-civ-spouse:673.184284113217 +C:5=FG:I3:Num.capital-gain:339.039238692763 +C:6=FG:I2:Num.education-num:338.524486555849 +C:7=FG:I5:Num.age:97.3308423294044 +C:8=FG:I4:Num.capital-loss:84.6452839957027 +C:9=FG:I6:Num.hours-per-week:61.1864157003364 +C:10=FG:I7:Cat.occupation.Exec-managerial:28.8627960972245 +C:11=FG:I8:Cat.occupation.Prof-specialty:18.9687535427219 +C:12=FG:I9:Cat.relationship.Wife:6.39771791301818 +C:13=FG:I13:Cat.occupation.Other-service:6.30679179923097 +C:14=FG:I10:Cat.occupation.Farming-fishing:4.63583963313679 +C:15=FG:I12:Cat.workclass.Self-emp-not-inc:4.1816517101478 +C:16=FG:I11:Cat.sex.Female:2.644037767075 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-3.14339256 0.1719747 0.2722532518813281 0 +16273 0 -7.31456375 0.025153527 0.036753065906424805 0 +16274 0 -4.418917 0.09890431 0.15024777933918768 0 +16275 0 -4.926588 0.0784718 0.11789978335603631 0 +16276 0 -3.965812 0.1210094 0.18608036098424102 0 +16277 0 -5.613962 0.0569480956 0.084590917605942118 0 +16278 0 2.42713237 0.770929337 2.126135387017952 1 +16279 0 -1.21491992 0.352638841 0.62735728623045062 0 +16280 1 2.251949 0.755095243 0.40526946555894283 1 diff --git a/test/BaselineOutput/SingleDebug/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt b/test/BaselineOutput/SingleDebug/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt index e1757ca7ed..7ba740a800 100644 --- a/test/BaselineOutput/SingleDebug/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt +++ b/test/BaselineOutput/SingleDebug/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt @@ -84,7 +84,7 @@ Virtual memory usage(MB): %Number% [2] (%Time%) 15 iterations Loss: 0.0965999141335487 Improvement: 0.0104 [2] (%Time%) 16 iterations Loss: 0.0845445916056633 Improvement: 0.01164 [2] (%Time%) 17 iterations Loss: 0.0804415196180344 Improvement: 0.005987 -[2] (%Time%) 18 iterations Loss: 0.0746645256876946 Improvement: 0.00583 +[2] (%Time%) 18 iterations Loss: 0.0746645256876945 Improvement: 0.00583 [2] (%Time%) 19 iterations Loss: 0.0737897828221321 Improvement: 0.002113 [2] (%Time%) 20 iterations Loss: 0.0732892006635666 Improvement: 0.0009038 [2] 'LBFGS Optimizer' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-out.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-out.txt new file mode 100644 index 0000000000..5a21f19b1c --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 4980 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,982 | 1,864 | 0.5153 + negative || 895 | 11,540 | 0.9280 + ||====================== +Precision || 0.6889 | 0.8609 | +OVERALL 0/1 ACCURACY: 0.830539 +LOG LOSS/instance: 0.537244 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 31.883066 +AUC: 0.871960 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.871960 (0.0000) +Accuracy: 0.830539 (0.0000) +Positive precision: 0.688912 (0.0000) +Positive recall: 0.515341 (0.0000) +Negative precision: 0.860937 (0.0000) +Negative recall: 0.928026 (0.0000) +Log-loss: 0.537244 (0.0000) +Log-loss reduction: 31.883066 (0.0000) +F1 Score: 0.589618 (0.0000) +AUPRC: 0.670582 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..e1589567f7 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.87196 0.830539 0.688912 0.515341 0.860937 0.928026 0.537244 31.88307 0.589618 0.670582 0.25 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..a98b008349 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,31 @@ + +Per-feature gain summary for the boosted tree ensemble: + marital-status.Married-civ-spouse 1 + occupation.Exec-managerial 0.399117896915284 + occupation.Prof-specialty 0.391227805213273 + education.Bachelors 0.334466450228397 + education.Masters 0.287494503306969 + education.Prof-school 0.204600035294214 + education.Doctorate 0.187985462587772 + occupation.Sales 0.150856624152445 + occupation.Other-service 0.147997280910012 + relationship.Own-child 0.137529286784067 + marital-status.Never-married 0.131366568817433 + education.7th-8th 0.122497278808477 + workclass.Self-emp-inc 0.119940186278871 + education.HS-grad 0.113890497534289 + occupation.Tech-support 0.104801559978143 + workclass.Self-emp-not-inc 0.0911869726068162 + native-country.Mexico 0.081461599208144 + workclass.Federal-gov 0.0785782301236086 + sex.Male 0.0783006369313957 + relationship.Wife 0.0749144815167656 + education.11th 0.0746051436850124 + occupation.Handlers-cleaners 0.0601209002480329 + native-country.United-States 0.0593295291546631 + occupation.Farming-fishing 0.0583149634881263 + education.10th 0.0544727793656118 + education.9th 0.052272828491541 + workclass.Local-gov 0.0519635659099365 + occupation.? 0.0479530108171804 + occupation.Protective-serv 0.0451534478142547 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..45d9b11907 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,451 @@ +[TreeEnsemble] +Inputs=29 +Evaluators=22 + +[Input:1] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=marital-status.Never-married +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=relationship.Own-child +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=education.11th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Handlers-cleaners +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=education.10th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=education.9th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:4 +SplitGain=294.299106481087 42.5187683342814 58.3812153320279 22.4000043395221 +GainPValue=0.000e00 6.761e-150 4.759e-205 7.136e-80 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.869320443559852 -0.391417991722936 0.417685794920038 0.363338788870704 0.184640522875817 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:5 I:2 +SplitGain=167.437292720849 25.3823855551435 28.5262466577382 18.7830248947005 +GainPValue=0.000e00 3.761e-96 4.039e-108 9.158e-72 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.686792661289335 -0.269390617148156 0.267665520447799 0.4927995268135 0.31544438541753 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:6 +SplitGain=97.3600062650529 19.6286098269084 20.1826380626597 10.0755335380731 +GainPValue=0.000e00 9.840e-78 5.667e-80 1.285e-40 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.578173812512581 -0.257195936559698 0.272032599024219 0.239680281343483 0.0909095554109074 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:5 +SplitGain=57.0958395414738 11.1049327512301 11.4405241417092 6.89034067601241 +GainPValue=0.000e00 5.729e-46 2.663e-47 1.886e-63 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.521920296456676 -0.154264061232834 0.208125423616283 0.185200776648311 0.00261960774060565 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:8 I:9 +SplitGain=33.7020069693962 9.09599593883742 8.86936658827383 8.28035319173172 +GainPValue=5.419e-206 1.962e-38 3.488e-37 5.793e-35 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.438271647903493 0.0833421030769605 -0.503347184532252 -0.167628356780123 -0.602121873157792 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:10 I:11 I:4 +SplitGain=19.7841924096053 6.88261464533805 6.93151491048692 6.8234046529017 +GainPValue=4.008e-127 5.920e-84 4.382e-87 1.171e-29 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.408584755698481 -0.0717518569942206 1.21664644372014 1.01605633343994 0.161494109797769 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:2 I:1 I:12 +SplitGain=13.3030995767785 11.7341580287183 7.42126152011574 6.02352004186463 +GainPValue=1.375e-88 6.384e-83 1.181e-56 2.360e-26 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.447124287869616 0.145352063757923 0.0876336111877139 -0.11300848959981 0.417542433996605 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:11 I:4 I:10 +SplitGain=10.5740673666927 10.6638209576438 10.9908072859971 9.14058758371496 +GainPValue=2.086e-72 6.779e-75 4.653e-78 1.759e-70 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.235658115828032 0.29224446160209 0.506623639204746 0.0829446648234297 0.506539395235378 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:14 I:5 I:4 +SplitGain=9.43671638935504 6.03585700764115 4.41763714621388 4.93130873255693 +GainPValue=4.268e-66 3.899e-33 5.094e-25 5.680e-28 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0970107868652405 -0.364041134937991 0.346778165412 0.251491817836059 0.121344704102463 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:11 I:3 I:6 +SplitGain=7.28360237680972 5.36894758949605 5.17661493538027 3.75111981832003 +GainPValue=5.132e-52 7.513e-34 6.813e-33 2.032e-25 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.109793974793261 -0.499844487240103 0.433913064595084 0.144303055661669 0.121950126876137 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:16 I:17 I:18 +SplitGain=5.15124216846535 4.53757157352664 3.80588067137575 3.82505221978123 +GainPValue=1.155e-37 5.385e-21 1.003e-17 1.070e-17 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.218306401873434 0.0732893562350924 -0.549732056281015 -0.453476677678059 -0.16455508074912 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=4.43667027929428 4.01791355638177 3.76702389663938 4.03842343798066 +GainPValue=6.741e-33 3.393e-30 3.924e-29 2.230e-31 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.129663130864859 0.455628999926891 0.216210349956228 0.345444861377412 0.0773316660336608 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:7 I:19 I:14 +SplitGain=3.86137415955316 3.97255088072979 2.73839035933241 2.4352227162193 +GainPValue=5.093e-29 6.595e-26 2.038e-17 8.796e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.00472486436038244 -0.454938103217558 -0.360702755021077 0.366137337157951 0.248418155503345 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:20 I:21 I:22 I:23 +SplitGain=2.88845665846318 2.48362143135338 2.47154530227059 2.32529276979841 +GainPValue=2.976e-22 5.462e-34 4.945e-16 9.911e-15 +LTEChild=1 -1 3 -2 +GTChild=2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.285494013488433 0.0469728771270335 0.093398585262747 -0.361618321142242 -0.29521816382921 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=2.35578824933546 2.09048431624114 1.89260765619257 1.92685146914933 +GainPValue=1.601e-18 1.016e-16 1.212e-15 5.231e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0854245610053623 0.358336892781762 0.171085728554012 0.267780965134462 0.0636925198826974 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:24 I:25 I:9 +SplitGain=2.36342846162032 2.40690765756212 2.02897499503516 1.98019365689477 +GainPValue=1.263e-18 1.261e-14 2.016e-12 4.728e-12 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.165816385021076 -0.215931859997512 0.0619244447566189 -0.354023607117694 -0.413879300261742 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:7 I:15 I:26 I:27 +SplitGain=1.90846242529469 1.78828341380109 1.86839899969161 1.57235058217868 +GainPValue=2.168e-15 1.383e-13 1.650e-12 1.055e-10 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=0.0440719511232749 -0.321797181351898 -0.38309433090966 -0.465546314036841 -0.212365893750338 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:19 I:14 I:28 I:29 +SplitGain=1.48364737450348 1.36556674757787 1.39411776201509 1.84635632037318 +GainPValue=2.437e-12 1.395e-11 5.286e-12 2.394e-10 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0380948011378049 0.246153819998552 0.174692240145682 -0.0744647857312049 0.623160318329263 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:18 I:12 I:1 +SplitGain=1.32863687557384 1.86063834302962 1.48670791939004 1.53099048014264 +GainPValue=3.113e-11 5.083e-11 4.123e-13 1.889e-10 +LTEChild=2 -2 -1 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0390680430630789 0.136962804819894 -0.248653246809081 0.00254755779029023 0.357035479599849 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:20 I:6 I:21 +SplitGain=1.3481906252671 1.30380339386305 1.73466526075647 1.35388557466624 +GainPValue=2.106e-11 3.877e-11 6.400e-12 3.694e-20 +LTEChild=1 3 -3 -1 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.229699594015111 0.292581755486681 -0.00173060366512037 0.166342171792861 0.0826512756759775 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 nl=5 mil=5 iter=20 +C:4=FG:I1:marital-status.Married-civ-spouse:683.781938556188 +C:5=FG:I3:occupation.Exec-managerial:108.923109297899 +C:6=FG:I2:occupation.Prof-specialty:104.659113462069 +C:7=FG:I4:education.Bachelors:76.4931854732513 +C:8=FG:I5:education.Masters:56.5166897192802 +C:9=FG:I11:education.Prof-school:28.6239150104588 +C:10=FG:I10:education.Doctorate:24.1638513829499 +C:11=FG:I6:occupation.Sales:15.5613186171496 +C:12=FG:I7:occupation.Other-service:14.9770092448619 +C:13=FG:I15:relationship.Own-child:12.933259950164 +C:14=FG:I13:marital-status.Never-married:11.8001448509754 +C:15=FG:I9:education.7th-8th:10.2605468486265 +C:16=FG:I14:workclass.Self-emp-inc:9.83664647143832 +C:17=FG:I8:education.HS-grad:8.86936658827383 +C:18=FG:I12:occupation.Tech-support:7.51022796125467 +C:19=FG:I18:workclass.Self-emp-not-inc:5.68569056281085 +C:20=FG:I16:native-country.Mexico:4.53757157352664 +C:21=FG:I19:workclass.Federal-gov:4.22203773383588 +C:22=FG:I20:sex.Male:4.19226005232623 +C:23=FG:I21:relationship.Wife:3.83750700601963 +C:24=FG:I17:education.11th:3.80588067137575 +C:25=FG:I22:occupation.Handlers-cleaners:2.47154530227059 +C:26=FG:I24:native-country.United-States:2.40690765756212 +C:27=FG:I23:occupation.Farming-fishing:2.32529276979841 +C:28=FG:I25:education.10th:2.02897499503516 +C:29=FG:I26:education.9th:1.86839899969161 +C:30=FG:I29:workclass.Local-gov:1.84635632037318 +C:31=FG:I27:occupation.?:1.57235058217868 +C:32=FG:I28:occupation.Protective-serv:1.39411776201509 + + +[Evaluator:22] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:21 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census-Cat-Only.Cat.txt 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0 -7.06814957 0.0283580963 0.04150338484481475 0 +16274 0 -3.475212 0.14961727 0.23381579607813541 0 +16275 0 -5.359538 0.0641777441 0.095693555323167784 0 +16276 0 -3.88930178 0.125137791 0.19287228491441777 0 +16277 0 -5.01313162 0.0753991753 0.11309744547612464 0 +16278 0 1.820862 0.713088334 1.8013214627670737 1 +16279 0 -5.131054 0.07139027 0.10685569914648418 0 +16280 1 3.00100183 0.8176492 0.29044611073288745 1 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..f210a6d8e9 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 28728 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,134 | 1,712 | 0.5549 + negative || 535 | 11,900 | 0.9570 + ||====================== +Precision || 0.7996 | 0.8742 | +OVERALL 0/1 ACCURACY: 0.861986 +LOG LOSS/instance: 0.450406 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 42.893168 +AUC: 0.912085 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.912085 (0.0000) +Accuracy: 0.861986 (0.0000) +Positive precision: 0.799550 (0.0000) +Positive recall: 0.554862 (0.0000) +Negative precision: 0.874229 (0.0000) +Negative recall: 0.956976 (0.0000) +Log-loss: 0.450406 (0.0000) +Log-loss reduction: 42.893168 (0.0000) +F1 Score: 0.655104 (0.0000) +AUPRC: 0.791477 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..6e28db7f5f --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.912085 0.861986 0.79955 0.554862 0.874229 0.956976 0.450406 42.89317 0.655104 0.791477 0.25 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..8de3f919bb --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,17 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.marital-status.Married-civ-spouse 1 + Num.capital-gain 0.709672534767204 + Num.education-num 0.709133593878877 + Num.age 0.380240398705399 + Num.capital-loss 0.354596462689518 + Num.hours-per-week 0.301481399204752 + Cat.occupation.Exec-managerial 0.207062863847128 + Cat.occupation.Prof-specialty 0.167862007507273 + Cat.relationship.Wife 0.0974867426392215 + Cat.occupation.Other-service 0.096791509486728 + Cat.occupation.Farming-fishing 0.0829845451213885 + Cat.workclass.Self-emp-not-inc 0.0788146487722663 + Cat.sex.Female 0.0626710315081439 + Cat.sex.Male 0.0545558527537554 + Cat.workclass.Federal-gov 0.0533841807201977 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..bf5ab43986 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.ini @@ -0,0 +1,353 @@ +[TreeEnsemble] +Inputs=15 +Evaluators=22 + +[Input:1] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.sex.Female +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=294.299106481087 118.100811450287 64.0102929752946 58.3869361257031 +GainPValue=0.000e00 0.000e00 1.343e-224 4.770e-205 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.901701979854116 -0.406553762902094 0.438353099127322 0.929260450160772 0.958333333333333 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=167.667475313771 68.8332970983035 36.4177482237038 31.3583067745444 +GainPValue=0.000e00 3.374e-264 3.808e-197 2.639e-119 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 9.5 7073.5 5119 +Output=-0.715164498946646 -0.392362416369084 0.0725129573879341 0.739557143577494 0.860762469439438 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=97.8101828433035 46.7054776984794 26.4434502396873 21.6559292326741 +GainPValue=0.000e00 6.022e-190 3.277e-108 1.394e-167 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 5119 4668.5 +Output=-0.611437726669248 -0.258490785378095 0.291215392025802 0.7454061807958 0.469967201839421 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:4 I:2 +SplitGain=57.7229999621142 30.8718612882414 32.0998886645965 19.3374808140387 +GainPValue=0.000e00 1.881e-131 1.958e-130 1.120e-79 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 5119 1820.5 8.5 +Output=-0.513055149027374 -0.59373206578609 0.688716819523825 0.727405673388719 -0.0911909744415138 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:1 I:2 +SplitGain=41.6340374854078 30.5611721016123 14.2499131784555 9.7585450835919 +GainPValue=4.820e-282 2.084e-171 1.353e-86 4.186e-43 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=33.5 12.5 0.5 7.5 +Output=-0.48025872615347 -0.464758938087947 0.234026448350766 -0.441555380128441 0.0180831081146983 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:6 I:4 I:2 +SplitGain=32.4069917499524 25.7563683604722 11.0304850976332 9.55746460289926 +GainPValue=3.484e-234 4.662e-183 1.503e-93 2.959e-50 +LTEChild=1 2 -1 -3 +GTChild=-2 3 -4 -5 +Threshold=7073.5 41.5 1820.5 12.5 +Output=-0.352054523788909 0.635525728739373 -0.093009131730317 0.406691130777281 0.252192249446907 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:7 I:8 I:3 +SplitGain=24.8554628479292 17.7117768384401 13.9319321265183 8.80623080663215 +GainPValue=1.586e-188 5.114e-110 1.002e-90 1.148e-60 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=29.5 0.5 0.5 4243.5 +Output=-0.474702982009388 -0.203884649867752 0.306057252338979 0.209197213528201 0.423180301918843 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:6 I:2 I:3 +SplitGain=21.6523956595699 10.817502792889 8.62928502663664 7.18281655495603 +GainPValue=1.002e-170 1.899e-53 2.063e-42 4.403e-124 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 34.5 9.5 8296 +Output=-0.382414969522669 -0.35405194150773 -0.058558379857743 0.18081329995712 0.621324063712475 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:3 I:5 I:6 +SplitGain=13.3472702726635 12.0206709157638 9.02893510974639 6.68024579563898 +GainPValue=9.480e-109 7.778e-100 4.321e-73 2.833e-40 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=1820.5 5119 36.5 34.5 +Output=-0.310905267892548 0.506156201829147 0.489743618969958 -0.37696184573459 0.018073665267889 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:2 I:8 +SplitGain=11.8606362393948 6.50864261859431 5.88703282917087 5.03682141620357 +GainPValue=5.959e-99 8.246e-34 5.620e-113 1.175e-26 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 14.5 0.5 +Output=-0.323811180899341 -0.0449203602333366 0.274650974085802 0.801532107472674 0.215926301386389 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:4 I:2 +SplitGain=9.7852972836942 3.95764415675247 3.67508119940003 3.57101243113018 +GainPValue=3.285e-83 4.476e-42 5.653e-23 4.659e-41 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 0.5 1846 13.5 +Output=-0.216714155627173 0.084240406697455 0.174823725578033 0.583549531786137 0.166587930399255 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:10 I:11 +SplitGain=8.12193065815479 6.02539348102632 2.75550446889464 2.644037767075 +GainPValue=4.460e-70 5.666e-42 1.186e-17 4.998e-17 +LTEChild=-1 -2 3 -3 +GTChild=1 2 -4 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.380364142362332 -0.105962068637598 0.158647945220563 -0.446399635486471 -0.0209253188054733 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:2 I:12 +SplitGain=5.59930446872471 4.76877260434731 4.40568324567492 4.1816517101478 +GainPValue=2.503e-49 2.397e-99 6.634e-24 1.253e-21 +LTEChild=1 -1 -2 -4 +GTChild=2 -3 3 -5 +Threshold=0.5 2384.5 7.5 0.5 +Output=-0.232279011066231 -0.28007263293673 1.60817406145793 0.107350426047204 -0.173066242348651 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:7 I:4 I:4 +SplitGain=5.33439752247135 4.64237664019013 3.0714019169162 4.74527465194238 +GainPValue=1.708e-47 2.732e-40 4.307e-29 1.505e-31 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 0.5 1820.5 1978.5 +Output=-0.106721805210221 0.525886669229277 0.16315116048356 0.622016200304443 -0.277138196037719 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:13 I:6 I:2 +SplitGain=4.48623473571412 3.97654793151416 3.15172665073523 2.49180677790583 +GainPValue=1.414e-40 2.981e-29 1.986e-22 3.145e-17 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=27.5 0.5 35.5 13.5 +Output=-0.362544963722415 -0.176740305990929 -0.377452366171394 0.054820476873082 0.271879102414196 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:3 I:10 +SplitGain=3.47260272135514 2.44007375626571 1.94048647545972 1.88033516424215 +GainPValue=4.823e-32 6.987e-28 2.824e-24 5.808e-13 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=41.5 0.5 5119 0.5 +Output=-0.127274351718987 0.111473598931943 0.17932837926562 0.390288493776398 -0.299283879017409 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:5 I:13 I:14 +SplitGain=3.16283260806698 2.64593159974967 2.33024386771681 2.00362603227565 +GainPValue=1.867e-29 6.597e-19 2.491e-16 1.152e-13 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=36.5 61.5 0.5 0.5 +Output=-0.132776461758213 -0.0356910564150247 -0.200266342792407 -0.318438070291119 0.138885545856449 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:2 I:1 I:4 I:4 +SplitGain=2.84718256940995 2.32226996679624 2.42859489965973 5.18602229459525 +GainPValue=8.231e-27 4.031e-26 1.901e-14 3.717e-29 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=10.5 0.5 2001.5 1846 +Output=-0.312699436179018 0.0860928523442455 0.0118420761102656 -0.644252861743327 0.715985659447719 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:15 +SplitGain=2.20311980767854 2.17343626029474 2.11905613365382 1.91848820143937 +GainPValue=3.035e-21 2.639e-20 8.464e-20 4.757e-18 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=7073.5 1748 1622.5 0.5 +Output=-0.0444436066569697 0.480513008822338 0.285600777679608 -0.795708775736221 0.314052221677765 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:6 I:5 +SplitGain=1.91661583747929 1.81284134568166 1.52267209555163 1.47886144715612 +GainPValue=8.976e-19 9.220e-15 6.419e-12 3.896e-11 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=26.5 8.5 34.5 43.5 +Output=-0.333239005602936 -0.218772334914379 -0.157424825031833 0.0156667774541569 0.127788027625646 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 nl=5 mil=5 iter=20 +C:4=FG:I1:Cat.marital-status.Married-civ-spouse:673.184284113217 +C:5=FG:I3:Num.capital-gain:339.039238692763 +C:6=FG:I2:Num.education-num:338.524486555849 +C:7=FG:I5:Num.age:97.3308423294044 +C:8=FG:I4:Num.capital-loss:84.6452839957027 +C:9=FG:I6:Num.hours-per-week:61.1864157003364 +C:10=FG:I7:Cat.occupation.Exec-managerial:28.8627960972245 +C:11=FG:I8:Cat.occupation.Prof-specialty:18.9687535427219 +C:12=FG:I9:Cat.relationship.Wife:6.39771791301818 +C:13=FG:I13:Cat.occupation.Other-service:6.30679179923097 +C:14=FG:I10:Cat.occupation.Farming-fishing:4.63583963313679 +C:15=FG:I12:Cat.workclass.Self-emp-not-inc:4.1816517101478 +C:16=FG:I11:Cat.sex.Female:2.644037767075 +C:17=FG:I14:Cat.sex.Male:2.00362603227565 +C:18=FG:I15:Cat.workclass.Federal-gov:1.91848820143937 + + +[Evaluator:22] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:21 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.txt new file mode 100644 index 0000000000..016030fd3c --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTree-TrainTest-Census.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -7.31456375 0.025153527 0.036753065906424805 0 +1 0 -1.6564194 0.304023743 0.52289000436632549 0 +2 1 -2.910115 0.189224437 2.4018296812215532 0 +3 1 6.734953 0.9666725 0.048900924278821083 1 +4 0 -7.31456375 0.025153527 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-3.14339256 0.1719747 0.2722532518813281 0 +16273 0 -7.31456375 0.025153527 0.036753065906424805 0 +16274 0 -4.418917 0.09890431 0.15024777933918768 0 +16275 0 -4.926588 0.0784718 0.11789978335603631 0 +16276 0 -3.965812 0.1210094 0.18608036098424102 0 +16277 0 -5.613962 0.0569480956 0.084590917605942118 0 +16278 0 2.42713237 0.770929337 2.126135387017952 1 +16279 0 -1.21491992 0.352638841 0.62735728623045062 0 +16280 1 2.251949 0.755095243 0.40526946555894283 1 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-out.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-out.txt new file mode 100644 index 0000000000..56dbf90c87 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 4980 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,946 | 1,900 | 0.5060 + negative || 818 | 11,617 | 0.9342 + ||====================== +Precision || 0.7041 | 0.8594 | +OVERALL 0/1 ACCURACY: 0.833057 +LOG LOSS/instance: 0.522096 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 33.803636 +AUC: 0.878672 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.878672 (0.0000) +Accuracy: 0.833057 (0.0000) +Positive precision: 0.704052 (0.0000) +Positive recall: 0.505980 (0.0000) +Negative precision: 0.859436 (0.0000) +Negative recall: 0.934218 (0.0000) +Log-loss: 0.522096 (0.0000) +Log-loss reduction: 33.803636 (0.0000) +F1 Score: 0.588805 (0.0000) +AUPRC: 0.681234 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..c90baaa8da --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.878672 0.833057 0.704052 0.50598 0.859436 0.934218 0.522096 33.80363 0.588805 0.681234 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..56e19c7d7d --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,9 @@ + +Per-feature gain summary for the boosted tree ensemble: + relationship.Not-in-family 1 + education.Bachelors 0.739210160447933 + occupation.Adm-clerical 0.619514507984866 + marital-status.Never-married 0.478823481036688 + workclass.State-gov 0.178910813028999 + native-country.United-States 0.149840287997728 + sex.Male 0.0407163800778101 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..0a47ad4a3e --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,1431 @@ +[TreeEnsemble] +Inputs=76 +Evaluators=102 + +[Input:1] +Name=relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=education.Some-college +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=education.Assoc-acdm +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=education.Assoc-voc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=education.12th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=marital-status.Divorced +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=marital-status.Married-spouse-absent +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=marital-status.Separated +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=marital-status.Widowed +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=native-country.South +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=relationship.Unmarried +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:53] +Name=native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:54] +Name=native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:55] +Name=native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:56] +Name=native-country.Portugal +Transform=Linear +Slope=1 +Intercept=0 + +[Input:57] +Name=native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:58] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:59] +Name=occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:60] +Name=native-country.El-Salvador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:61] +Name=native-country.Guatemala +Transform=Linear +Slope=1 +Intercept=0 + +[Input:62] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:63] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:64] +Name=education.5th-6th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:65] +Name=native-country.Ecuador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:66] +Name=native-country.Trinadad&Tobago +Transform=Linear +Slope=1 +Intercept=0 + +[Input:67] +Name=native-country.India +Transform=Linear +Slope=1 +Intercept=0 + +[Input:68] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:69] +Name=native-country.Columbia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:70] +Name=native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:71] +Name=native-country.Greece +Transform=Linear +Slope=1 +Intercept=0 + +[Input:72] +Name=native-country.Vietnam +Transform=Linear +Slope=1 +Intercept=0 + +[Input:73] +Name=native-country.Puerto-Rico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:74] +Name=native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:75] +Name=native-country.China +Transform=Linear +Slope=1 +Intercept=0 + +[Input:76] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:7 I:8 I:9 I:10 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:1 E:2 E:3 E:4 +SplitGain=299.349536172202 117.328064744104 30.7087600234943 18.401911504449 +GainPValue=0.000e00 0.000e00 8.607e-109 5.989e-66 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.932792093187434 -0.505482281900524 0.447202166064982 -0.0584737363726462 -0.613755158184319 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:8 I:9 I:10 I:11 I:13 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:4 I:5 I:6 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:6 E:7 E:8 E:9 +SplitGain=170.365622718641 70.4706351163656 18.8387908572534 14.2035510970234 +GainPValue=0.000e00 1.116e-266 1.265e-71 6.968e-76 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.716412605213184 -0.325118661504363 -0.000491740443378543 0.435122183462617 -0.200133664248166 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:3 I:4 I:14 I:15 I:16 I:5 I:6 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:8 I:9 I:11 I:12 I:13 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:8 I:9 I:12 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:11 E:12 E:13 E:14 +SplitGain=99.2055297361949 46.6420254325513 14.7785642331042 9.7819194561456 +GainPValue=0.000e00 5.674e-186 5.031e-59 2.527e-72 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.642359867999777 -0.321232911198162 -0.0378216639857837 0.310585127207469 -0.362851753437729 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:7 I:8 I:9 I:10 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:3 I:19 I:4 I:14 I:15 I:16 I:5 I:6 I:20 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:16 E:17 E:18 E:19 +SplitGain=58.6321620881517 29.4104462421164 8.95676950275834 8.35459447923086 +GainPValue=0.000e00 1.054e-122 3.662e-37 7.172e-38 +LTEChild=-1 3 -3 -2 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.505211465187151 -0.563932585604372 -0.00866722036141449 0.27937219400874 -0.176841689892933 + +[Evaluator:21] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:22] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:7 I:8 I:9 I:10 I:21 I:22 I:11 I:12 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:23] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:3 I:4 I:14 I:15 I:16 I:5 I:6 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:24] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:5 I:6 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:25] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:21 E:22 E:23 E:24 +SplitGain=34.4408144505074 18.3612683215237 10.2187623441228 8.74047946913045 +GainPValue=1.060e-219 2.458e-79 3.679e-43 1.995e-98 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.461376991233053 -0.323999886608195 -0.122432571759202 0.143493446667175 0.470375238303154 + +[Evaluator:26] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:27] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:28] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:17 I:23 I:24 I:25 I:18 I:26 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:29] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:19 I:14 I:15 I:16 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:30] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:26 E:27 E:28 E:29 +SplitGain=23.1097008752926 11.2284571482654 8.11210024487259 8.05477068733425 +GainPValue=1.586e-155 1.200e-85 2.023e-42 9.711e-36 +LTEChild=1 -1 -2 -3 +GTChild=2 3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.48437773971571 -0.214363114526603 -0.425980605219704 0.159055087064999 -0.0509809835194597 + +[Evaluator:31] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:8 I:9 I:10 I:21 I:22 I:11 I:12 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:32] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:4 I:5 I:6 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:33] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:23 I:18 I:26 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:34] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:35] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:31 E:32 E:33 E:34 +SplitGain=17.7097192792662 9.19456005594344 6.36671749537494 3.57334132696361 +GainPValue=1.071e-123 4.208e-52 2.228e-37 1.379e-17 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 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I:42 I:54 I:55 I:56 I:60 I:43 I:61 I:44 I:46 I:47 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:60] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:56 E:57 E:58 E:59 +SplitGain=5.40665145229006 3.48954394224374 2.15359301633096 1.86061701786907 +GainPValue=2.100e-41 2.216e-21 6.487e-13 5.626e-11 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.342015199280604 -0.23354768321247 -0.222813859031607 -0.20221149825559 0.0676731745360041 + +[Evaluator:61] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:17 I:23 I:24 I:18 I:26 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:62] +EvaluatorType=DecisionTree +NumInternalNodes=3 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I:6 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:67] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:17 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:68] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:50 I:51 I:27 I:28 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:69] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:8 I:9 I:10 I:21 I:58 I:62 I:12 I:13 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:70] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:66 E:67 E:68 E:69 +SplitGain=2.9238971586178 2.03089608584702 1.42918435891043 1.33263454490966 +GainPValue=2.237e-23 1.893e-19 2.794e-09 7.295e-09 +LTEChild=1 -1 -2 -4 +GTChild=2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.291732446598317 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2.663e-08 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.379851624020029 0.232016704575617 -0.0813753404955088 0.0191499266865706 0.249250816502984 + +[Evaluator:76] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:77] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:8 I:9 I:21 I:22 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:78] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:3 I:5 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:79] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:4 I:16 I:63 I:5 I:6 I:64 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:80] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:76 E:77 E:78 E:79 +SplitGain=1.65748461189903 1.3287011967715 0.773386390780533 0.702782945606716 +GainPValue=5.285e-14 8.059e-12 2.731e-10 4.124e-05 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.141581641838488 0.0936586592116754 0.0178510602328308 0.0639899127772053 0.369415582871369 + +[Evaluator:81] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:17 I:23 I:24 I:25 I:18 I:26 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:82] +EvaluatorType=DecisionTree +NumInternalNodes=18 +SplitFeatures=I:30 I:31 I:35 I:36 I:37 I:38 I:39 I:40 I:41 I:42 I:65 I:43 I:44 I:45 I:46 I:66 I:47 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:83] 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+NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:98] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:68 I:35 I:39 I:40 I:60 I:43 I:61 I:45 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:99] +EvaluatorType=DecisionTree +NumInternalNodes=17 +SplitFeatures=I:30 I:31 I:35 I:36 I:37 I:38 I:39 I:40 I:41 I:42 I:65 I:70 I:74 I:43 I:75 I:44 I:47 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:100] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:96 E:97 E:98 E:99 +SplitGain=0.807822860281228 0.599601244486499 0.508819629518549 0.456733752133757 +GainPValue=1.304e-07 2.524e-05 4.794e-04 2.046e-04 +LTEChild=-1 3 -3 -2 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.136515079580065 -0.153111729661311 0.0980037636403251 0.692691446638963 0.0114093145460224 + +[Evaluator:101] +EvaluatorType=Aggregator +NumNodes=100 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 cat=+ nl=5 mil=5 iter=20 +C:4=FG:I29:relationship.Not-in-family:590.968537715078 +C:5=FG:I3:education.Bachelors:322.923919845272 +C:6=FG:I7:occupation.Adm-clerical:226.812676162678 +C:7=FG:I0:marital-status.Never-married:135.492494842666 +C:8=FG:I0:workclass.State-gov:18.9163586212859 +C:9=FG:I30:native-country.United-States:13.2684917424382 +C:10=FG:I76:sex.Male:0.979721592605985 + + +[Evaluator:102] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 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-4.48291063 0.0960890651 0.14574746834439359 0 +16254 1 2.71299767 0.7951901 0.33062830665264087 1 +16255 1 3.090128 0.8241997 0.27893419750555881 1 +16256 0 -6.970831 0.0297300667 0.043541927670665705 0 +16257 0 -3.1599555 0.17079863 0.27020559399754379 0 +16258 0 0.0276715625 0.5034589 1.0100150063683775 1 +16259 0 -6.061897 0.0460471474 0.068010129440893186 0 +16260 0 -6.350181 0.0401139446 0.059064935937510415 0 +16261 1 3.3827734 0.8444064 0.24399053721706956 1 +16262 0 -1.4764576 0.3233916 0.5636069780887758 0 +16263 0 -6.639239 0.0349042267 0.051255976480212399 0 +16264 0 -6.154638 0.0440525822 0.064996830462465474 0 +16265 1 1.904982 0.721615851 0.4706970658833512 1 +16266 0 -6.6603055 0.0345511362 0.050728247818756844 0 +16267 0 -6.32886028 0.0405264422 0.05968504729879192 0 +16268 0 -3.54617858 0.145158559 0.22627124637150103 0 +16269 0 -3.0182116 0.181071356 0.28819034429584872 0 +16270 0 -1.49984109 0.3208386 0.55817362978910579 0 +16271 0 -0.852971 0.394965857 0.72491153735768565 0 +16272 0 -1.4764576 0.3233916 0.5636069780887758 0 +16273 0 -7.322064 0.0250617359 0.036617228715022342 0 +16274 0 -3.85018849 0.12729457 0.19643332155037116 0 +16275 0 -5.36584759 0.06398854 0.095401896174409459 0 +16276 0 -2.77862024 0.199517921 0.32105898979644781 0 +16277 0 -6.48070526 0.037675105 0.055404043697274641 0 +16278 0 2.04807544 0.735758364 1.9200702890568686 1 +16279 0 -4.96282864 0.07717142 0.11586541388358597 0 +16280 1 3.11012173 0.8256435 0.27640914729135546 1 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..016be19407 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-out.txt @@ -0,0 +1,56 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 28728 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,271 | 1,575 | 0.5905 + negative || 605 | 11,830 | 0.9513 + ||====================== +Precision || 0.7896 | 0.8825 | +OVERALL 0/1 ACCURACY: 0.866102 +LOG LOSS/instance: 0.444041 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 43.700253 +AUC: 0.915207 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.915207 (0.0000) +Accuracy: 0.866102 (0.0000) +Positive precision: 0.789638 (0.0000) +Positive recall: 0.590484 (0.0000) +Negative precision: 0.882507 (0.0000) +Negative recall: 0.951347 (0.0000) +Log-loss: 0.444041 (0.0000) +Log-loss reduction: 43.700253 (0.0000) +F1 Score: 0.675692 (0.0000) +AUPRC: 0.796570 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree data preparation' started. +[2] 'FastTree data preparation' finished in %Time%. +[3] 'FastTree in-memory bins initialization' started. +[3] 'FastTree in-memory bins initialization' finished in %Time%. +[4] 'FastTree feature conversion' started. +[4] 'FastTree feature conversion' finished in %Time%. +[5] 'FastTree training' started. +[5] 'FastTree training' finished in %Time%. +[6] 'Saving model' started. +[6] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..34cedfa8d0 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.915207 0.866102 0.789638 0.590484 0.882507 0.951347 0.444041 43.70025 0.675692 0.79657 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..2eddb5af9c --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,13 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.relationship.Not-in-family 1 + Num.capital-gain 0.761219783957446 + Num.education-num 0.656701139604195 + Cat.occupation.Adm-clerical 0.577386633062597 + Num.age 0.379372072135393 + Num.capital-loss 0.364691086598689 + Cat.marital-status.Never-married 0.36340255883163 + Num.hours-per-week 0.305439789647081 + Cat.workclass.State-gov 0.112346256706314 + Cat.native-country.United-States 0.0938228515585001 + Cat.sex.Male 0.0572189773599782 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..01cbdbde8d --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.ini @@ -0,0 +1,805 @@ +[TreeEnsemble] +Inputs=52 +Evaluators=48 + +[Input:1] +Name=Cat.relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Cat.occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=Cat.occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=Cat.occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=Cat.occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=Cat.native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=Cat.native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=Cat.native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=Cat.native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=Cat.native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=Cat.native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=Cat.native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=Cat.native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=Cat.native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=Cat.native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=Cat.native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=Cat.native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=Cat.native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=Cat.native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=Cat.native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=Cat.native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=Cat.native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=Cat.native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=Cat.workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=Cat.workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=Cat.workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=Cat.relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=Cat.workclass.State-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=Cat.workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=Cat.native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=Cat.native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=Cat.native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=Cat.native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=Cat.native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=Cat.native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:1 I:3 I:4 I:4 +SplitGain=299.349536172202 117.328064744104 64.9970767918118 57.40306098806 +GainPValue=0.000e00 0.000e00 4.974e-228 1.258e-201 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.900240247111314 -0.399612521668196 0.447202166064982 0.924528301886792 0.961685823754789 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:3 E:4 I:4 I:4 +SplitGain=170.527113494263 85.1526896158653 36.9763305531509 25.8016004517518 +GainPValue=0.000e00 0.000e00 8.742e-200 5.551e-99 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 0.5 7073.5 5119 +Output=-0.713877100247629 -0.404200534589484 0.12836442804323 0.735352110615623 0.862547108505246 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:6 I:7 I:9 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:6 E:7 I:4 I:4 +SplitGain=99.4321414066683 52.7608833249345 31.1478459219829 22.3013070331456 +GainPValue=0.000e00 1.683e-215 2.334e-128 7.572e-172 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 5119 4668.5 +Output=-0.610289098621627 -0.28567204115126 0.29113906497364 0.781658636435264 0.474684433138406 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 E:9 I:14 I:4 +SplitGain=59.1465912146816 27.075304962824 23.1014679068823 16.6906817040948 +GainPValue=0.000e00 5.055e-183 8.899e-120 6.833e-73 +LTEChild=1 -1 -2 -3 +GTChild=2 3 -4 -5 +Threshold=12.5 0.5 29.5 5119 +Output=-0.590608827892645 -0.452367342039881 -0.219770301648656 0.202112412776231 0.653130893717131 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:6 I:7 I:8 I:15 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:14 E:11 +SplitGain=41.0962934861742 37.3968874958714 23.1935706193669 22.2953836137507 +GainPValue=2.462e-280 7.550e-251 6.662e-160 6.435e-124 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 1820.5 33.5 0.5 +Output=-0.501732214471328 0.649058496771196 0.634833670840568 -0.382050234162233 -0.00941203460087939 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:13 I:3 I:3 I:4 +SplitGain=34.0170324425036 26.7921845188943 7.9288224890476 7.73556292709226 +GainPValue=1.514e-250 1.087e-125 2.594e-41 1.653e-114 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 9.5 7.5 8296 +Output=-0.448788822287767 -0.506983187747205 0.173330491553255 -0.122777100626879 0.588681708331839 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:4 I:3 I:16 +SplitGain=25.0040024218378 11.4373720744224 9.52872170388475 9.02512656816842 +GainPValue=1.349e-193 4.948e-106 7.923e-55 5.609e-83 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 5119 12.5 1820.5 +Output=-0.315455749128155 -0.0365524548181645 0.487422152231768 0.301468725291567 0.380326578742269 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:16 E:17 I:14 I:3 +SplitGain=20.0791667168363 12.6024194668377 6.19724258209759 5.62303825745734 +GainPValue=7.848e-161 3.153e-62 1.627e-29 4.435e-99 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 27.5 14.5 +Output=-0.379761767036266 -0.117526884649891 -0.336515884547814 0.190308954587694 0.607263924835747 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:6 I:7 I:8 I:15 I:18 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 E:19 I:17 I:16 +SplitGain=14.9135633257685 10.4614256294162 7.45021223911712 5.67258120805054 +GainPValue=5.811e-123 1.299e-66 3.901e-41 4.460e-31 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=35.5 0.5 34.5 1881.5 +Output=-0.299024313227147 -0.192232307995943 -0.341743469097546 0.137444843815679 0.640075883467358 + +[Evaluator:21] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:14 I:4 I:16 +SplitGain=11.5671133993182 5.09407826708658 4.59605293496471 3.91434309268248 +GainPValue=8.820e-98 7.760e-34 8.470e-47 4.608e-40 +LTEChild=2 -2 3 -1 +GTChild=1 -3 -4 -5 +Threshold=10.5 27.5 4243.5 1820.5 +Output=-0.219735285505951 -0.323064279959849 0.141832920453876 0.3623017390548 0.304377698102001 + +[Evaluator:22] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:23] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:22 I:3 I:17 I:16 +SplitGain=11.2860924606882 8.24776164676284 6.38038975378307 4.04120341820875 +GainPValue=1.307e-96 4.718e-43 5.451e-32 8.859e-83 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 8.5 34.5 2384.5 +Output=-0.293790347105178 -0.330804094010031 -0.246950540441578 0.133336741539546 1.21421876464988 + +[Evaluator:24] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:4 I:14 I:14 +SplitGain=8.45371830402039 4.13549877701202 3.01857699621726 2.91554796287121 +GainPValue=6.690e-74 4.020e-45 6.736e-33 7.000e-19 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=41.5 5119 36.5 29.5 +Output=-0.318168922618415 -0.14830824102039 0.427550108450941 -0.0492331620059684 0.155274832497319 + +[Evaluator:25] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:7 I:9 I:10 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:26] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:27] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:5 I:8 I:15 I:19 I:18 I:20 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:28] +EvaluatorType=DecisionTree +NumInternalNodes=18 +SplitFeatures=I:21 I:22 I:23 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:32 I:33 I:34 I:35 I:36 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:29] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:25 E:26 E:27 E:28 +SplitGain=6.89430986663227 3.37238680768077 3.38676833873156 2.62073655569502 +GainPValue=3.874e-61 2.283e-36 3.045e-19 2.302e-14 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.363012895493256 0.107663490909166 -0.239199934983059 -0.424799190810327 0.0661062077898502 + +[Evaluator:30] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:16 I:16 +SplitGain=5.9790533538678 5.24931158316919 4.12389007508561 5.14094365301251 +GainPValue=1.024e-53 5.711e-46 2.073e-29 6.464e-26 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=7073.5 1820.5 1978.5 2218.5 +Output=-0.0747911205172027 0.527517859731928 0.613334250227604 -0.853697971716918 0.432443829878721 + +[Evaluator:31] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:39 I:40 I:41 I:42 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:32] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:6 I:7 I:8 I:15 I:11 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:33] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 I:3 E:31 E:32 +SplitGain=4.71753200976028 4.10183866656186 2.38915561424245 2.51383493592686 +GainPValue=3.480e-43 3.275e-30 4.982e-16 7.530e-17 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.326993745878901 -0.0816667503784696 -0.0466134714827566 0.0157247339142087 0.213800358300123 + +[Evaluator:34] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:43 I:1 I:2 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:35] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 E:34 I:3 I:14 +SplitGain=3.80642882527752 3.2166016584155 2.70909844369593 2.42187155476692 +GainPValue=2.043e-35 1.909e-26 9.306e-19 3.458e-16 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=37.5 0.5 7.5 43.5 +Output=-0.26700023441349 -0.259911066749232 -0.239205106600613 0.0293895662809673 0.166856577211143 + +[Evaluator:36] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:4 +SplitGain=3.44202872734181 2.53455163753851 3.02502100111169 6.25642185036121 +GainPValue=2.160e-32 3.153e-25 2.374e-29 1.065e-58 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=13.5 4243.5 3120 3048 +Output=-0.0595834298594704 0.203217377193547 0.325985520160946 -0.748218590665537 1.26081482731999 + +[Evaluator:37] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:38] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:44 I:39 I:40 I:41 I:45 I:42 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:39] +EvaluatorType=DecisionTree +NumInternalNodes=21 +SplitFeatures=I:21 I:22 I:46 I:47 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:48 I:33 I:49 I:34 I:35 I:50 I:51 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:40] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:37 E:38 E:39 I:17 +SplitGain=2.76990749018359 2.85768699192306 2.6131654964591 2.45186024474481 +GainPValue=1.365e-26 8.826e-17 1.686e-15 3.222e-56 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 44.5 +Output=-0.28953818012828 -0.162464029562202 -0.251725047242542 0.0961288818519496 0.145403221067833 + +[Evaluator:41] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:41 I:42 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:42] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:16 I:4 E:41 I:16 +SplitGain=2.47294210447596 2.41739829107517 2.25772280842896 2.04130889681107 +GainPValue=4.644e-24 1.357e-23 2.074e-21 3.557e-19 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=1748 7073.5 0.5 1978.5 +Output=-0.0606889085258169 0.520481338006278 0.473739322778525 0.193385479142504 -0.0835091996060329 + +[Evaluator:43] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:5 I:6 I:7 I:8 I:15 I:18 I:20 I:9 I:10 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:44] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:2 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:45] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:52 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:46] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:43 E:44 I:17 E:45 +SplitGain=2.14968971896814 1.97275392127306 1.92356604511711 1.94665288438867 +GainPValue=3.174e-21 4.932e-17 3.125e-17 3.489e-16 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 34.5 0.5 +Output=-0.212847240621963 -0.323143151284846 0.23216456980416 -0.17115345168945 0.0710589683277693 + +[Evaluator:47] +EvaluatorType=Aggregator +NumNodes=46 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 cat=+ nl=5 mil=5 iter=20 +C:4=FG:I43:Cat.relationship.Not-in-family:594.577313369658 +C:5=FG:I4:Num.capital-gain:344.531129777618 +C:6=FG:I3:Num.education-num:256.41526381175 +C:7=FG:I5:Cat.occupation.Adm-clerical:198.217404511063 +C:8=FG:I14:Num.age:85.5734512248175 +C:9=FG:I16:Num.capital-loss:79.0785380955359 +C:10=FG:I0:Cat.marital-status.Never-married:78.5207241638802 +C:11=FG:I17:Num.hours-per-week:55.4701778338978 +C:12=FG:I44:Cat.workclass.State-gov:7.50456541459447 +C:13=FG:I21:Cat.native-country.United-States:5.23390205215412 +C:14=FG:I52:Cat.sex.Male:1.94665288438867 + + +[Evaluator:48] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:47 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategorical-TrainTest-Census.Cat.txt new file mode 100644 index 0000000000..a2fe9bf397 --- /dev/null +++ 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0.05474247786460857 0 +16267 0 -5.997449 0.04748353 0.070184056210442131 0 +16268 0 -4.39125824 0.100143686 0.15223343959820887 0 +16269 0 -3.673598 0.13743031 0.21328707347606987 0 +16270 0 -1.61110818 0.3088387 0.53290564570537935 0 +16271 0 -0.4253815 0.447026849 0.85471866064961111 0 +16272 0 -3.08438563 0.176216736 0.27966327897293414 0 +16273 0 -7.238839 0.026098825 0.038152710285078308 0 +16274 0 -4.619191 0.09033137 0.13658698940745284 0 +16275 0 -4.789173 0.08358643 0.12592927626651149 0 +16276 0 -3.84074974 0.127819777 0.19730181695636767 0 +16277 0 -6.49810266 0.0373609923 0.05493321002194549 0 +16278 0 2.61538124 0.7871265 2.2319316056544678 1 +16279 0 -2.21231174 0.248588249 0.41232441722166591 0 +16280 1 2.4329865 0.7714458 0.37436327476442671 1 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-out.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-out.txt new file mode 100644 index 0000000000..6f8744f870 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 5016 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,946 | 1,900 | 0.5060 + negative || 818 | 11,617 | 0.9342 + ||====================== +Precision || 0.7041 | 0.8594 | +OVERALL 0/1 ACCURACY: 0.833057 +LOG LOSS/instance: 0.522096 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 33.803636 +AUC: 0.878672 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.878672 (0.0000) +Accuracy: 0.833057 (0.0000) +Positive precision: 0.704052 (0.0000) +Positive recall: 0.505980 (0.0000) +Negative precision: 0.859436 (0.0000) +Negative recall: 0.934218 (0.0000) +Log-loss: 0.522096 (0.0000) +Log-loss reduction: 33.803636 (0.0000) +F1 Score: 0.588805 (0.0000) +AUPRC: 0.681234 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..a1bcdf2329 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.878672 0.833057 0.704052 0.50598 0.859436 0.934218 0.522096 33.80363 0.588805 0.681234 0.25 + + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/dt:+;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..56e19c7d7d --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,9 @@ + +Per-feature gain summary for the boosted tree ensemble: + relationship.Not-in-family 1 + education.Bachelors 0.739210160447933 + occupation.Adm-clerical 0.619514507984866 + marital-status.Never-married 0.478823481036688 + workclass.State-gov 0.178910813028999 + native-country.United-States 0.149840287997728 + sex.Male 0.0407163800778101 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..20c91e2430 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,1431 @@ +[TreeEnsemble] +Inputs=76 +Evaluators=102 + +[Input:1] +Name=relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=education.Some-college +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=education.Assoc-acdm +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=education.Assoc-voc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=education.12th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=marital-status.Divorced +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=marital-status.Married-spouse-absent +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=marital-status.Separated +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=marital-status.Widowed +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=native-country.South +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=relationship.Unmarried +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:53] +Name=native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:54] +Name=native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:55] +Name=native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:56] +Name=native-country.Portugal +Transform=Linear +Slope=1 +Intercept=0 + +[Input:57] +Name=native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:58] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:59] +Name=occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:60] +Name=native-country.El-Salvador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:61] +Name=native-country.Guatemala +Transform=Linear +Slope=1 +Intercept=0 + +[Input:62] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:63] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:64] +Name=education.5th-6th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:65] +Name=native-country.Ecuador +Transform=Linear +Slope=1 +Intercept=0 + +[Input:66] +Name=native-country.Trinadad&Tobago +Transform=Linear +Slope=1 +Intercept=0 + +[Input:67] +Name=native-country.India +Transform=Linear +Slope=1 +Intercept=0 + +[Input:68] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:69] +Name=native-country.Columbia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:70] +Name=native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:71] +Name=native-country.Greece +Transform=Linear +Slope=1 +Intercept=0 + +[Input:72] +Name=native-country.Vietnam +Transform=Linear +Slope=1 +Intercept=0 + +[Input:73] +Name=native-country.Puerto-Rico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:74] +Name=native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:75] +Name=native-country.China +Transform=Linear +Slope=1 +Intercept=0 + +[Input:76] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:7 I:8 I:9 I:10 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:5 I:6 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 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5.682e-10 2.447e-08 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.260246641832098 -0.0922787080625209 0.180548998129462 -0.0943823401553019 0.0596709313373388 + +[Evaluator:66] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:3 I:4 I:16 I:5 I:6 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:67] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:17 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:68] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:50 I:51 I:27 I:28 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:69] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:8 I:9 I:10 I:21 I:58 I:62 I:12 I:13 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:70] 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+NumInternalNodes=1 +SplitFeatures=I:4 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:75] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:71 E:72 E:73 E:74 +SplitGain=2.14143144835361 1.77791097781534 1.40818584248308 1.21213645629425 +GainPValue=1.335e-17 4.594e-15 1.993e-10 2.663e-08 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.379851624020029 0.232016704575617 -0.0813753404955088 0.0191499266865706 0.249250816502984 + +[Evaluator:76] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:77] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:8 I:9 I:21 I:22 I:11 I:12 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:78] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:3 I:5 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 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I:46 I:66 I:47 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:83] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:3 I:19 I:4 I:14 I:15 I:16 I:5 I:6 I:20 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:84] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:50 I:51 I:27 I:28 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:85] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:81 E:82 E:83 E:84 +SplitGain=1.44926850631857 1.42204214364498 1.11317827009668 0.853494499832483 +GainPValue=1.888e-12 1.400e-09 1.123e-07 6.067e-06 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.187678369611858 -0.200250524937032 -0.170777870259623 -0.0312216281053825 0.0671363060607218 + +[Evaluator:86] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:4 I:5 I:6 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:87] +EvaluatorType=DecisionTree +NumInternalNodes=22 +SplitFeatures=I:30 I:31 I:67 I:33 I:68 I:53 I:37 I:38 I:39 I:40 I:41 I:69 I:54 I:70 I:55 I:56 I:60 I:43 I:44 I:71 I:72 I:57 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:88] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:17 I:23 I:24 I:18 I:26 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + 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+NumInternalNodes=1 +SplitFeatures=I:76 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:92] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:29 I:49 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:93] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:8 I:9 I:10 I:11 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:94] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:17 I:18 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:95] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:91 E:92 E:93 E:94 +SplitGain=0.979721592605985 1.68074648813806 2.94205704959136 1.38425413026648 +GainPValue=6.547e-09 6.697e-12 1.036e-27 8.437e-21 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.216575922845774 -0.0132672010405709 0.00421441903386958 0.421787123441201 0.0917775280852985 + +[Evaluator:96] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:7 I:8 I:9 I:10 I:21 I:22 I:59 I:11 I:12 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:97] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:27 I:28 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:98] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:68 I:35 I:39 I:40 I:60 I:43 I:61 I:45 I:48 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:99] +EvaluatorType=DecisionTree +NumInternalNodes=17 +SplitFeatures=I:30 I:31 I:35 I:36 I:37 I:38 I:39 I:40 I:41 I:42 I:65 I:70 I:74 I:43 I:75 I:44 I:47 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:100] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:96 E:97 E:98 E:99 +SplitGain=0.807822860281228 0.599601244486499 0.508819629518549 0.456733752133757 +GainPValue=1.304e-07 2.524e-05 4.794e-04 2.046e-04 +LTEChild=-1 3 -3 -2 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.136515079580065 -0.153111729661311 0.0980037636403251 0.692691446638963 0.0114093145460224 + +[Evaluator:101] +EvaluatorType=Aggregator +NumNodes=100 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ cat=+ nl=5 mil=5 iter=20 +C:4=FG:I29:relationship.Not-in-family:590.968537715078 +C:5=FG:I3:education.Bachelors:322.923919845272 +C:6=FG:I7:occupation.Adm-clerical:226.812676162678 +C:7=FG:I0:marital-status.Never-married:135.492494842666 +C:8=FG:I0:workclass.State-gov:18.9163586212859 +C:9=FG:I30:native-country.United-States:13.2684917424382 +C:10=FG:I76:sex.Male:0.979721592605985 + + +[Evaluator:102] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:101 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.txt new file mode 100644 index 0000000000..ddbc07f9be --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census-Cat-Only.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -6.970831 0.0297300667 0.043541927670665705 0 +1 0 -3.0182116 0.181071356 0.28819034429584872 0 +2 1 0.343181163 0.5427927 0.88152683554994671 1 +3 1 -2.13370538 0.256002069 1.965772627510129 0 +4 0 -7.322064 0.0250617359 0.036617228715022342 0 +5 0 -6.69432974 0.0339881256 0.049887171871270924 0 +6 0 -6.80279732 0.0322517827 0.047296349995114298 0 +7 1 2.85078359 0.806182265 0.31082204832897881 1 +8 0 -7.0235877 0.0289785173 0.042424880939944128 0 +9 0 -3.16214085 0.170643941 0.26993648183543417 0 +10 1 -2.41711664 0.229956239 2.1205687516221525 0 +11 0 0.884836 0.608835042 1.3541509589932967 1 +12 0 -6.36544943 0.03982102 0.058624743558470881 0 +13 0 -2.71699071 0.204484954 0.33003887847675434 0 +14 1 -2.41711664 0.229956239 2.1205687516221525 0 +15 1 3.39975381 0.845518649 0.24209152004953732 1 +16 0 -7.11875534 0.02766916 0.040480813509701494 0 +17 0 -1.39479637 0.332389325 0.5829210713047841 0 +18 0 -6.08566332 0.04552796 0.067225160158661784 0 +19 1 2.680981 0.7925706 0.33538865905347304 1 +20 1 2.09368563 0.740168154 0.43407502991779773 1 +21 0 -7.322064 0.0250617359 0.036617228715022342 0 +22 0 -6.50425053 0.0372505933 0.054767765941099486 0 +23 0 -3.89310575 0.124929719 0.19252920314269706 0 +24 0 2.04807544 0.735758364 1.9200702890568686 1 +25 1 -1.95123291 0.273762435 1.8690035992041087 0 +26 0 -6.970831 0.0297300667 0.043541927670665705 0 +27 0 -6.40005827 0.0391646251 0.057638827439336286 0 +28 0 -1.4764576 0.3233916 0.5636069780887758 0 +29 0 -4.70089436 0.08703023 0.13136100708785409 0 +30 1 0.18142581 0.5226627 0.93604789248038534 1 +31 0 -6.62345171 0.0351711065 0.051654982896038468 0 +32 0 -4.27114344 0.105687208 0.16114858354739423 0 +33 0 -0.07068637 0.491165131 0.97473055804469855 0 +34 0 -4.76710463 0.0844355449 0.12726664057609591 0 +35 0 -2.71699071 0.204484954 0.33003887847675434 0 +36 1 1.73844957 0.70458436 0.5051556436478325 1 +37 0 -6.69432974 0.0339881256 0.049887171871270924 0 +38 0 -6.53567171 0.0366912447 0.05392981669455732 0 +39 0 -6.639239 0.0349042267 0.051255976480212399 0 +40 1 2.71299767 0.7951901 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-3.0182116 0.181071356 0.28819034429584872 0 +16270 0 -1.49984109 0.3208386 0.55817362978910579 0 +16271 0 -0.852971 0.394965857 0.72491153735768565 0 +16272 0 -1.4764576 0.3233916 0.5636069780887758 0 +16273 0 -7.322064 0.0250617359 0.036617228715022342 0 +16274 0 -3.85018849 0.12729457 0.19643332155037116 0 +16275 0 -5.36584759 0.06398854 0.095401896174409459 0 +16276 0 -2.77862024 0.199517921 0.32105898979644781 0 +16277 0 -6.48070526 0.037675105 0.055404043697274641 0 +16278 0 2.04807544 0.735758364 1.9200702890568686 1 +16279 0 -4.96282864 0.07717142 0.11586541388358597 0 +16280 1 3.11012173 0.8256435 0.27640914729135546 1 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..58e8aed7b1 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 28812 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,271 | 1,575 | 0.5905 + negative || 605 | 11,830 | 0.9513 + ||====================== +Precision || 0.7896 | 0.8825 | +OVERALL 0/1 ACCURACY: 0.866102 +LOG LOSS/instance: 0.444041 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 43.700253 +AUC: 0.915207 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.915207 (0.0000) +Accuracy: 0.866102 (0.0000) +Positive precision: 0.789638 (0.0000) +Positive recall: 0.590484 (0.0000) +Negative precision: 0.882507 (0.0000) +Negative recall: 0.951347 (0.0000) +Log-loss: 0.444041 (0.0000) +Log-loss reduction: 43.700253 (0.0000) +F1 Score: 0.675692 (0.0000) +AUPRC: 0.796570 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..cc86dfea07 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /cat /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.915207 0.866102 0.789638 0.590484 0.882507 0.951347 0.444041 43.70025 0.675692 0.79657 0.25 + + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{cat=+ nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/dt:+;/cat:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..2eddb5af9c --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,13 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.relationship.Not-in-family 1 + Num.capital-gain 0.761219783957446 + Num.education-num 0.656701139604195 + Cat.occupation.Adm-clerical 0.577386633062597 + Num.age 0.379372072135393 + Num.capital-loss 0.364691086598689 + Cat.marital-status.Never-married 0.36340255883163 + Num.hours-per-week 0.305439789647081 + Cat.workclass.State-gov 0.112346256706314 + Cat.native-country.United-States 0.0938228515585001 + Cat.sex.Male 0.0572189773599782 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..69adf8763a --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.ini @@ -0,0 +1,805 @@ +[TreeEnsemble] +Inputs=52 +Evaluators=48 + +[Input:1] +Name=Cat.relationship.Husband +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Cat.occupation.Adm-clerical +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.occupation.Armed-Forces +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.marital-status.Married-AF-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.occupation.Craft-repair +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=Cat.occupation.Transport-moving +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=Cat.occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=Cat.occupation.Machine-op-inspct +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=Cat.native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=Cat.native-country.Cuba +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=Cat.native-country.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=Cat.native-country.England +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=Cat.native-country.Canada +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=Cat.native-country.Germany +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=Cat.native-country.Iran +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=Cat.native-country.Philippines +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=Cat.native-country.Italy +Transform=Linear +Slope=1 +Intercept=0 + +[Input:30] +Name=Cat.native-country.Poland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:31] +Name=Cat.native-country.Cambodia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:32] +Name=Cat.native-country.Laos +Transform=Linear +Slope=1 +Intercept=0 + +[Input:33] +Name=Cat.native-country.Taiwan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:34] +Name=Cat.native-country.France +Transform=Linear +Slope=1 +Intercept=0 + +[Input:35] +Name=Cat.native-country.Japan +Transform=Linear +Slope=1 +Intercept=0 + +[Input:36] +Name=Cat.native-country.Scotland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:37] +Name=Cat.native-country.Ireland +Transform=Linear +Slope=1 +Intercept=0 + +[Input:38] +Name=Cat.native-country.Hungary +Transform=Linear +Slope=1 +Intercept=0 + +[Input:39] +Name=Cat.workclass.Private +Transform=Linear +Slope=1 +Intercept=0 + +[Input:40] +Name=Cat.workclass.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:41] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:42] +Name=Cat.workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:43] +Name=Cat.relationship.Not-in-family +Transform=Linear +Slope=1 +Intercept=0 + +[Input:44] +Name=Cat.workclass.State-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:45] +Name=Cat.workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:46] +Name=Cat.native-country.Jamaica +Transform=Linear +Slope=1 +Intercept=0 + +[Input:47] +Name=Cat.native-country.Honduras +Transform=Linear +Slope=1 +Intercept=0 + +[Input:48] +Name=Cat.native-country.Thailand +Transform=Linear +Slope=1 +Intercept=0 + +[Input:49] +Name=Cat.native-country.Haiti +Transform=Linear +Slope=1 +Intercept=0 + +[Input:50] +Name=Cat.native-country.Yugoslavia +Transform=Linear +Slope=1 +Intercept=0 + +[Input:51] +Name=Cat.native-country.Hong +Transform=Linear +Slope=1 +Intercept=0 + +[Input:52] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:1 I:3 I:4 I:4 +SplitGain=299.349536172202 117.328064744104 64.9970767918118 57.40306098806 +GainPValue=0.000e00 0.000e00 4.974e-228 1.258e-201 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.900240247111314 -0.399612521668196 0.447202166064982 0.924528301886792 0.961685823754789 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=7 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 +GTChild=-1 -2 -3 -4 -5 -6 -7 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 0 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:3 E:4 I:4 I:4 +SplitGain=170.527113494263 85.1526896158653 36.9763305531509 25.8016004517518 +GainPValue=0.000e00 0.000e00 8.742e-200 5.551e-99 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 0.5 7073.5 5119 +Output=-0.713877100247629 -0.404200534589484 0.12836442804323 0.735352110615623 0.862547108505246 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:6 I:7 I:9 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:6 E:7 I:4 I:4 +SplitGain=99.4321414066683 52.7608833249345 31.1478459219829 22.3013070331456 +GainPValue=0.000e00 1.683e-215 2.334e-128 7.572e-172 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 5119 4668.5 +Output=-0.610289098621627 -0.28567204115126 0.29113906497364 0.781658636435264 0.474684433138406 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 E:9 I:14 I:4 +SplitGain=59.1465912146816 27.075304962824 23.1014679068823 16.6906817040948 +GainPValue=0.000e00 5.055e-183 8.899e-120 6.833e-73 +LTEChild=1 -1 -2 -3 +GTChild=2 3 -4 -5 +Threshold=12.5 0.5 29.5 5119 +Output=-0.590608827892645 -0.452367342039881 -0.219770301648656 0.202112412776231 0.653130893717131 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:6 I:7 I:8 I:15 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:14 E:11 +SplitGain=41.0962934861742 37.3968874958714 23.1935706193669 22.2953836137507 +GainPValue=2.462e-280 7.550e-251 6.662e-160 6.435e-124 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 1820.5 33.5 0.5 +Output=-0.501732214471328 0.649058496771196 0.634833670840568 -0.382050234162233 -0.00941203460087939 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:13 I:3 I:3 I:4 +SplitGain=34.0170324425036 26.7921845188943 7.9288224890476 7.73556292709226 +GainPValue=1.514e-250 1.087e-125 2.594e-41 1.653e-114 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 9.5 7.5 8296 +Output=-0.448788822287767 -0.506983187747205 0.173330491553255 -0.122777100626879 0.588681708331839 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:4 I:3 I:16 +SplitGain=25.0040024218378 11.4373720744224 9.52872170388475 9.02512656816842 +GainPValue=1.349e-193 4.948e-106 7.923e-55 5.609e-83 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 5119 12.5 1820.5 +Output=-0.315455749128155 -0.0365524548181645 0.487422152231768 0.301468725291567 0.380326578742269 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:1 I:2 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:5 I:6 I:7 I:8 I:9 I:10 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:16 E:17 I:14 I:3 +SplitGain=20.0791667168363 12.6024194668377 6.19724258209759 5.62303825745734 +GainPValue=7.848e-161 3.153e-62 1.627e-29 4.435e-99 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 27.5 14.5 +Output=-0.379761767036266 -0.117526884649891 -0.336515884547814 0.190308954587694 0.607263924835747 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=8 +SplitFeatures=I:6 I:7 I:8 I:15 I:18 I:9 I:10 I:11 +LTEChild=1 2 3 4 5 6 7 8 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 0 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 E:19 I:17 I:16 +SplitGain=14.9135633257685 10.4614256294162 7.45021223911712 5.67258120805054 +GainPValue=5.811e-123 1.299e-66 3.901e-41 4.460e-31 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=35.5 0.5 34.5 1881.5 +Output=-0.299024313227147 -0.192232307995943 -0.341743469097546 0.137444843815679 0.640075883467358 + +[Evaluator:21] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:14 I:4 I:16 +SplitGain=11.5671133993182 5.09407826708658 4.59605293496471 3.91434309268248 +GainPValue=8.820e-98 7.760e-34 8.470e-47 4.608e-40 +LTEChild=2 -2 3 -1 +GTChild=1 -3 -4 -5 +Threshold=10.5 27.5 4243.5 1820.5 +Output=-0.219735285505951 -0.323064279959849 0.141832920453876 0.3623017390548 0.304377698102001 + +[Evaluator:22] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:23] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:22 I:3 I:17 I:16 +SplitGain=11.2860924606882 8.24776164676284 6.38038975378307 4.04120341820875 +GainPValue=1.307e-96 4.718e-43 5.451e-32 8.859e-83 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 8.5 34.5 2384.5 +Output=-0.293790347105178 -0.330804094010031 -0.246950540441578 0.133336741539546 1.21421876464988 + +[Evaluator:24] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 I:4 I:14 I:14 +SplitGain=8.45371830402039 4.13549877701202 3.01857699621726 2.91554796287121 +GainPValue=6.690e-74 4.020e-45 6.736e-33 7.000e-19 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=41.5 5119 36.5 29.5 +Output=-0.318168922618415 -0.14830824102039 0.427550108450941 -0.0492331620059684 0.155274832497319 + +[Evaluator:25] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:7 I:9 I:10 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:26] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:27] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:5 I:8 I:15 I:19 I:18 I:20 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:28] +EvaluatorType=DecisionTree +NumInternalNodes=18 +SplitFeatures=I:21 I:22 I:23 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:32 I:33 I:34 I:35 I:36 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:29] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:25 E:26 E:27 E:28 +SplitGain=6.89430986663227 3.37238680768077 3.38676833873156 2.62073655569502 +GainPValue=3.874e-61 2.283e-36 3.045e-19 2.302e-14 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.363012895493256 0.107663490909166 -0.239199934983059 -0.424799190810327 0.0661062077898502 + +[Evaluator:30] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:16 I:16 I:16 +SplitGain=5.9790533538678 5.24931158316919 4.12389007508561 5.14094365301251 +GainPValue=1.024e-53 5.711e-46 2.073e-29 6.464e-26 +LTEChild=1 -1 -3 -4 +GTChild=-2 2 3 -5 +Threshold=7073.5 1820.5 1978.5 2218.5 +Output=-0.0747911205172027 0.527517859731928 0.613334250227604 -0.853697971716918 0.432443829878721 + +[Evaluator:31] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:39 I:40 I:41 I:42 +LTEChild=1 2 3 4 +GTChild=-1 -2 -3 -4 +Threshold=0.5 0.5 0.5 0.5 +Output=1 1 1 1 0 + +[Evaluator:32] +EvaluatorType=DecisionTree +NumInternalNodes=5 +SplitFeatures=I:6 I:7 I:8 I:15 I:11 +LTEChild=1 2 3 4 5 +GTChild=-1 -2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 0 + +[Evaluator:33] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:14 I:3 E:31 E:32 +SplitGain=4.71753200976028 4.10183866656186 2.38915561424245 2.51383493592686 +GainPValue=3.480e-43 3.275e-30 4.982e-16 7.530e-17 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.326993745878901 -0.0816667503784696 -0.0466134714827566 0.0157247339142087 0.213800358300123 + +[Evaluator:34] +EvaluatorType=DecisionTree +NumInternalNodes=3 +SplitFeatures=I:43 I:1 I:2 +LTEChild=1 2 3 +GTChild=-1 -2 -3 +Threshold=0.5 0.5 0.5 +Output=1 1 1 0 + +[Evaluator:35] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:17 E:34 I:3 I:14 +SplitGain=3.80642882527752 3.2166016584155 2.70909844369593 2.42187155476692 +GainPValue=2.043e-35 1.909e-26 9.306e-19 3.458e-16 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=37.5 0.5 7.5 43.5 +Output=-0.26700023441349 -0.259911066749232 -0.239205106600613 0.0293895662809673 0.166856577211143 + +[Evaluator:36] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:4 +SplitGain=3.44202872734181 2.53455163753851 3.02502100111169 6.25642185036121 +GainPValue=2.160e-32 3.153e-25 2.374e-29 1.065e-58 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=13.5 4243.5 3120 3048 +Output=-0.0595834298594704 0.203217377193547 0.325985520160946 -0.748218590665537 1.26081482731999 + +[Evaluator:37] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:12 I:13 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:38] +EvaluatorType=DecisionTree +NumInternalNodes=6 +SplitFeatures=I:44 I:39 I:40 I:41 I:45 I:42 +LTEChild=1 2 3 4 5 6 +GTChild=-1 -2 -3 -4 -5 -6 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 0 + +[Evaluator:39] +EvaluatorType=DecisionTree +NumInternalNodes=21 +SplitFeatures=I:21 I:22 I:46 I:47 I:24 I:25 I:26 I:27 I:28 I:29 I:30 I:31 I:48 I:33 I:49 I:34 I:35 I:50 I:51 I:37 I:38 +LTEChild=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0 + +[Evaluator:40] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:37 E:38 E:39 I:17 +SplitGain=2.76990749018359 2.85768699192306 2.6131654964591 2.45186024474481 +GainPValue=1.365e-26 8.826e-17 1.686e-15 3.222e-56 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 0.5 0.5 44.5 +Output=-0.28953818012828 -0.162464029562202 -0.251725047242542 0.0961288818519496 0.145403221067833 + +[Evaluator:41] +EvaluatorType=DecisionTree +NumInternalNodes=2 +SplitFeatures=I:41 I:42 +LTEChild=1 2 +GTChild=-1 -2 +Threshold=0.5 0.5 +Output=1 1 0 + +[Evaluator:42] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:16 I:4 E:41 I:16 +SplitGain=2.47294210447596 2.41739829107517 2.25772280842896 2.04130889681107 +GainPValue=4.644e-24 1.357e-23 2.074e-21 3.557e-19 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=1748 7073.5 0.5 1978.5 +Output=-0.0606889085258169 0.520481338006278 0.473739322778525 0.193385479142504 -0.0835091996060329 + +[Evaluator:43] +EvaluatorType=DecisionTree +NumInternalNodes=9 +SplitFeatures=I:5 I:6 I:7 I:8 I:15 I:18 I:20 I:9 I:10 +LTEChild=1 2 3 4 5 6 7 8 9 +GTChild=-1 -2 -3 -4 -5 -6 -7 -8 -9 +Threshold=0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 0.5 +Output=1 1 1 1 1 1 1 1 1 0 + +[Evaluator:44] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:2 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:45] +EvaluatorType=DecisionTree +NumInternalNodes=1 +SplitFeatures=I:52 +LTEChild=1 +GTChild=-1 +Threshold=0.5 +Output=1 0 + +[Evaluator:46] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=E:43 E:44 I:17 E:45 +SplitGain=2.14968971896814 1.97275392127306 1.92356604511711 1.94665288438867 +GainPValue=3.174e-21 4.932e-17 3.125e-17 3.489e-16 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 34.5 0.5 +Output=-0.212847240621963 -0.323143151284846 0.23216456980416 -0.17115345168945 0.0710589683277693 + +[Evaluator:47] +EvaluatorType=Aggregator +NumNodes=46 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ cat=+ nl=5 mil=5 iter=20 +C:4=FG:I43:Cat.relationship.Not-in-family:594.577313369658 +C:5=FG:I4:Num.capital-gain:344.531129777618 +C:6=FG:I3:Num.education-num:256.41526381175 +C:7=FG:I5:Cat.occupation.Adm-clerical:198.217404511063 +C:8=FG:I14:Num.age:85.5734512248175 +C:9=FG:I16:Num.capital-loss:79.0785380955359 +C:10=FG:I0:Cat.marital-status.Never-married:78.5207241638802 +C:11=FG:I17:Num.hours-per-week:55.4701778338978 +C:12=FG:I44:Cat.workclass.State-gov:7.50456541459447 +C:13=FG:I21:Cat.native-country.United-States:5.23390205215412 +C:14=FG:I52:Cat.sex.Male:1.94665288438867 + + +[Evaluator:48] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:47 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.txt new file mode 100644 index 0000000000..a2fe9bf397 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeCategoricalDisk-TrainTest-Census.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -6.954933 0.02996022 0.043884184441735807 0 +1 0 -2.694777 0.206297651 0.33333001955292213 0 +2 1 -1.79007888 0.290070951 1.7855222701144653 0 +3 1 5.658633 0.9442396 0.082775081150893409 1 +4 0 -7.24592829 0.02600888 0.038019475405801743 0 +5 0 -6.88091946 0.0310546476 0.045512793644897361 0 +6 0 -6.993512 0.0294046719 0.043058179035613271 0 +7 1 -0.0123245642 0.498459429 1.0044520117552489 0 +8 0 -7.238839 0.026098825 0.038152710285078308 0 +9 0 -3.90478778 0.12429256 0.19147912602511216 0 +10 1 3.09728837 0.8247178 0.27802751464446979 1 +11 0 0.260328144 0.532495141 1.0969467352851199 1 +12 0 -6.907845 0.0306520965 0.044913546295439921 0 +13 0 -3.169272 0.170139924 0.26905999244438905 0 +14 1 -0.6476994 0.419737846 1.2524395452128345 0 +15 1 2.87818217 0.808313847 0.30701253334246648 1 +16 0 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b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-out.txt new file mode 100644 index 0000000000..743d238d0f --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 14688 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 1,982 | 1,864 | 0.5153 + negative || 895 | 11,540 | 0.9280 + ||====================== +Precision || 0.6889 | 0.8609 | +OVERALL 0/1 ACCURACY: 0.830539 +LOG LOSS/instance: 0.537244 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 31.883066 +AUC: 0.871960 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.871960 (0.0000) +Accuracy: 0.830539 (0.0000) +Positive precision: 0.688912 (0.0000) +Positive recall: 0.515341 (0.0000) +Negative precision: 0.860937 (0.0000) +Negative recall: 0.928026 (0.0000) +Log-loss: 0.537244 (0.0000) +Log-loss reduction: 31.883066 (0.0000) +F1 Score: 0.589618 (0.0000) +AUPRC: 0.670582 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-rp.txt new file mode 100644 index 0000000000..223deba28d --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.87196 0.830539 0.688912 0.515341 0.860937 0.928026 0.537244 31.88307 0.589618 0.670582 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Cat} /lr:0.25;/dt:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-summary.txt new file mode 100644 index 0000000000..a98b008349 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat-summary.txt @@ -0,0 +1,31 @@ + +Per-feature gain summary for the boosted tree ensemble: + marital-status.Married-civ-spouse 1 + occupation.Exec-managerial 0.399117896915284 + occupation.Prof-specialty 0.391227805213273 + education.Bachelors 0.334466450228397 + education.Masters 0.287494503306969 + education.Prof-school 0.204600035294214 + education.Doctorate 0.187985462587772 + occupation.Sales 0.150856624152445 + occupation.Other-service 0.147997280910012 + relationship.Own-child 0.137529286784067 + marital-status.Never-married 0.131366568817433 + education.7th-8th 0.122497278808477 + workclass.Self-emp-inc 0.119940186278871 + education.HS-grad 0.113890497534289 + occupation.Tech-support 0.104801559978143 + workclass.Self-emp-not-inc 0.0911869726068162 + native-country.Mexico 0.081461599208144 + workclass.Federal-gov 0.0785782301236086 + sex.Male 0.0783006369313957 + relationship.Wife 0.0749144815167656 + education.11th 0.0746051436850124 + occupation.Handlers-cleaners 0.0601209002480329 + native-country.United-States 0.0593295291546631 + occupation.Farming-fishing 0.0583149634881263 + education.10th 0.0544727793656118 + education.9th 0.052272828491541 + workclass.Local-gov 0.0519635659099365 + occupation.? 0.0479530108171804 + occupation.Protective-serv 0.0451534478142547 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.ini new file mode 100644 index 0000000000..f454ce7329 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census-Cat-Only.Cat.ini @@ -0,0 +1,451 @@ +[TreeEnsemble] +Inputs=29 +Evaluators=22 + +[Input:1] +Name=marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=education.Bachelors +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=education.Masters +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=occupation.Sales +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=education.HS-grad +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=education.7th-8th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=education.Doctorate +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=education.Prof-school +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=occupation.Tech-support +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=marital-status.Never-married +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=workclass.Self-emp-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=relationship.Own-child +Transform=Linear +Slope=1 +Intercept=0 + +[Input:16] +Name=native-country.Mexico +Transform=Linear +Slope=1 +Intercept=0 + +[Input:17] +Name=education.11th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:18] +Name=workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:19] +Name=workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Input:20] +Name=sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:21] +Name=relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:22] +Name=occupation.Handlers-cleaners +Transform=Linear +Slope=1 +Intercept=0 + +[Input:23] +Name=occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:24] +Name=native-country.United-States +Transform=Linear +Slope=1 +Intercept=0 + +[Input:25] +Name=education.10th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:26] +Name=education.9th +Transform=Linear +Slope=1 +Intercept=0 + +[Input:27] +Name=occupation.? +Transform=Linear +Slope=1 +Intercept=0 + +[Input:28] +Name=occupation.Protective-serv +Transform=Linear +Slope=1 +Intercept=0 + +[Input:29] +Name=workclass.Local-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:4 +SplitGain=294.299106481087 42.5187683342814 58.3812153320279 22.4000043395221 +GainPValue=0.000e00 6.761e-150 4.759e-205 7.136e-80 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.869320443559852 -0.391417991722936 0.417685794920038 0.363338788870704 0.184640522875817 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:5 I:2 +SplitGain=167.437292720849 25.3823855551435 28.5262466577382 18.7830248947005 +GainPValue=0.000e00 3.761e-96 4.039e-108 9.158e-72 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.686792661289335 -0.269390617148156 0.267665520447799 0.4927995268135 0.31544438541753 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:6 +SplitGain=97.3600062650529 19.6286098269084 20.1826380626597 10.0755335380731 +GainPValue=0.000e00 9.840e-78 5.667e-80 1.285e-40 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.578173812512581 -0.257195936559698 0.272032599024219 0.239680281343483 0.0909095554109074 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:2 I:5 +SplitGain=57.0958395414738 11.1049327512301 11.4405241417092 6.89034067601241 +GainPValue=0.000e00 5.729e-46 2.663e-47 1.886e-63 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.521920296456676 -0.154264061232834 0.208125423616283 0.185200776648311 0.00261960774060565 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:8 I:9 +SplitGain=33.7020069693962 9.09599593883742 8.86936658827383 8.28035319173172 +GainPValue=5.419e-206 1.962e-38 3.488e-37 5.793e-35 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.438271647903493 0.0833421030769605 -0.503347184532252 -0.167628356780123 -0.602121873157792 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:10 I:11 I:4 +SplitGain=19.7841924096053 6.88261464533805 6.93151491048692 6.8234046529017 +GainPValue=4.008e-127 5.920e-84 4.382e-87 1.171e-29 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.408584755698481 -0.0717518569942206 1.21664644372014 1.01605633343994 0.161494109797769 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:2 I:1 I:12 +SplitGain=13.3030995767785 11.7341580287183 7.42126152011574 6.02352004186463 +GainPValue=1.375e-88 6.384e-83 1.181e-56 2.360e-26 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.447124287869616 0.145352063757923 0.0876336111877139 -0.11300848959981 0.417542433996605 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:11 I:4 I:10 +SplitGain=10.5740673666927 10.6638209576438 10.9908072859971 9.14058758371496 +GainPValue=2.086e-72 6.779e-75 4.653e-78 1.759e-70 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.235658115828032 0.29224446160209 0.506623639204746 0.0829446648234297 0.506539395235378 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:14 I:5 I:4 +SplitGain=9.43671638935504 6.03585700764115 4.41763714621388 4.93130873255693 +GainPValue=4.268e-66 3.899e-33 5.094e-25 5.680e-28 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0970107868652405 -0.364041134937991 0.346778165412 0.251491817836059 0.121344704102463 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:11 I:3 I:6 +SplitGain=7.28360237680972 5.36894758949605 5.17661493538027 3.75111981832003 +GainPValue=5.132e-52 7.513e-34 6.813e-33 2.032e-25 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.109793974793261 -0.499844487240103 0.433913064595084 0.144303055661669 0.121950126876137 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:16 I:17 I:18 +SplitGain=5.15124216846535 4.53757157352664 3.80588067137575 3.82505221978123 +GainPValue=1.155e-37 5.385e-21 1.003e-17 1.070e-17 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.218306401873434 0.0732893562350924 -0.549732056281015 -0.453476677678059 -0.16455508074912 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=4.43667027929428 4.01791355638177 3.76702389663938 4.03842343798066 +GainPValue=6.741e-33 3.393e-30 3.924e-29 2.230e-31 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.129663130864859 0.455628999926891 0.216210349956228 0.345444861377412 0.0773316660336608 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:15 I:7 I:19 I:14 +SplitGain=3.86137415955316 3.97255088072979 2.73839035933241 2.4352227162193 +GainPValue=5.093e-29 6.595e-26 2.038e-17 8.796e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.00472486436038244 -0.454938103217558 -0.360702755021077 0.366137337157951 0.248418155503345 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:20 I:21 I:22 I:23 +SplitGain=2.88845665846318 2.48362143135338 2.47154530227059 2.32529276979841 +GainPValue=2.976e-22 5.462e-34 4.945e-16 9.911e-15 +LTEChild=1 -1 3 -2 +GTChild=2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.285494013488433 0.0469728771270335 0.093398585262747 -0.361618321142242 -0.29521816382921 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:5 I:11 I:4 +SplitGain=2.35578824933546 2.09048431624114 1.89260765619257 1.92685146914933 +GainPValue=1.601e-18 1.016e-16 1.212e-15 5.231e-16 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0854245610053623 0.358336892781762 0.171085728554012 0.267780965134462 0.0636925198826974 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:13 I:24 I:25 I:9 +SplitGain=2.36342846162032 2.40690765756212 2.02897499503516 1.98019365689477 +GainPValue=1.263e-18 1.261e-14 2.016e-12 4.728e-12 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.165816385021076 -0.215931859997512 0.0619244447566189 -0.354023607117694 -0.413879300261742 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:7 I:15 I:26 I:27 +SplitGain=1.90846242529469 1.78828341380109 1.86839899969161 1.57235058217868 +GainPValue=2.168e-15 1.383e-13 1.650e-12 1.055e-10 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=0.0440719511232749 -0.321797181351898 -0.38309433090966 -0.465546314036841 -0.212365893750338 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:19 I:14 I:28 I:29 +SplitGain=1.48364737450348 1.36556674757787 1.39411776201509 1.84635632037318 +GainPValue=2.437e-12 1.395e-11 5.286e-12 2.394e-10 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0380948011378049 0.246153819998552 0.174692240145682 -0.0744647857312049 0.623160318329263 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:18 I:12 I:1 +SplitGain=1.32863687557384 1.86063834302962 1.48670791939004 1.53099048014264 +GainPValue=3.113e-11 5.083e-11 4.123e-13 1.889e-10 +LTEChild=2 -2 -1 -4 +GTChild=1 -3 3 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.0390680430630789 0.136962804819894 -0.248653246809081 0.00254755779029023 0.357035479599849 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:10 I:20 I:6 I:21 +SplitGain=1.3481906252671 1.30380339386305 1.73466526075647 1.35388557466624 +GainPValue=2.106e-11 3.877e-11 6.400e-12 3.694e-20 +LTEChild=1 3 -3 -1 +GTChild=-2 2 -4 -5 +Threshold=0.5 0.5 0.5 0.5 +Output=-0.229699594015111 0.292581755486681 -0.00173060366512037 0.166342171792861 0.0826512756759775 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ nl=5 mil=5 iter=20 +C:4=FG:I1:marital-status.Married-civ-spouse:683.781938556188 +C:5=FG:I3:occupation.Exec-managerial:108.923109297899 +C:6=FG:I2:occupation.Prof-specialty:104.659113462069 +C:7=FG:I4:education.Bachelors:76.4931854732513 +C:8=FG:I5:education.Masters:56.5166897192802 +C:9=FG:I11:education.Prof-school:28.6239150104588 +C:10=FG:I10:education.Doctorate:24.1638513829499 +C:11=FG:I6:occupation.Sales:15.5613186171496 +C:12=FG:I7:occupation.Other-service:14.9770092448619 +C:13=FG:I15:relationship.Own-child:12.933259950164 +C:14=FG:I13:marital-status.Never-married:11.8001448509754 +C:15=FG:I9:education.7th-8th:10.2605468486265 +C:16=FG:I14:workclass.Self-emp-inc:9.83664647143832 +C:17=FG:I8:education.HS-grad:8.86936658827383 +C:18=FG:I12:occupation.Tech-support:7.51022796125467 +C:19=FG:I18:workclass.Self-emp-not-inc:5.68569056281085 +C:20=FG:I16:native-country.Mexico:4.53757157352664 +C:21=FG:I19:workclass.Federal-gov:4.22203773383588 +C:22=FG:I20:sex.Male:4.19226005232623 +C:23=FG:I21:relationship.Wife:3.83750700601963 +C:24=FG:I17:education.11th:3.80588067137575 +C:25=FG:I22:occupation.Handlers-cleaners:2.47154530227059 +C:26=FG:I24:native-country.United-States:2.40690765756212 +C:27=FG:I23:occupation.Farming-fishing:2.32529276979841 +C:28=FG:I25:education.10th:2.02897499503516 +C:29=FG:I26:education.9th:1.86839899969161 +C:30=FG:I29:workclass.Local-gov:1.84635632037318 +C:31=FG:I27:occupation.?:1.57235058217868 +C:32=FG:I28:occupation.Protective-serv:1.39411776201509 + + +[Evaluator:22] 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0 -7.06814957 0.0283580963 0.04150338484481475 0 +16274 0 -3.475212 0.14961727 0.23381579607813541 0 +16275 0 -5.359538 0.0641777441 0.095693555323167784 0 +16276 0 -3.88930178 0.125137791 0.19287228491441777 0 +16277 0 -5.01313162 0.0753991753 0.11309744547612464 0 +16278 0 1.820862 0.713088334 1.8013214627670737 1 +16279 0 -5.131054 0.07139027 0.10685569914648418 0 +16280 1 3.00100183 0.8176492 0.29044611073288745 1 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-out.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-out.txt new file mode 100644 index 0000000000..3bfe5092e9 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-out.txt @@ -0,0 +1,52 @@ +maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} +Not adding a normalizer. +Making per-feature arrays +Changing data from row-wise to column-wise on disk +Processed 32561 instances +Binning and forming Feature objects +Reserved memory for tree learner: 38484 bytes +Starting to train ... +Not training a calibrator because it is not needed. +TEST POSITIVE RATIO: 0.2362 (3846.0/(3846.0+12435.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 2,134 | 1,712 | 0.5549 + negative || 535 | 11,900 | 0.9570 + ||====================== +Precision || 0.7996 | 0.8742 | +OVERALL 0/1 ACCURACY: 0.861986 +LOG LOSS/instance: 0.450406 +Test-set entropy (prior Log-Loss/instance): 0.788708 +LOG-LOSS REDUCTION (RIG): 42.893168 +AUC: 0.912085 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.912085 (0.0000) +Accuracy: 0.861986 (0.0000) +Positive precision: 0.799550 (0.0000) +Positive recall: 0.554862 (0.0000) +Negative precision: 0.874229 (0.0000) +Negative recall: 0.956976 (0.0000) +Log-loss: 0.450406 (0.0000) +Log-loss reduction: 42.893168 (0.0000) +F1 Score: 0.655104 (0.0000) +AUPRC: 0.791477 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 32561 examples Total Terms: 100 +[1] 'Building term dictionary' finished in %Time%. +[2] 'FastTree disk-based bins initialization' started. +[2] 'FastTree disk-based bins initialization' finished in %Time%. +[3] 'FastTree training' started. +[3] 'FastTree training' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-rp.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-rp.txt new file mode 100644 index 0000000000..58c8c58637 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-rp.txt @@ -0,0 +1,4 @@ +FastTreeBinaryClassification +AUC Accuracy Positive precision Positive recall Negative precision Negative recall Log-loss Log-loss reduction F1 Score AUPRC /lr /dt /nl /mil /iter Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.912085 0.861986 0.79955 0.554862 0.874229 0.956976 0.450406 42.89317 0.655104 0.791477 0.25 + 5 5 20 FastTreeBinaryClassification %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=FastTreeBinaryClassification{nl=5 mil=5 lr=0.25 iter=20 mb=255 dt+} dout=%Output% loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13} data=%Data% out=%Output% seed=1 xf=Cat{col=Cat} xf=Concat{col=Features:Num,Cat} /lr:0.25;/dt:+;/nl:5;/mil:5;/iter:20 + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-summary.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-summary.txt new file mode 100644 index 0000000000..8de3f919bb --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat-summary.txt @@ -0,0 +1,17 @@ + +Per-feature gain summary for the boosted tree ensemble: + Cat.marital-status.Married-civ-spouse 1 + Num.capital-gain 0.709672534767204 + Num.education-num 0.709133593878877 + Num.age 0.380240398705399 + Num.capital-loss 0.354596462689518 + Num.hours-per-week 0.301481399204752 + Cat.occupation.Exec-managerial 0.207062863847128 + Cat.occupation.Prof-specialty 0.167862007507273 + Cat.relationship.Wife 0.0974867426392215 + Cat.occupation.Other-service 0.096791509486728 + Cat.occupation.Farming-fishing 0.0829845451213885 + Cat.workclass.Self-emp-not-inc 0.0788146487722663 + Cat.sex.Female 0.0626710315081439 + Cat.sex.Male 0.0545558527537554 + Cat.workclass.Federal-gov 0.0533841807201977 diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.ini b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.ini new file mode 100644 index 0000000000..990a3e77b2 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.ini @@ -0,0 +1,353 @@ +[TreeEnsemble] +Inputs=15 +Evaluators=22 + +[Input:1] +Name=Cat.marital-status.Married-civ-spouse +Transform=Linear +Slope=1 +Intercept=0 + +[Input:2] +Name=Num.education-num +Transform=Linear +Slope=1 +Intercept=0 + +[Input:3] +Name=Num.capital-gain +Transform=Linear +Slope=1 +Intercept=0 + +[Input:4] +Name=Num.capital-loss +Transform=Linear +Slope=1 +Intercept=0 + +[Input:5] +Name=Num.age +Transform=Linear +Slope=1 +Intercept=0 + +[Input:6] +Name=Num.hours-per-week +Transform=Linear +Slope=1 +Intercept=0 + +[Input:7] +Name=Cat.occupation.Exec-managerial +Transform=Linear +Slope=1 +Intercept=0 + +[Input:8] +Name=Cat.occupation.Prof-specialty +Transform=Linear +Slope=1 +Intercept=0 + +[Input:9] +Name=Cat.relationship.Wife +Transform=Linear +Slope=1 +Intercept=0 + +[Input:10] +Name=Cat.occupation.Farming-fishing +Transform=Linear +Slope=1 +Intercept=0 + +[Input:11] +Name=Cat.sex.Female +Transform=Linear +Slope=1 +Intercept=0 + +[Input:12] +Name=Cat.workclass.Self-emp-not-inc +Transform=Linear +Slope=1 +Intercept=0 + +[Input:13] +Name=Cat.occupation.Other-service +Transform=Linear +Slope=1 +Intercept=0 + +[Input:14] +Name=Cat.sex.Male +Transform=Linear +Slope=1 +Intercept=0 + +[Input:15] +Name=Cat.workclass.Federal-gov +Transform=Linear +Slope=1 +Intercept=0 + +[Evaluator:1] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=294.299106481087 118.100811450287 64.0102929752946 58.3869361257031 +GainPValue=0.000e00 0.000e00 1.343e-224 4.770e-205 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 7073.5 5119 +Output=-0.901701979854116 -0.406553762902094 0.438353099127322 0.929260450160772 0.958333333333333 + +[Evaluator:2] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=167.667475313771 68.8332970983035 36.4177482237038 31.3583067745444 +GainPValue=0.000e00 3.374e-264 3.808e-197 2.639e-119 +LTEChild=2 -2 -1 -3 +GTChild=1 3 -4 -5 +Threshold=0.5 9.5 7073.5 5119 +Output=-0.715164498946646 -0.392362416369084 0.0725129573879341 0.739557143577494 0.860762469439438 + +[Evaluator:3] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:2 I:3 I:3 +SplitGain=97.8101828433035 46.7054776984794 26.4434502396873 21.6559292326741 +GainPValue=0.000e00 6.022e-190 3.277e-108 1.394e-167 +LTEChild=3 2 -2 -1 +GTChild=1 -3 -4 -5 +Threshold=0.5 12.5 5119 4668.5 +Output=-0.611437726669248 -0.258490785378095 0.291215392025802 0.7454061807958 0.469967201839421 + +[Evaluator:4] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:3 I:4 I:2 +SplitGain=57.7229999621142 30.8718612882414 32.0998886645965 19.3374808140387 +GainPValue=0.000e00 1.881e-131 1.958e-130 1.120e-79 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 5119 1820.5 8.5 +Output=-0.513055149027374 -0.59373206578609 0.688716819523825 0.727405673388719 -0.0911909744415138 + +[Evaluator:5] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:1 I:2 +SplitGain=41.6340374854078 30.5611721016123 14.2499131784555 9.7585450835919 +GainPValue=4.820e-282 2.084e-171 1.353e-86 4.186e-43 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=33.5 12.5 0.5 7.5 +Output=-0.48025872615347 -0.464758938087947 0.234026448350766 -0.441555380128441 0.0180831081146983 + +[Evaluator:6] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:6 I:4 I:2 +SplitGain=32.4069917499524 25.7563683604722 11.0304850976332 9.55746460289926 +GainPValue=3.484e-234 4.662e-183 1.503e-93 2.959e-50 +LTEChild=1 2 -1 -3 +GTChild=-2 3 -4 -5 +Threshold=7073.5 41.5 1820.5 12.5 +Output=-0.352054523788909 0.635525728739373 -0.093009131730317 0.406691130777281 0.252192249446907 + +[Evaluator:7] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:7 I:8 I:3 +SplitGain=24.8554628479292 17.7117768384401 13.9319321265183 8.80623080663215 +GainPValue=1.586e-188 5.114e-110 1.002e-90 1.148e-60 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=29.5 0.5 0.5 4243.5 +Output=-0.474702982009388 -0.203884649867752 0.306057252338979 0.209197213528201 0.423180301918843 + +[Evaluator:8] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:6 I:2 I:3 +SplitGain=21.6523956595699 10.817502792889 8.62928502663664 7.18281655495603 +GainPValue=1.002e-170 1.899e-53 2.063e-42 4.403e-124 +LTEChild=3 -2 -3 -1 +GTChild=1 2 -4 -5 +Threshold=0.5 34.5 9.5 8296 +Output=-0.382414969522669 -0.35405194150773 -0.058558379857743 0.18081329995712 0.621324063712475 + +[Evaluator:9] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:4 I:3 I:5 I:6 +SplitGain=13.3472702726635 12.0206709157638 9.02893510974639 6.68024579563898 +GainPValue=9.480e-109 7.778e-100 4.321e-73 2.833e-40 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=1820.5 5119 36.5 34.5 +Output=-0.310905267892548 0.506156201829147 0.489743618969958 -0.37696184573459 0.018073665267889 + +[Evaluator:10] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:7 I:2 I:8 +SplitGain=11.8606362393948 6.50864261859431 5.88703282917087 5.03682141620357 +GainPValue=5.959e-99 8.246e-34 5.620e-113 1.175e-26 +LTEChild=2 3 -1 -2 +GTChild=1 -3 -4 -5 +Threshold=0.5 0.5 14.5 0.5 +Output=-0.323811180899341 -0.0449203602333366 0.274650974085802 0.801532107472674 0.215926301386389 + +[Evaluator:11] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:4 I:2 +SplitGain=9.7852972836942 3.95764415675247 3.67508119940003 3.57101243113018 +GainPValue=3.285e-83 4.476e-42 5.653e-23 4.659e-41 +LTEChild=1 3 -2 -1 +GTChild=2 -3 -4 -5 +Threshold=41.5 0.5 1846 13.5 +Output=-0.216714155627173 0.084240406697455 0.174823725578033 0.583549531786137 0.166587930399255 + +[Evaluator:12] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:10 I:11 +SplitGain=8.12193065815479 6.02539348102632 2.75550446889464 2.644037767075 +GainPValue=4.460e-70 5.666e-42 1.186e-17 4.998e-17 +LTEChild=-1 -2 3 -3 +GTChild=1 2 -4 -5 +Threshold=28.5 9.5 0.5 0.5 +Output=-0.380364142362332 -0.105962068637598 0.158647945220563 -0.446399635486471 -0.0209253188054733 + +[Evaluator:13] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:1 I:4 I:2 I:12 +SplitGain=5.59930446872471 4.76877260434731 4.40568324567492 4.1816517101478 +GainPValue=2.503e-49 2.397e-99 6.634e-24 1.253e-21 +LTEChild=1 -1 -2 -4 +GTChild=2 -3 3 -5 +Threshold=0.5 2384.5 7.5 0.5 +Output=-0.232279011066231 -0.28007263293673 1.60817406145793 0.107350426047204 -0.173066242348651 + +[Evaluator:14] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:7 I:4 I:4 +SplitGain=5.33439752247135 4.64237664019013 3.0714019169162 4.74527465194238 +GainPValue=1.708e-47 2.732e-40 4.307e-29 1.505e-31 +LTEChild=1 2 -1 -4 +GTChild=-2 -3 3 -5 +Threshold=7073.5 0.5 1820.5 1978.5 +Output=-0.106721805210221 0.525886669229277 0.16315116048356 0.622016200304443 -0.277138196037719 + +[Evaluator:15] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:13 I:6 I:2 +SplitGain=4.48623473571412 3.97654793151416 3.15172665073523 2.49180677790583 +GainPValue=1.414e-40 2.981e-29 1.986e-22 3.145e-17 +LTEChild=-1 2 -2 -4 +GTChild=1 -3 3 -5 +Threshold=27.5 0.5 35.5 13.5 +Output=-0.362544963722415 -0.176740305990929 -0.377452366171394 0.054820476873082 0.271879102414196 + +[Evaluator:16] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:6 I:9 I:3 I:10 +SplitGain=3.47260272135514 2.44007375626571 1.94048647545972 1.88033516424215 +GainPValue=4.823e-32 6.987e-28 2.824e-24 5.808e-13 +LTEChild=1 2 -1 -2 +GTChild=3 -3 -4 -5 +Threshold=41.5 0.5 5119 0.5 +Output=-0.127274351718987 0.111473598931943 0.17932837926562 0.390288493776398 -0.299283879017409 + +[Evaluator:17] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:5 I:13 I:14 +SplitGain=3.16283260806698 2.64593159974967 2.33024386771681 2.00362603227565 +GainPValue=1.867e-29 6.597e-19 2.491e-16 1.152e-13 +LTEChild=-1 2 3 -2 +GTChild=1 -3 -4 -5 +Threshold=36.5 61.5 0.5 0.5 +Output=-0.132776461758213 -0.0356910564150247 -0.200266342792407 -0.318438070291119 0.138885545856449 + +[Evaluator:18] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:2 I:1 I:4 I:4 +SplitGain=2.84718256940995 2.32226996679624 2.42859489965973 5.18602229459525 +GainPValue=8.231e-27 4.031e-26 1.901e-14 3.717e-29 +LTEChild=1 -1 3 -3 +GTChild=-2 2 -4 -5 +Threshold=10.5 0.5 2001.5 1846 +Output=-0.312699436179018 0.0860928523442455 0.0118420761102656 -0.644252861743327 0.715985659447719 + +[Evaluator:19] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:3 I:4 I:4 I:15 +SplitGain=2.20311980767854 2.17343626029474 2.11905613365382 1.91848820143937 +GainPValue=3.035e-21 2.639e-20 8.464e-20 4.757e-18 +LTEChild=1 2 3 -1 +GTChild=-2 -3 -4 -5 +Threshold=7073.5 1748 1622.5 0.5 +Output=-0.0444436066569697 0.480513008822338 0.285600777679608 -0.795708775736221 0.314052221677765 + +[Evaluator:20] +EvaluatorType=DecisionTree +NumInternalNodes=4 +SplitFeatures=I:5 I:2 I:6 I:5 +SplitGain=1.91661583747929 1.81284134568166 1.52267209555163 1.47886144715612 +GainPValue=8.976e-19 9.220e-15 6.419e-12 3.896e-11 +LTEChild=-1 -2 -3 -4 +GTChild=1 2 3 -5 +Threshold=26.5 8.5 34.5 43.5 +Output=-0.333239005602936 -0.218772334914379 -0.157424825031833 0.0156667774541569 0.127788027625646 + +[Evaluator:21] +EvaluatorType=Aggregator +NumNodes=20 +Nodes=E:1 E:2 E:3 E:4 E:5 E:6 E:7 E:8 E:9 E:10 E:11 E:12 E:13 E:14 E:15 E:16 E:17 E:18 E:19 E:20 +Weights=1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +Bias=0 +Type=Linear + +[Comments] +C:0=Regression Tree Ensemble +C:1=Generated using FastTree +C:2=Created on %DateTime% +C:3=PARAM:lr=0.25 ps=3 dt=+ nl=5 mil=5 iter=20 +C:4=FG:I1:Cat.marital-status.Married-civ-spouse:673.184284113217 +C:5=FG:I3:Num.capital-gain:339.039238692763 +C:6=FG:I2:Num.education-num:338.524486555849 +C:7=FG:I5:Num.age:97.3308423294044 +C:8=FG:I4:Num.capital-loss:84.6452839957027 +C:9=FG:I6:Num.hours-per-week:61.1864157003364 +C:10=FG:I7:Cat.occupation.Exec-managerial:28.8627960972245 +C:11=FG:I8:Cat.occupation.Prof-specialty:18.9687535427219 +C:12=FG:I9:Cat.relationship.Wife:6.39771791301818 +C:13=FG:I13:Cat.occupation.Other-service:6.30679179923097 +C:14=FG:I10:Cat.occupation.Farming-fishing:4.63583963313679 +C:15=FG:I12:Cat.workclass.Self-emp-not-inc:4.1816517101478 +C:16=FG:I11:Cat.sex.Female:2.644037767075 +C:17=FG:I14:Cat.sex.Male:2.00362603227565 +C:18=FG:I15:Cat.workclass.Federal-gov:1.91848820143937 + + +[Evaluator:22] +EvaluatorType=Aggregator +Type=Sigmoid +Bias=0 +NumNodes=1 +Nodes=E:21 +Weights=0.5 + + diff --git a/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.txt b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.txt new file mode 100644 index 0000000000..016030fd3c --- /dev/null +++ b/test/BaselineOutput/SingleRelease/FastTreeBinaryClassification/FastTreeDisk-TrainTest-Census.Cat.txt @@ -0,0 +1,16282 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -7.31456375 0.025153527 0.036753065906424805 0 +1 0 -1.6564194 0.304023743 0.52289000436632549 0 +2 1 -2.910115 0.189224437 2.4018296812215532 0 +3 1 6.734953 0.9666725 0.048900924278821083 1 +4 0 -7.31456375 0.025153527 0.036753065906424805 0 +5 0 -6.65428448 0.0346516967 0.050878525763556039 0 +6 0 -6.2738905 0.0416087657 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-3.14339256 0.1719747 0.2722532518813281 0 +16273 0 -7.31456375 0.025153527 0.036753065906424805 0 +16274 0 -4.418917 0.09890431 0.15024777933918768 0 +16275 0 -4.926588 0.0784718 0.11789978335603631 0 +16276 0 -3.965812 0.1210094 0.18608036098424102 0 +16277 0 -5.613962 0.0569480956 0.084590917605942118 0 +16278 0 2.42713237 0.770929337 2.126135387017952 1 +16279 0 -1.21491992 0.352638841 0.62735728623045062 0 +16280 1 2.251949 0.755095243 0.40526946555894283 1 diff --git a/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt index e1757ca7ed..7ba740a800 100644 --- a/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt +++ b/test/BaselineOutput/SingleRelease/LogisticRegression/LogisticRegression-CV-breast-cancer.withThreshold-out.txt @@ -84,7 +84,7 @@ Virtual memory usage(MB): %Number% [2] (%Time%) 15 iterations Loss: 0.0965999141335487 Improvement: 0.0104 [2] (%Time%) 16 iterations Loss: 0.0845445916056633 Improvement: 0.01164 [2] (%Time%) 17 iterations Loss: 0.0804415196180344 Improvement: 0.005987 -[2] (%Time%) 18 iterations Loss: 0.0746645256876946 Improvement: 0.00583 +[2] (%Time%) 18 iterations Loss: 0.0746645256876945 Improvement: 0.00583 [2] (%Time%) 19 iterations Loss: 0.0737897828221321 Improvement: 0.002113 [2] (%Time%) 20 iterations Loss: 0.0732892006635666 Improvement: 0.0009038 [2] 'LBFGS Optimizer' finished in %Time%. diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs index a385917367..4c1969c2d9 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestCSharpApi.cs @@ -21,7 +21,7 @@ public TestCSharpApi(ITestOutputHelper output) : base(output) [Fact] public void TestSimpleExperiment() { - var dataPath = GetDataPath(@"adult.tiny.with-schema.txt"); + var dataPath = GetDataPath("adult.tiny.with-schema.txt"); using (var env = new TlcEnvironment()) { var experiment = env.CreateExperiment(); @@ -52,7 +52,7 @@ public void TestSimpleExperiment() [Fact] public void TestSimpleTrainExperiment() { - var dataPath = GetDataPath(@"adult.tiny.with-schema.txt"); + var dataPath = GetDataPath("adult.tiny.with-schema.txt"); using (var env = new TlcEnvironment()) { var experiment = env.CreateExperiment(); @@ -121,7 +121,7 @@ public void TestSimpleTrainExperiment() [Fact] public void TestTrainTestMacro() { - var dataPath = GetDataPath(@"adult.tiny.with-schema.txt"); + var dataPath = GetDataPath("adult.tiny.with-schema.txt"); using (var env = new TlcEnvironment()) { var subGraph = env.CreateExperiment(); @@ -193,7 +193,7 @@ public void TestTrainTestMacro() [Fact] public void TestCrossValidationBinaryMacro() { - var dataPath = GetDataPath(@"adult.tiny.with-schema.txt"); + var dataPath = GetDataPath("adult.tiny.with-schema.txt"); using (var env = new TlcEnvironment()) { var subGraph = env.CreateExperiment(); diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs index 2343c7949a..8ef51b9de2 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs @@ -2709,7 +2709,7 @@ public void EntryPointPrepareLabelConvertPredictedLabel() [Fact] public void EntryPointTreeLeafFeaturizer() { - var dataPath = GetDataPath(@"adult.tiny.with-schema.txt"); + var dataPath = GetDataPath("adult.tiny.with-schema.txt"); var inputFile = new SimpleFileHandle(Env, dataPath, false, false); #pragma warning disable 0618 var dataView = ImportTextData.ImportText(Env, new ImportTextData.Input { InputFile = inputFile }).Data; diff --git a/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs b/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs index 250bd1414d..07f6a70295 100644 --- a/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs +++ b/test/Microsoft.ML.Predictor.Tests/TestAutoInference.cs @@ -200,8 +200,8 @@ public void EntryPointPipelineSweepSerialization() public void EntryPointPipelineSweep() { // Get datasets - var pathData = GetDataPath(@"adult.tiny.with-schema.txt"); - var pathDataTest = GetDataPath(@"adult.tiny.with-schema.txt"); + var pathData = GetDataPath("adult.tiny.with-schema.txt"); + var pathDataTest = GetDataPath("adult.tiny.with-schema.txt"); const int numOfSampleRows = 1000; int numIterations = 4; var inputFileTrain = new SimpleFileHandle(Env, pathData, false, false); diff --git a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs index 2a3846cdbb..0b1b3f1fc1 100644 --- a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs +++ b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs @@ -225,7 +225,7 @@ public void BinaryClassifierLogisticRegressionTest() Done(); } - [Fact(Skip = "Need CoreTLC specific baseline update")] + [Fact] [TestCategory("Binary")] public void BinaryClassifierTesterThresholdingTest() { @@ -402,7 +402,7 @@ public void FastTreeBinaryClassificationTest() Done(); } - [Fact(Skip = "Need CoreTLC specific baseline update")] + [Fact] [TestCategory("Binary")] [TestCategory("FastTree")] public void FastTreeBinaryClassificationCategoricalSplitTest() diff --git a/test/Microsoft.ML.TestFramework/Datasets.cs b/test/Microsoft.ML.TestFramework/Datasets.cs index e84109101e..c65bd3a444 100644 --- a/test/Microsoft.ML.TestFramework/Datasets.cs +++ b/test/Microsoft.ML.TestFramework/Datasets.cs @@ -204,8 +204,8 @@ public static class TestDatasets public static TestDataset adult = new TestDataset { name = "Census", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", loaderSettings = "loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13}", mamlExtraSettings = new[] { "xf=Cat{col=Cat}", "xf=Concat{col=Features:Num,Cat}" }, extraSettings = @"/inst Text{header+ sep=, label=14 handler=Categorical{cols=5-9,1,13,3}}", @@ -214,8 +214,8 @@ public static class TestDatasets public static TestDataset adultOnlyCat = new TestDataset { name = "Census-Cat-Only", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", loaderSettings = "loader=Text{sep=, header+ col=Label:14 col=Cat:TX:1,3,5-9,13}", mamlExtraSettings = new[] { "xf=Cat{col=Cat}", "xf=Concat{col=Features:Cat}" }, extraSettings = @"/inst Text{header+ sep=, label=14 handler=Categorical{cols=5-9,1,13,3}}", @@ -224,8 +224,8 @@ public static class TestDatasets public static TestDataset adultHash = new TestDataset { name = "CensusHash", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", loaderSettings = "loader=Text{sep=, header+ col=Label:14 col=Num:0,2,4,10-12 col=Cat:TX:1,3,5-9,13}", mamlExtraSettings = new[] { "xf=CatHash{col=Cat bits=5}", "xf=Concat{col=Features:Num,Cat}" }, extraSettings = @"/inst Text{header+ sep=, label=14 handler=CatHash{cols=1,3,5-9,13 bits=5}}" @@ -234,8 +234,8 @@ public static class TestDatasets public static TestDataset adultCharGram = new TestDataset { name = "CensusCharGram", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", extraSettings = @"/inst Text{header+ sep=, label=14 handler=CharGram{cols=1,3,5-9,13 len=2} handler=CharGram{cols=1,3,5-9,13 len=3} handler=CharGram{cols=1,3,5-9,13 len=4} " + "handler=CharGram{cols=1,3,5-9,13 len=2 lower=-} handler=CharGram{cols=1,3,5-9,13 len=3 lower=-} handler=CharGram{cols=1,3,5-9,13 len=4 lower=-}}" }; @@ -243,8 +243,8 @@ public static class TestDatasets public static TestDataset adultHashWithDataPipe = new TestDataset { name = "CensusHashWithPipe", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", loaderSettings = "loader=Text{header+ sep=comma col=Cat:TX:1,3,5-9,13 col=Label:14 col=Num:~}", mamlExtraSettings = new[] { "xf=CatHash{col=Hash:5:Cat}", "xf=Concat{col=Features:Num,Hash}" }, extraSettings = @"/inst Pipe{loader=Text{header+ sep=comma col=Cat:TX:1,3,5-9,13 col=Label:14 col=Num:0,2,4,10-12} xf=CatHash{col=Hash:5:Cat} xf=Concat{col=Features:Num,Hash}}" @@ -253,8 +253,8 @@ public static class TestDatasets public static TestDataset adultText = new TestDataset { name = "CensusText", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", loaderSettings = "loader=Text{header+ sep=, col=Label:14 col=Word:TX:1,3,5-9,13 col=Num:~}", mamlExtraSettings = new[] { "xf=WordBag{col=Word}", "xf=Concat{col=Features:Num,Word}" }, extraSettings = @"/inst Text{header+ sep=, label=14 handler=WordBag{cols=1,3,5-9,13}}" @@ -263,8 +263,8 @@ public static class TestDatasets public static TestDataset adultTextHash = new TestDataset { name = "CensusTextHash", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", loaderSettings = "loader=Text{header+ sep=, col=Label:14 col=Word:TX:1,3,5-9,13 col=Num:~}", mamlExtraSettings = new[] { "xf=WordHashBag{col=Word bits=8}", "xf=Concat{col=Features:Num,Word}" }, extraSettings = @"/inst Text{header+ sep=, label=14 handler=WordHashBag{cols=1,3,5-9,13 sep=, bits=8}}" @@ -274,8 +274,8 @@ public static class TestDatasets public static TestDataset adultHashWithAttr = new TestDataset { name = "CensusHashWithAttr", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", loaderSettings = "loader=Text{header+ sep=, col=Label:14 col=Attr:TX:1 col=Name:TX:3 col=Cat1:TX:8,9 col=Cat2:TX:1 col=CatHash1:TX:1 col=CatHash2:TX:5-8 col=TextHash:TX:3,13 col=Num:~}", mamlExtraSettings = new[] { "xf=Cat{col=Cat1 col=Cat2}", "xf=CatHash{col=CatHash1:5:CatHash1 col=CatHash2:6:CatHash2}", "xf=WordHashBag{col=TextHash:8:TextHash}", "xf=Concat{col=Features:Num,Cat1,CatHash1,TextHash,CatHash2,Cat2}" }, extraSettings = @"/inst TextInstances {header+ sep=, label=14 attr=1 name=3 cat=8,9 handler=CatHash{cols=1 bits=5} handler=TextHash{cols=3,13 bits=8 seed=2} handler=CatHash{cols=5-8 bits=6} handler=Categorical{cols=1}}" @@ -284,8 +284,8 @@ public static class TestDatasets public static TestDataset adultCatAsAtt = new TestDataset { name = "CensusCat2Ordinal", - trainFilename = @"..\UCI\adult.train", - testFilename = @"..\UCI\adult.test", + trainFilename = "adult.train", + testFilename = "adult.test", extraSettings = @"/inst Text{header+ sep=, label=14 attr=5-9,1,13,3 threads-}" };