From e1a8118bb1ad10cf5a109d31dc19d95917b3d10d Mon Sep 17 00:00:00 2001 From: Udit Saxena Date: Tue, 20 Jan 2015 12:51:35 +0530 Subject: [PATCH] Tests updated and new datasets uploaded. --- src/mlpack/tests/adaboost_test.cpp | 103 +- src/mlpack/tests/data/nonlinsepdata.txt | 200 --- .../tests/data/nonlinsepdata_labels.txt | 200 --- .../tests/data/test_labels_nonlinsep.txt | 600 +++++++++ src/mlpack/tests/data/test_nonlinsep.txt | 600 +++++++++ .../tests/data/train_labels_nonlinsep.txt | 1200 +++++++++++++++++ src/mlpack/tests/data/train_nonlinsep.txt | 1200 +++++++++++++++++ src/mlpack/tests/data/vc2.txt | 517 +++---- src/mlpack/tests/data/vc2_labels.txt | 105 +- src/mlpack/tests/data/vc2_test.txt | 67 + src/mlpack/tests/data/vc2_test_labels.txt | 67 + 11 files changed, 4007 insertions(+), 852 deletions(-) delete mode 100644 src/mlpack/tests/data/nonlinsepdata.txt delete mode 100644 src/mlpack/tests/data/nonlinsepdata_labels.txt create mode 100644 src/mlpack/tests/data/test_labels_nonlinsep.txt create mode 100644 src/mlpack/tests/data/test_nonlinsep.txt create mode 100644 src/mlpack/tests/data/train_labels_nonlinsep.txt create mode 100644 src/mlpack/tests/data/train_nonlinsep.txt create mode 100644 src/mlpack/tests/data/vc2_test.txt create mode 100644 src/mlpack/tests/data/vc2_test_labels.txt diff --git a/src/mlpack/tests/adaboost_test.cpp b/src/mlpack/tests/adaboost_test.cpp index 6edea4a2d65..6d0ec63bd01 100644 --- a/src/mlpack/tests/adaboost_test.cpp +++ b/src/mlpack/tests/adaboost_test.cpp @@ -202,14 +202,15 @@ BOOST_AUTO_TEST_CASE(HammingLossBoundNonLinearSepData) { arma::mat inputData; - if (!data::Load("nonlinsepdata.txt", inputData)) - BOOST_FAIL("Cannot load test dataset nonlinsepdata.txt!"); + if (!data::Load("train_nonlinsep.txt", inputData)) + BOOST_FAIL("Cannot load test dataset train_nonlinsep.txt!"); arma::Mat labels; - if (!data::Load("nonlinsepdata_labels.txt", labels)) - BOOST_FAIL("Cannot load labels for nonlinsepdata_labels.txt"); + if (!data::Load("train_labels_nonlinsep.txt",labels)) + BOOST_FAIL("Cannot load labels for train_labels_nonlinsep.txt"); + // no need to map the labels here // Define your own weak learner, perceptron in this case. @@ -243,14 +244,14 @@ BOOST_AUTO_TEST_CASE(WeakLearnerErrorNonLinearSepData) { arma::mat inputData; - if (!data::Load("nonlinsepdata.txt", inputData)) - BOOST_FAIL("Cannot load test dataset nonlinsepdata.txt!"); + if (!data::Load("train_nonlinsep.txt", inputData)) + BOOST_FAIL("Cannot load test dataset train_nonlinsep.txt!"); arma::Mat labels; - if (!data::Load("nonlinsepdata_labels.txt",labels)) - BOOST_FAIL("Cannot load labels for nonlinsepdata_labels.txt"); - + if (!data::Load("train_labels_nonlinsep.txt",labels)) + BOOST_FAIL("Cannot load labels for train_labels_nonlinsep.txt"); + // no need to map the labels here // Define your own weak learner, perceptron in this case. @@ -484,13 +485,14 @@ BOOST_AUTO_TEST_CASE(HammingLossBoundNonLinearSepData_DS) { arma::mat inputData; - if (!data::Load("nonlinsepdata.txt", inputData)) - BOOST_FAIL("Cannot load test dataset nonlinsepdata.txt!"); + if (!data::Load("train_nonlinsep.txt", inputData)) + BOOST_FAIL("Cannot load test dataset train_nonlinsep.txt!"); arma::Mat labels; - if (!data::Load("nonlinsepdata_labels.txt",labels)) - BOOST_FAIL("Cannot load labels for nonlinsepdata_labels.txt"); + if (!data::Load("train_labels_nonlinsep.txt",labels)) + BOOST_FAIL("Cannot load labels for train_labels_nonlinsep.txt"); + // no need to map the labels here @@ -530,14 +532,14 @@ BOOST_AUTO_TEST_CASE(WeakLearnerErrorNonLinearSepData_DS) { arma::mat inputData; - if (!data::Load("nonlinsepdata.txt", inputData)) - BOOST_FAIL("Cannot load test dataset nonlinsepdata.txt!"); + if (!data::Load("train_nonlinsep.txt", inputData)) + BOOST_FAIL("Cannot load test dataset train_nonlinsep.txt!"); arma::Mat labels; - if (!data::Load("nonlinsepdata_labels.txt",labels)) - BOOST_FAIL("Cannot load labels for nonlinsepdata_labels.txt"); - + if (!data::Load("train_labels_nonlinsep.txt",labels)) + BOOST_FAIL("Cannot load labels for train_labels_nonlinsep.txt"); + // no need to map the labels here // Define your own weak learner, Decision Stump in this case. @@ -593,28 +595,42 @@ BOOST_AUTO_TEST_CASE(ClassifyTest_VERTEBRALCOL) // Define your own weak learner, perceptron in this case. // Run the perceptron for perceptron_iter iterations. - int perceptron_iter = 5000; + + int perceptron_iter = 1000; + + arma::mat testData; + + if (!data::Load("vc2_test.txt", testData)) + BOOST_FAIL("Cannot load test dataset vc2_test.txt!"); + + arma::Mat trueTestLabels; + + if (!data::Load("vc2_test_labels.txt",trueTestLabels)) + BOOST_FAIL("Cannot load labels for vc2_test_labels.txt"); arma::Row perceptronPrediction(labels.n_cols); perceptron::Perceptron<> p(inputData, labels.row(0), perceptron_iter); p.Classify(inputData, perceptronPrediction); // Define parameters for the adaboost - int iterations = 250; + + int iterations = 100; double tolerance = 1e-10; AdaBoost<> a(inputData, labels.row(0), iterations, tolerance, p); - - arma::Row predictedLabels(inputData.n_cols); - a.Classify(inputData, predictedLabels); + + arma::Row predictedLabels(testData.n_cols); + a.Classify(testData, predictedLabels); int localError = 0; - - for (size_t i = 0; i < labels.n_cols; i++) - if(labels(i) != predictedLabels(i)) + + for (size_t i = 0; i < trueTestLabels.n_cols; i++) + if(trueTestLabels(i) != predictedLabels(i)) localError++; - double lError = (double) localError / labels.n_cols; + + double lError = (double) localError / trueTestLabels.n_cols; + + BOOST_REQUIRE(lError <= 0.30); - BOOST_REQUIRE_LT(lError, 0.30); } /** @@ -626,14 +642,14 @@ BOOST_AUTO_TEST_CASE(ClassifyTest_NONLINSEP) { arma::mat inputData; - if (!data::Load("nonlinsepdata.txt", inputData)) - BOOST_FAIL("Cannot load test dataset nonlinsepdata.txt!"); + if (!data::Load("train_nonlinsep.txt", inputData)) + BOOST_FAIL("Cannot load test dataset train_nonlinsep.txt!"); arma::Mat labels; - if (!data::Load("nonlinsepdata_labels.txt",labels)) - BOOST_FAIL("Cannot load labels for nonlinsepdata_labels.txt"); - + if (!data::Load("train_labels_nonlinsep.txt",labels)) + BOOST_FAIL("Cannot load labels for train_labels_nonlinsep.txt"); + // no need to map the labels here // Define your own weak learner, perceptron in this case. @@ -642,6 +658,16 @@ BOOST_AUTO_TEST_CASE(ClassifyTest_NONLINSEP) const size_t numClasses = 2; const size_t inpBucketSize = 3; + arma::mat testData; + + if (!data::Load("test_nonlinsep.txt", testData)) + BOOST_FAIL("Cannot load test dataset test_nonlinsep.txt!"); + + arma::Mat trueTestLabels; + + if (!data::Load("test_labels_nonlinsep.txt",trueTestLabels)) + BOOST_FAIL("Cannot load labels for test_labels_nonlinsep.txt"); + arma::Row dsPrediction(labels.n_cols); decision_stump::DecisionStump<> ds(inputData, labels.row(0), @@ -653,15 +679,16 @@ BOOST_AUTO_TEST_CASE(ClassifyTest_NONLINSEP) AdaBoost > a( inputData, labels.row(0), iterations, tolerance, ds); - arma::Row predictedLabels(inputData.n_cols); - a.Classify(inputData, predictedLabels); + arma::Row predictedLabels(testData.n_cols); + a.Classify(testData, predictedLabels); int localError = 0; - for (size_t i = 0; i < labels.n_cols; i++) - if(labels(i) != predictedLabels(i)) + for (size_t i = 0; i < trueTestLabels.n_cols; i++) + if(trueTestLabels(i) != predictedLabels(i)) localError++; - double lError = (double) localError / labels.n_cols; + double lError = (double) localError / trueTestLabels.n_cols; + BOOST_REQUIRE(lError <= 0.30); } diff --git a/src/mlpack/tests/data/nonlinsepdata.txt b/src/mlpack/tests/data/nonlinsepdata.txt deleted file mode 100644 index aae2e37684d..00000000000 --- a/src/mlpack/tests/data/nonlinsepdata.txt +++ /dev/null @@ -1,200 +0,0 @@ --0.299105532 0.572326729 --0.836483249 -0.14359759 -0.008063874 -0.007024867 --0.343167143 0.42961481 -0.32154837 -0.208236731 --0.217072934 -0.212645094 -0.429448087 0.042831669 -0.531008929 -0.252171061 --0.228575587 -0.586958836 -0.733937526 -0.012346747 -0.303535501 0.571892222 -0.539039196 0.628216718 -0.412215252 -0.185824745 --0.307331594 -0.885248399 -0.151464995 0.066677945 -0.02810081 -0.818338472 -0.015731441 -0.645799755 -0.661724665 -0.347577756 --0.089698701 -0.363787138 -0.316161623 0.313278339 -0.88787143 0.111484946 -0.970688757 0.161322385 -0.55101173 0.099046711 -0.019806601 0.831823487 -0.596855325 -0.721216246 --0.917824177 -0.228485105 --0.27570897 -0.095019869 -0.108012122 -0.1654937 -0.292911812 0.289884615 --0.170870048 0.921382619 --0.269166632 -0.160922833 -0.637122848 -0.123215673 --0.907638043 -0.366173065 -0.725175629 0.08535568 -0.260180377 -0.790052711 -0.059974592 0.558496803 -0.290949275 -0.775789564 --0.696033218 0.591746086 -0.088498834 -0.102255727 --0.015662941 -0.865967082 --0.932972607 -0.344126727 -0.566055791 0.654023314 -0.492482144 0.194692911 -0.64246928 0.613606187 -0.308782039 0.088767443 -0.522317298 0.41842343 -0.144916266 0.942122486 --0.124875724 -0.52727621 --0.499126147 -0.196592035 -0.359473181 0.028418378 -0.125175757 0.060811083 -0.806560524 -0.16821312 --0.418556149 -0.19088967 -0.149065896 0.493280871 --0.010245202 0.701047926 --0.008959135 -0.230829545 -0.254738853 0.713600534 --0.334082867 -0.187395872 -0.754083034 -0.143750879 -0.478110324 -0.686417423 -0.020391919 0.319246924 --0.642978854 0.025182941 --0.607613175 -0.570268698 -0.306423566 -0.565936275 -0.123538578 0.186257023 -0.72706875 0.085249277 -0.737146843 0.347000254 --0.714918394 0.061488226 --0.762951097 -0.602080044 --0.695314036 -0.321081659 --0.390384895 0.866603455 -0.369827758 -0.026497804 --0.327322825 -0.17926549 --0.655559774 0.614518243 --0.598580033 -0.198440877 --0.011918728 -0.406462964 --0.468026012 -0.841700798 --0.055200503 0.587127554 -0.792314883 0.350783736 --0.583600401 0.62081282 --0.64458229 -0.68397351 -0.195561235 0.765132675 -0.015002733 -0.866439468 -0.539805874 0.239808175 --0.033649068 0.518455043 -0.319246005 -0.891048936 -0.227677062 0.61339575 --0.628677954 -0.754721192 --0.804753322 -0.12575209 -0.702105593 -0.358808384 --0.028267632 0.337560238 -0.891922873 0.392380999 --0.06284684 -0.667804169 -0.105634707 -0.753147345 -0.534655451 -0.349686075 -0.443053473 -0.201818235 -0.946813295 0.083211205 -0.074300943 0.75376313 --0.039789138 -0.035876894 -0.745621743 -0.247372451 -0.743619596 -1.81591802 -1.155134773 -1.155691663 --0.730475116 -1.792547114 --1.549717954 -0.723237783 -0.781720033 1.24857396 --1.533967653 0.323906224 --0.944213794 1.386142763 -0.254188113 1.607492509 --1.624602712 -1.067337954 --0.739085468 1.791634164 -1.278347298 -0.741926562 -1.662805028 -1.060597485 --0.055156833 1.232406071 -0.900610262 0.753584576 -0.41579285 1.11011431 --1.586495923 0.004145099 --0.138408011 -1.022456668 -0.509090382 1.893340333 -0.02305279 1.865694236 -0.609535781 -0.820684516 --1.067528965 0.623675136 --1.049854852 -0.945513359 -0.120914993 1.174040076 -1.484419861 1.106783517 --1.4191842 -0.141866709 --1.934438955 0.279764857 -0.951389268 1.356798069 --1.375209835 -1.321095706 --1.808529076 -0.513250346 --1.092175944 -1.588498871 -0.948952249 1.216195061 -0.015594362 -1.624437522 -0.321967496 1.814427652 --1.352713814 -0.16529335 -0.345744458 -1.533369276 -1.656086814 0.233896107 --0.460792886 0.913383678 -1.163585001 -1.194367686 -0.850341757 -1.256163979 --1.796190808 -0.442470528 -0.932987115 -1.036952001 -1.82338821 -0.594913071 -0.763599686 -1.466453943 -0.758080019 -0.988607753 -1.492253497 1.066286642 --0.978672999 -1.370508188 --0.310337647 -1.032191049 --1.157032863 -0.960133321 -0.534533646 -1.65875866 -1.892449042 0.417662491 -0.126897732 -0.992523572 --0.227095688 -1.969442814 --0.0888739 1.456654514 --0.087928817 1.97828692 --1.13053945 -1.239366312 --1.052421933 1.542383058 -0.476271294 -1.580284838 --1.602001068 0.563756307 -0.278412374 -1.333872331 -1.658498678 -0.099409044 --0.55976856 1.713687384 -1.177482802 1.479349776 -1.470575571 -1.050073357 --1.699394959 -0.454123902 -1.871811971 -0.299596785 --0.917079278 -1.061606607 -1.73434779 -0.066363522 --1.470010888 -0.437823934 --1.444880111 -0.24213575 -0.985071168 1.123418374 --0.915193748 1.169127518 -1.378278589 0.22912872 -0.903525291 1.431572615 --0.0414839 -1.512951056 -1.944240347 0.375946415 --1.164397187 1.295214988 -0.819463581 -0.961347546 --0.532169769 -1.413116543 --0.516650608 -1.327821851 -0.692724746 1.706765607 --1.78217547 0.681062009 --1.678951498 -0.944800369 -1.725046866 -0.111232858 -0.384280254 1.289555533 -0.018881382 1.325422045 --0.144267356 1.88251979 -0.001741105 -1.607215265 --1.778635709 0.492887681 -1.544133898 0.577162072 --1.786134271 -0.095665791 -0.378568063 1.553615494 -0.547230462 -1.735854416 --0.482079187 1.572950613 -1.525034275 0.267207967 --1.185673846 -0.788824603 -0.610287572 -0.912237428 --1.071198843 0.993129184 --0.000990903 -1.113048629 --1.982204157 -0.138989282 --1.201996822 -0.316294472 diff --git a/src/mlpack/tests/data/nonlinsepdata_labels.txt b/src/mlpack/tests/data/nonlinsepdata_labels.txt deleted file mode 100644 index cbfde7b9e30..00000000000 --- a/src/mlpack/tests/data/nonlinsepdata_labels.txt +++ /dev/null @@ -1,200 +0,0 @@ -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 diff --git a/src/mlpack/tests/data/test_labels_nonlinsep.txt b/src/mlpack/tests/data/test_labels_nonlinsep.txt new file mode 100644 index 00000000000..1007b51293a --- /dev/null +++ b/src/mlpack/tests/data/test_labels_nonlinsep.txt @@ -0,0 +1,600 @@ +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 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100644 --- a/src/mlpack/tests/data/vc2_labels.txt +++ b/src/mlpack/tests/data/vc2_labels.txt @@ -38,58 +38,6 @@ 0 0 0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -0 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 1 1 1 @@ -190,58 +138,6 @@ 1 1 1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 -2 2 2 2 @@ -308,3 +204,4 @@ 2 2 2 +2 \ No newline at end of file diff --git a/src/mlpack/tests/data/vc2_test.txt b/src/mlpack/tests/data/vc2_test.txt new file mode 100644 index 00000000000..ea8ad28a0fb --- /dev/null +++ b/src/mlpack/tests/data/vc2_test.txt @@ -0,0 +1,67 @@ +74.43 41.56 27.7 32.88 107.95 5 +50.21 29.76 36.1 20.45 128.29 5.74 +30.15 11.92 34 18.23 112.68 11.46 +41.17 17.32 33.47 23.85 116.38 -9.57 +47.66 13.28 36.68 34.38 98.25 6.27 +43.35 7.47 28.07 35.88 112.78 5.75 +46.86 15.35 38 31.5 116.25 1.66 +43.2 19.66 35 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39.81 130.35 2.45 +39.66 16.21 36.67 23.45 131.92 -4.97 +45.58 18.76 33.77 26.82 116.8 3.13 +66.51 20.9 31.73 45.61 128.9 1.52 +82.91 29.89 58.25 53.01 110.71 6.08 \ No newline at end of file diff --git a/src/mlpack/tests/data/vc2_test_labels.txt b/src/mlpack/tests/data/vc2_test_labels.txt new file mode 100644 index 00000000000..f82f3ce29c4 --- /dev/null +++ b/src/mlpack/tests/data/vc2_test_labels.txt @@ -0,0 +1,67 @@ +0 +0 +0 +0 +0 +0 +0 +0 +0 +0 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +1 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 +2 \ No newline at end of file