From f70af3a3567dff6e21d625dc0f5f4160d75c7384 Mon Sep 17 00:00:00 2001 From: Michael Sharp <51342856+michaelgsharp@users.noreply.github.com> Date: Wed, 7 Jul 2021 22:58:33 -0600 Subject: [PATCH 1/5] New version of Intel MKL. (#5867) * New version of Intel MKL. * Docs updated. * Version * symbols fix. * FIx for non-windows builds. * Fixed versions in files. * Comments from PR changes. --- docs/building/MlNetMklDeps/MlNetMklDeps.nuspec | 2 +- docs/building/MlNetMklDeps/version.md | 5 ++++- eng/Versions.props | 2 +- .../Microsoft.ML.Mkl.Redist.csproj | 2 ++ src/Native/Native.proj | 15 +++++++++++++-- 5 files changed, 21 insertions(+), 5 deletions(-) diff --git a/docs/building/MlNetMklDeps/MlNetMklDeps.nuspec b/docs/building/MlNetMklDeps/MlNetMklDeps.nuspec index b6d16f8497..d20d004942 100644 --- a/docs/building/MlNetMklDeps/MlNetMklDeps.nuspec +++ b/docs/building/MlNetMklDeps/MlNetMklDeps.nuspec @@ -2,7 +2,7 @@ MlNetMklDeps - 0.0.0.9 + 0.0.0.12 This NuGet package provides Intel(R) MKL dependencies for ML.NET Intel Corporation Microsoft diff --git a/docs/building/MlNetMklDeps/version.md b/docs/building/MlNetMklDeps/version.md index 8b62cd44cf..b181725284 100644 --- a/docs/building/MlNetMklDeps/version.md +++ b/docs/building/MlNetMklDeps/version.md @@ -13,4 +13,7 @@ windows: 2018.3.210 mkl 2019 Update 2 mac:2019.2.187 linux:2019.2.187 -windows:2019.2.187 \ No newline at end of file +windows:2019.2.187 + +#Intel MKl SDK versions used to build the MlNetMklDeps v0.0.0.12 +mkl 2021.3 \ No newline at end of file diff --git a/eng/Versions.props b/eng/Versions.props index fcbcfcd9ac..34dc4418a9 100644 --- a/eng/Versions.props +++ b/eng/Versions.props @@ -22,7 +22,7 @@ 2.3.1 2.1.0 1.6.0 - 0.0.0.9 + 0.0.0.12 2.1.3 4.5.0 4.5.0 diff --git a/src/Microsoft.ML.Mkl.Redist/Microsoft.ML.Mkl.Redist.csproj b/src/Microsoft.ML.Mkl.Redist/Microsoft.ML.Mkl.Redist.csproj index 63f12a1b2d..8f752fe1a4 100644 --- a/src/Microsoft.ML.Mkl.Redist/Microsoft.ML.Mkl.Redist.csproj +++ b/src/Microsoft.ML.Mkl.Redist/Microsoft.ML.Mkl.Redist.csproj @@ -23,6 +23,8 @@ + + \ No newline at end of file diff --git a/src/Native/Native.proj b/src/Native/Native.proj index 4955604c9c..54dc0e7b89 100644 --- a/src/Native/Native.proj +++ b/src/Native/Native.proj @@ -35,6 +35,10 @@ $(IntermediateOutputPath)_version.h + + true + + lib .dll @@ -86,7 +90,11 @@ SourceFiles="$(NuGetPackageRoot)mlnetmkldeps\$(MlNetMklDepsPackageVersion)\runtimes\$(PackageRid)\native\$(NativeLibPrefix)MklImports$(NativeLibExtension)" DestinationFolder="$(NativeAssetsBuiltPath)" /> - + + + @@ -121,7 +129,10 @@ - + From 34eb983687775f76ce7a97c2673eb6e0ba87f1ed Mon Sep 17 00:00:00 2001 From: Michael Sharp <51342856+michaelgsharp@users.noreply.github.com> Date: Mon, 12 Jul 2021 15:14:54 -0700 Subject: [PATCH 2/5] Arm64 build/test/publish. (#5860) * Arm helix * yml cross fixes. * yml cross fixes. * yml cross fixes. * yml cross fixes. * yml cross testing * Adding docker again. * queue changes. * queue changes. * queue changes. * arm pre commands * arm pre commands * arm pre commands * arm pre commands * arm pre commands * arm pre commands * arm pre commands * Arm helix changes. * Arm helix changes. * Removing arm so PR can go. * FIxes from PR comments. Adding arm32 back. * Fix using statements. * Namespace fixes. * Added missed cmake code. * Cmake fixes * M1 Additions * Changes from PR comments. * x86x64 fact attribute. * Fixes from PR comments. * Fixes from PR comments. * Fixes for Centos 7 fact and Featurizers fact. * Code Analysis version and Not fail on M1. * disable m1 tests in prs. * disable m1 tests in prs. * disable m1 tests in prs. * disable m1 tests in prs. * Change to full url * Look in osx-arm64 folder for baseline files. * Fixed -mthumb flag issue. * Fixes from PR comments. * Fixes from PR comments. * Final test fixed. * Final Fixes from PR comments. --- .vsts-dotnet-ci.yml | 72 ++ build/ci/job-template.yml | 24 +- build/ci/send-to-helix.yml | 4 + build/vsts-ci.yml | 113 ++- eng/Versions.props | 2 +- eng/helix.proj | 25 +- src/Native/CMakeLists.txt | 15 + src/Native/LdaNative/CMakeLists.txt | 8 + .../MatrixFactorizationNative/CMakeLists.txt | 8 + ...on-CV-breast-cancer.PAVcalibration-out.txt | 58 ++ ...eptron-CV-breast-cancer.PAVcalibration.txt | 700 ++++++++++++++++++ ...n-CV-breast-cancer.calibrateRandom-out.txt | 56 ++ ...ptron-CV-breast-cancer.calibrateRandom.txt | 700 ++++++++++++++++++ ...ron-CV-breast-cancer.nocalibration-out.txt | 58 ++ ...ceptron-CV-breast-cancer.nocalibration.txt | 700 ++++++++++++++++++ ...nTest-breast-cancer.PAVcalibration-out.txt | 39 + ...TrainTest-breast-cancer.PAVcalibration.txt | 700 ++++++++++++++++++ ...Test-breast-cancer.calibrateRandom-out.txt | 38 + ...rainTest-breast-cancer.calibrateRandom.txt | 700 ++++++++++++++++++ ...inTest-breast-cancer.nocalibration-out.txt | 39 + ...-TrainTest-breast-cancer.nocalibration.txt | 700 ++++++++++++++++++ .../CommandTrainMlrWithStats-1-out.txt | 1 + .../CommandTrainMlrWithStats-out.txt | 15 + .../CommandTrainMlrWithStats-summary.txt | 17 + .../LDSVM-def-CV-breast-cancer-out.txt | 56 ++ .../osx-arm64/LDSVM-def-CV-breast-cancer.txt | 700 ++++++++++++++++++ .../LDSVM-def-TrainTest-breast-cancer-out.txt | 38 + .../LDSVM-def-TrainTest-breast-cancer.txt | 700 ++++++++++++++++++ .../LDSVM-nob-CV-breast-cancer-out.txt | 56 ++ .../osx-arm64/LDSVM-nob-CV-breast-cancer.txt | 700 ++++++++++++++++++ .../LDSVM-nob-TrainTest-breast-cancer-out.txt | 38 + .../LDSVM-nob-TrainTest-breast-cancer.txt | 700 ++++++++++++++++++ ...gression-bin-norm-CV-breast-cancer-out.txt | 99 +++ ...icRegression-bin-norm-CV-breast-cancer.txt | 700 ++++++++++++++++++ ...n-bin-norm-TrainTest-breast-cancer-out.txt | 62 ++ ...ssion-bin-norm-TrainTest-breast-cancer.txt | 700 ++++++++++++++++++ ...sion-non-negative-CV-breast-cancer-out.txt | 121 +++ ...gression-non-negative-CV-breast-cancer.txt | 700 ++++++++++++++++++ ...n-negative-TrainTest-breast-cancer-out.txt | 71 ++ ...n-non-negative-TrainTest-breast-cancer.txt | 700 ++++++++++++++++++ ...ticRegression-Non-Negative-CV-iris-out.txt | 108 +++ ...ogisticRegression-Non-Negative-CV-iris.txt | 151 ++++ ...Regression-Non-Negative-TrainTest-iris.txt | 151 ++++ ...lticlassLogisticRegression-CV-iris-out.txt | 111 +++ .../MulticlassLogisticRegression-CV-iris.txt | 151 ++++ ...sLogisticRegression-TrainTest-iris-out.txt | 69 ++ ...classLogisticRegression-TrainTest-iris.txt | 151 ++++ .../WE-AvgPer-TrainTest-breast-cancer-out.txt | 50 ++ .../WE-AvgPer-TrainTest-breast-cancer.txt | 700 ++++++++++++++++++ .../WE-Average-TrainTest-iris-out.txt | 61 ++ .../osx-arm64/WE-Average-TrainTest-iris.txt | 151 ++++ .../WE-Bootstrap-TrainTest-iris-out.txt | 151 ++++ .../osx-arm64/WE-Bootstrap-TrainTest-iris.txt | 151 ++++ .../WE-Stacking-TrainTest-iris-out.txt | 67 ++ .../osx-arm64/WE-Stacking-TrainTest-iris.txt | 151 ++++ .../WE-Voting-TrainTest-iris-out.txt | 61 ++ test/Directory.Build.props | 1 + .../UnitTests/TestEntryPoints.cs | 20 +- ...crosoft.ML.CpuMath.PerformanceTests.csproj | 1 + .../UnitTests.cs | 156 ++-- .../Microsoft.ML.IntegrationTests/Training.cs | 7 +- .../Validation.cs | 3 +- .../TestPredictors.cs | 11 +- ...tribute.cs => FeaturizersFactAttribute.cs} | 14 +- .../Attributes/LightGBMFactAttribute.cs | 3 +- .../Attributes/LightGBMTheoryAttribute.cs | 4 +- .../Attributes/NotArm32FactAttribute.cs | 23 + .../Attributes/OnnxTheoryAttribute.cs | 4 +- .../Attributes/TensorflowFactAttribute.cs | 7 +- .../Attributes/TensorflowTheoryAttribute.cs | 5 +- .../Attributes/X86X64FactAttribute.cs | 26 + .../BaseTestBaseline.cs | 7 +- test/Microsoft.ML.TestFramework/GlobalBase.cs | 22 +- .../TestCommandBase.cs | 4 +- .../EnvironmentSpecificFactAttribute.cs | 2 +- .../EnvironmentSpecificTheoryAttribute.cs | 0 ...dAwareFactorizationMachineFactAttribute.cs | 23 + .../NativeDependencyFactAttribute.cs | 25 + .../NativeDependencyTheoryAttribute.cs | 25 + .../Attributes/OnnxFactAttribute.cs | 7 +- .../Microsoft.ML.TestFrameworkCommon.csproj | 4 + .../Utility/Kernel32.cs | 18 + .../Utility/Libdl.cs | 25 + .../Utility/LibraryLoader.cs | 219 ++++++ .../Utility/License | 21 + .../Utility/NativeLibrary.cs | 155 ++++ .../Utility/PathResolver.cs | 150 ++++ .../Microsoft.ML.Tests/DatabaseLoaderTests.cs | 2 +- .../FeatureContributionTests.cs | 6 +- test/Microsoft.ML.Tests/OnnxConversionTest.cs | 36 +- .../Api/Estimators/SimpleTrainAndPredict.cs | 3 +- .../TrainerEstimators/FAFMEstimator.cs | 7 +- .../TrainerEstimators/LbfgsTests.cs | 2 +- .../OlsLinearRegressionTests.cs | 3 +- .../SymSgdClassificationTests.cs | 5 +- .../Transformers/DateTimeTransformerTests.cs | 18 +- .../Transformers/NormalizerTests.cs | 6 +- .../Transformers/TimeSeriesImputerTests.cs | 20 +- .../TimeSeries.cs | 3 +- .../TimeSeriesDirectApi.cs | 27 +- .../TimeSeriesEstimatorTests.cs | 7 +- .../TimeSeriesSimpleApiTests.cs | 5 +- 102 files changed, 14324 insertions(+), 186 deletions(-) create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration-out.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom-out.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration-out.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom-out.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt create mode 100644 test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt create mode 100644 test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-1-out.txt create mode 100644 test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-out.txt create mode 100644 test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-summary.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris-out.txt create mode 100644 test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris.txt create mode 100644 test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-TrainTest-iris.txt create mode 100644 test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris-out.txt create mode 100644 test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris.txt create mode 100644 test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris-out.txt create mode 100644 test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer-out.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris-out.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris-out.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris-out.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris.txt create mode 100644 test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Voting-TrainTest-iris-out.txt rename test/Microsoft.ML.TestFramework/Attributes/{NotCentOS7FactAttribute.cs => FeaturizersFactAttribute.cs} (72%) create mode 100644 test/Microsoft.ML.TestFramework/Attributes/NotArm32FactAttribute.cs create mode 100644 test/Microsoft.ML.TestFramework/Attributes/X86X64FactAttribute.cs rename test/{Microsoft.ML.TestFramework => Microsoft.ML.TestFrameworkCommon}/Attributes/EnvironmentSpecificTheoryAttribute.cs (100%) create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Attributes/FieldAwareFactorizationMachineFactAttribute.cs create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyFactAttribute.cs create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyTheoryAttribute.cs create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Utility/Kernel32.cs create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Utility/Libdl.cs create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Utility/LibraryLoader.cs create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Utility/License create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Utility/NativeLibrary.cs create mode 100644 test/Microsoft.ML.TestFrameworkCommon/Utility/PathResolver.cs diff --git a/.vsts-dotnet-ci.yml b/.vsts-dotnet-ci.yml index 7c7d0a9cab..e43d4047ab 100644 --- a/.vsts-dotnet-ci.yml +++ b/.vsts-dotnet-ci.yml @@ -10,7 +10,57 @@ resources: - container: UbuntuContainer image: mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-16.04-mlnet-20200515184230-2c829e8 + - container: UbuntuCrossArmContainer + image: mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-18.04-mlnet-cross-arm-20210512124625-2e59a5f + + - container: UbuntuCrossArm64Container + image: mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-18.04-mlnet-cross-arm64-20210512124625-2e59a5f + jobs: +- template: /build/ci/job-template.yml + parameters: + architecture: arm + name: Ubuntu_x64_cross_arm_NetCoreApp31 + buildScript: ./build.sh + container: UbuntuCrossArmContainer + customMatrixes: + Debug_Build: + _configuration: Debug-netcoreapp3_1 + _config_short: DI + _includeBenchmarkData: false + _targetFramework: netcoreapp3.1 + Release_Build: + _configuration: Release-netcoreapp3_1 + _config_short: RI + _includeBenchmarkData: true + _targetFramework: netcoreapp3.1 + innerLoop: true + pool: + name: Hosted Ubuntu 1604 + helixQueue: Ubuntu.1804.ArmArch.Open@mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-18.04-helix-arm32v7-20210531091521-97d8652 + +- template: /build/ci/job-template.yml + parameters: + architecture: arm64 + name: Ubuntu_x64_cross_arm64_NetCoreApp31 + buildScript: ./build.sh + container: UbuntuCrossArm64Container + customMatrixes: + Debug_Build: + _configuration: Debug-netcoreapp3_1 + _config_short: DI + _includeBenchmarkData: false + _targetFramework: netcoreapp3.1 + Release_Build: + _configuration: Release-netcoreapp3_1 + _config_short: RI + _includeBenchmarkData: true + _targetFramework: netcoreapp3.1 + innerLoop: true + pool: + name: Hosted Ubuntu 1604 + helixQueue: Ubuntu.1804.ArmArch.Open@mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-18.04-helix-arm64v8-20210531091519-97d8652 + - template: /build/ci/job-template.yml parameters: name: Centos_x64_NetCoreApp31 @@ -51,6 +101,28 @@ jobs: name: Hosted macOS helixQueue: OSX.1015.Amd64.Open +- template: /build/ci/job-template.yml + parameters: + architecture: arm64 + name: MacOS_cross_arm64_NetCoreApp21 + buildScript: ./build.sh + customMatrixes: + Debug_Build: + _configuration: Debug-netcoreapp3_1 + _config_short: DI + _includeBenchmarkData: false + _targetFramework: netcoreapp3.1 + Release_Build: + _configuration: Release-netcoreapp3_1 + _config_short: RI + _includeBenchmarkData: true + _targetFramework: netcoreapp3.1 + innerLoop: true + pool: + vmImage: macOS-10.15 + testTargetFramework: net6.0 + helixQueue: OSX.1100.Arm64.Open + - template: /build/ci/job-template.yml parameters: name: Windows_x64_NetCoreApp31 diff --git a/build/ci/job-template.yml b/build/ci/job-template.yml index a3ce9195c0..35e5dcb89c 100644 --- a/build/ci/job-template.yml +++ b/build/ci/job-template.yml @@ -13,6 +13,7 @@ parameters: container: '' useVSTestTask: false helixQueue: '' + testTargetFramework: '' jobs: - job: ${{ parameters.name }} @@ -36,6 +37,12 @@ jobs: spaceValue: ' ' ${{ if eq(parameters.buildScript, './build.sh') }}: spaceValue: '%20' + ${{ if and(eq(parameters.pool.name, 'Hosted Ubuntu 1604'), contains(parameters.name, 'cross')) }}: + ROOTFS_DIR: '/crossrootfs/${{ parameters.architecture }}' + ${{ if eq(parameters.testTargetFramework, '') }}: + testTargetFramework: '' + ${{ if ne(parameters.testTargetFramework, '') }}: + testTargetFramework: '/p:TestTargetFramework=${{ parameters.testTargetFramework }}' strategy: matrix: ${{ if eq(parameters.customMatrixes, '') }}: @@ -64,13 +71,17 @@ jobs: displayName: MacOS Homebrew bug Workaround continueOnError: true # Extra MacOS step required to install OS-specific dependencies - - ${{ if eq(parameters.pool.name, 'Hosted macOS') }}: + - ${{ if and(eq(parameters.pool.name, 'Hosted macOS'), not(contains(parameters.name, 'cross'))) }}: - script: brew update && brew install mono-libgdiplus && brew install $(Build.SourcesDirectory)/build/libomp.rb --build-from-source --formula && brew link libomp --force displayName: Install MacOS build dependencies + # Extra Apple MacOS step required to install OS-specific dependencies + - ${{ if and(contains(parameters.pool.vmImage, 'macOS'), contains(parameters.name, 'cross')) }}: + - script: brew update && brew install mono-libgdiplus && brew install libomp && brew link libomp --force + displayName: Install MacOS ARM build dependencies - ${{ if and( eq(parameters.nightlyBuild, 'true'), eq(parameters.pool.name, 'Hosted Ubuntu 1604')) }}: - bash: echo "##vso[task.setvariable variable=LD_LIBRARY_PATH]$(nightlyBuildRunPath):$LD_LIBRARY_PATH" displayName: Set LD_LIBRARY_PATH for Ubuntu and CentOS to locate Native shared library in current running path - - script: ${{ parameters.buildScript }} -configuration $(_configuration) /p:TargetArchitecture=${{ parameters.architecture }} /p:TestArchitectures=${{ parameters.architecture }} /p:Coverage=${{ parameters.codeCoverage }} + - script: ${{ parameters.buildScript }} -configuration $(_configuration) /p:TargetArchitecture=${{ parameters.architecture }} /p:TestArchitectures=${{ parameters.architecture }} /p:Coverage=${{ parameters.codeCoverage }} $(testTargetFramework) displayName: Build - ${{ if eq(parameters.pool.name, 'Hosted macOS') }}: - task: Bash@3 @@ -144,7 +155,7 @@ jobs: publishRunAttachments: true - ${{ if eq(parameters.innerLoop, 'true') }}: - ${{ if eq(parameters.codeCoverage, True) }}: - - script: ${{ parameters.buildScript }} /p:Build=false -configuration $(_configuration) /p:TargetArchitecture=${{ parameters.architecture }} /p:TestArchitectures=${{ parameters.architecture }} -test -integrationTest -ci /p:TestRunnerAdditionalArguments='-notrait$(spaceValue)Category=SkipInCI' /p:Coverage=${{ parameters.codeCoverage }} + - script: ${{ parameters.buildScript }} /p:Build=false -configuration $(_configuration) /p:TargetArchitecture=${{ parameters.architecture }} /p:TestArchitectures=${{ parameters.architecture }} -test -integrationTest -ci /p:TestRunnerAdditionalArguments='-notrait$(spaceValue)Category=SkipInCI' /p:Coverage=${{ parameters.codeCoverage }} $(testTargetFramework) displayName: Run CI Tests. - ${{ if eq(parameters.codeCoverage, False) }}: - template: /build/ci/send-to-helix.yml @@ -155,9 +166,14 @@ jobs: ${{ if eq(parameters.buildScript, 'build.cmd') }}: MsBuildScript: 'powershell $(Build.SourcesDirectory)/eng/common/msbuild.ps1' WarnAsError: '-warnAsError 0' + TestTargetFramework: '$(testTargetFramework)' ${{ if eq(parameters.buildScript, './build.sh') }}: MsBuildScript: '$(Build.SourcesDirectory)/eng/common/msbuild.sh' WarnAsError: '--warnAsError false' + TestTargetFramework: '$(testTargetFramework)' + # Don't have M1 failures fail the build for now. + ${{ if and(contains(parameters.pool.vmImage, 'macOS'), contains(parameters.name, 'cross')) }}: + continueOnError: true - script: $(dotnetPath) msbuild -restore build/Codecoverage.proj displayName: Upload coverage to codecov.io condition: and(succeeded(), eq(${{ parameters.codeCoverage }}, True)) @@ -221,5 +237,5 @@ jobs: script: Get-ChildItem -Path '.\artifacts\bin' -Recurse | Where-Object {$_.FullName -like "*runtimes*"} | Remove-Item -Recurse -Confirm:$false -Force displayName: Clean up runtime folder for package (Unix) - ${{ if eq(parameters.nightlyBuild, 'false') }}: - - script: ${{ parameters.buildScript }} /p:Build=false -pack -ci -configuration $(_configuration) /p:TargetArchitecture=${{ parameters.architecture }} /p:TestArchitectures=${{ parameters.architecture }} + - script: ${{ parameters.buildScript }} /p:Build=false -pack -ci -configuration $(_configuration) /p:TargetArchitecture=${{ parameters.architecture }} /p:TestArchitectures=${{ parameters.architecture }} $(testTargetFramework) displayName: Build Packages \ No newline at end of file diff --git a/build/ci/send-to-helix.yml b/build/ci/send-to-helix.yml index 78e45491dc..93f83e1053 100644 --- a/build/ci/send-to-helix.yml +++ b/build/ci/send-to-helix.yml @@ -9,6 +9,7 @@ parameters: Architecture: 'x64' MsBuildScript: '' WarnAsError: '' + TestTargetFramework: '' HelixConfiguration: '' # optional -- additional property attached to a job IncludeDotNetCli: true # optional -- true will download a version of the .NET CLI onto the Helix machine as a correlation payload; requires DotNetCliPackageType and DotNetCliVersion EnableXUnitReporter: true # optional -- true enables XUnit result reporting to Mission Control @@ -38,9 +39,12 @@ steps: /p:WaitForWorkItemCompletion=${{ parameters.WaitForWorkItemCompletion }} /p:HelixBaseUri=${{ parameters.HelixBaseUri }} ${{ parameters.WarnAsError }} + ${{ parameters.TestTargetFramework }} displayName: ${{ parameters.DisplayNamePrefix }} env: SYSTEM_ACCESSTOKEN: $(System.AccessToken) Creator: ${{ parameters.Creator }} HelixTargetQueues: ${{ parameters.HelixTargetQueues }} continueOnError: ${{ parameters.continueOnError }} + ${{ if and(contains(parameters.HelixTargetQueues, 'OSX.1100.Arm64.Open'), in(variables['Build.Reason'], 'PullRequest')) }}: + enabled: False diff --git a/build/vsts-ci.yml b/build/vsts-ci.yml index 424c259cad..54a2ee70d8 100644 --- a/build/vsts-ci.yml +++ b/build/vsts-ci.yml @@ -7,9 +7,15 @@ resources: - container: CentosContainer image: mcr.microsoft.com/dotnet-buildtools/prereqs:centos-7-mlnet-8bba86b-20190314145033 + - container: UbuntuCrossArmContainer + image: mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-18.04-mlnet-cross-arm-20210512124625-2e59a5f + + - container: UbuntuCrossArm64Container + image: mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-18.04-mlnet-cross-arm64-20210512124625-2e59a5f + phases: ################################################################################ -- phase: Linux +- phase: Linux_x64 ################################################################################ variables: BuildConfig: Release @@ -29,7 +35,67 @@ phases: displayName: build redist # Only build native assets to avoid conflicts. - script: ./build.sh -configuration $(BuildConfig) -projects $(Build.SourcesDirectory)/src/Native/Native.proj /p:TargetArchitecture=x64 /p:CopyPackageAssets=true - displayName: Build + displayName: Build Native Assets + + - task: PublishBuildArtifacts@1 + displayName: Publish Linux package assets + inputs: + pathToPublish: $(Build.SourcesDirectory)/artifacts/pkgassets + artifactName: PackageAssets + artifactType: container + +################################################################################ +- phase: Linux_arm +################################################################################ + variables: + BuildConfig: Release-netcoreapp3_1 + OfficialBuildId: $(BUILD.BUILDNUMBER) + DOTNET_CLI_TELEMETRY_OPTOUT: 1 + DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 + DOTNET_MULTILEVEL_LOOKUP: 0 + queue: + name: DotNet-Build + demands: + - agent.os -equals linux + container: UbuntuCrossArmContainer + steps: + - script: ./restore.sh + displayName: restore all projects + - script: ./build.sh -configuration $(BuildConfig) /p:CopyPackageAssets=true /p:SkipRIDAgnosticAssets=true -projects $(Build.SourcesDirectory)/src/Redist/Microsoft.ML.DnnImageFeaturizer.ModelRedist/Microsoft.ML.DnnImageFeaturizer.ModelRedist.proj + displayName: build redist + # Only build native assets to avoid conflicts. + - script: ./build.sh -configuration $(BuildConfig) -projects $(Build.SourcesDirectory)/src/Native/Native.proj /p:TargetArchitecture=arm /p:CopyPackageAssets=true + displayName: Build Native Assets + + - task: PublishBuildArtifacts@1 + displayName: Publish Linux package assets + inputs: + pathToPublish: $(Build.SourcesDirectory)/artifacts/pkgassets + artifactName: PackageAssets + artifactType: container + +################################################################################ +- phase: Linux_arm64 +################################################################################ + variables: + BuildConfig: Release-netcoreapp3_1 + OfficialBuildId: $(BUILD.BUILDNUMBER) + DOTNET_CLI_TELEMETRY_OPTOUT: 1 + DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 + DOTNET_MULTILEVEL_LOOKUP: 0 + queue: + name: DotNet-Build + demands: + - agent.os -equals linux + container: UbuntuCrossArm64Container + steps: + - script: ./restore.sh + displayName: restore all projects + - script: ./build.sh -configuration $(BuildConfig) /p:CopyPackageAssets=true /p:SkipRIDAgnosticAssets=true -projects $(Build.SourcesDirectory)/src/Redist/Microsoft.ML.DnnImageFeaturizer.ModelRedist/Microsoft.ML.DnnImageFeaturizer.ModelRedist.proj + displayName: build redist + # Only build native assets to avoid conflicts. + - script: ./build.sh -configuration $(BuildConfig) -projects $(Build.SourcesDirectory)/src/Native/Native.proj /p:TargetArchitecture=arm64 /p:CopyPackageAssets=true + displayName: Build Native Assets - task: PublishBuildArtifacts@1 displayName: Publish Linux package assets @@ -63,7 +129,41 @@ phases: displayName: build redist # Only build native assets to avoid conflicts. - script: ./build.sh -projects $(Build.SourcesDirectory)/src/Native/Native.proj -configuration $(BuildConfig) /p:TargetArchitecture=x64 /p:CopyPackageAssets=true - displayName: Build + displayName: Build Native Assets + + - task: PublishBuildArtifacts@1 + displayName: Publish macOS package assets + inputs: + pathToPublish: $(Build.SourcesDirectory)/artifacts/pkgassets + artifactName: PackageAssets + artifactType: container + +################################################################################ +- phase: MacOS_Apple_Silicon +################################################################################ + variables: + BuildConfig: Release-netcoreapp3_1 + OfficialBuildId: $(BUILD.BUILDNUMBER) + DOTNET_CLI_TELEMETRY_OPTOUT: 1 + DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 + DOTNET_MULTILEVEL_LOOKUP: 0 + queue: + vmImage: macOS-10.15 + steps: + # Work around MacOS Homebrew image/environment bug: https://github.com/actions/virtual-environments/issues/2322#issuecomment-749211076 + - script: | + rm -rf /usr/local/bin/2to3 + displayName: MacOS Homebrew bug Workaround + continueOnError: true + - script: brew update && brew unlink python@3.8 && brew install mono-libgdiplus && brew install libomp && brew link libomp --force + displayName: Install build dependencies + - script: ./restore.sh + displayName: restore all projects + - script: ./build.sh -configuration $(BuildConfig) /p:CopyPackageAssets=true /p:SkipRIDAgnosticAssets=true -projects $(Build.SourcesDirectory)/src/Redist/Microsoft.ML.DnnImageFeaturizer.ModelRedist/Microsoft.ML.DnnImageFeaturizer.ModelRedist.proj + displayName: build redist + # Only build native assets to avoid conflicts. + - script: ./build.sh -projects $(Build.SourcesDirectory)/src/Native/Native.proj -configuration $(BuildConfig) /p:TargetArchitecture=arm64 /p:CopyPackageAssets=true + displayName: Build Native Assets - task: PublishBuildArtifacts@1 displayName: Publish macOS package assets @@ -107,7 +207,7 @@ phases: displayName: build redist # Only build native assets to avoid conflicts. - script: ./build.cmd -projects $(Build.SourcesDirectory)/src/Native/Native.proj -configuration $(BuildConfig) /p:TargetArchitecture=x86 /p:CopyPackageAssets=true - displayName: Build + displayName: Build Native Assets - script: ./sign.cmd -configuration $(BuildConfig) /p:TargetArchitecture=x86 /p:SignBinaries=true displayName: sign binaries @@ -181,10 +281,13 @@ phases: - phase: Package ################################################################################ dependsOn: - - Linux + - Linux_x64 + - Linux_arm + - Linux_arm64 - MacOS - Windows_x86 - Windows_x64 + - MacOS_Apple_Silicon variables: BuildConfig: Release OfficialBuildId: $(BUILD.BUILDNUMBER) diff --git a/eng/Versions.props b/eng/Versions.props index 34dc4418a9..bfae76674c 100644 --- a/eng/Versions.props +++ b/eng/Versions.props @@ -76,7 +76,7 @@ 15.7.179 15.7.179 2.6.3 - 2.9.0 + 3.7.0 3.4.0 3.19.8 2.3.13 diff --git a/eng/helix.proj b/eng/helix.proj index 709634be3d..df41ce16b9 100644 --- a/eng/helix.proj +++ b/eng/helix.proj @@ -31,20 +31,24 @@ win-x86 + linux-arm + osx-arm64 true - + runtime win-x86 + linux-arm - + runtime win-x86 + linux-arm @@ -97,27 +101,29 @@ - - - $(HelixPreCommands);export ML_TEST_DATADIR=$HELIX_CORRELATION_PAYLOAD;export MICROSOFTML_RESOURCE_PATH=$HELIX_WORKITEM_ROOT;sudo chmod -R 777 $HELIX_WORKITEM_ROOT;sudo chown -R $USER:$(id -g) $HELIX_WORKITEM_ROOT + $(HelixPreCommands);export ML_TEST_DATADIR=$HELIX_CORRELATION_PAYLOAD;export MICROSOFTML_RESOURCE_PATH=$HELIX_WORKITEM_ROOT;sudo chmod -R 777 $HELIX_WORKITEM_ROOT;sudo chown -R $(whoami) $HELIX_WORKITEM_ROOT $(HelixPreCommands);set ML_TEST_DATADIR=%HELIX_CORRELATION_PAYLOAD%;set MICROSOFTML_RESOURCE_PATH=%HELIX_WORKITEM_ROOT% $(HelixPreCommands);install_name_tool -change "/usr/local/opt/libomp/lib/libomp.dylib" "@loader_path/libomp.dylib" libSymSgdNative.dylib $(HelixPreCommands);install_name_tool -change "/usr/local/opt/libomp/lib/libomp.dylib" "$HELIX_WORKITEM_ROOT/libomp.dylib" runtimes/osx-x64/native/lib_lightgbm.dylib $(HelixPreCommands);install_name_tool -change "/usr/local/opt/libomp/lib/libomp.dylib" "$HELIX_WORKITEM_ROOT/libomp.dylib" runtimes/osx-x64/native/libonnxruntime.dylib + $(HelixPreCommands);export LD_LIBRARY_PATH=/opt/homebrew/opt/mono-libgdiplus/lib; + + $(HelixPreCommands);sudo apt update;sudo apt-get install libomp-dev libomp5 -y + \win-$(BuildArchitecture) $HELIX_CORRELATION_PAYLOAD %HELIX_CORRELATION_PAYLOAD% + + /usr/local/opt/libomp/lib/libiomp5.dylib;/usr/local/opt/libomp/lib/libomp.dylib; + /usr/local/opt/libomp/lib/libomp.dylib; dotnet exec --roll-forward Major --runtimeconfig %(ProjectsWithTargetFramework.Filename).runtimeconfig.json --depsfile %(ProjectsWithTargetFramework.Filename).deps.json $(HelixCorrelationPayloadPath)/xunit-runner/tools/netcoreapp2.0/xunit.console.dll %(ProjectsWithTargetFramework.Filename).dll -notrait Category=SkipInCI -xml testResults.xml $(HelixCorrelationPayloadPath)/xunit-runner/tools/net461/xunit.console.exe %(ProjectsWithTargetFramework.Filename).dll -notrait Category=SkipInCI -xml testResults.xml 01:00:00 + 00:30:00 $(WorkItemTimeout) diff --git a/src/Native/CMakeLists.txt b/src/Native/CMakeLists.txt index 905f445fab..1f937ccf0d 100644 --- a/src/Native/CMakeLists.txt +++ b/src/Native/CMakeLists.txt @@ -201,6 +201,21 @@ function(install_library_and_symbols targetName) endif() endfunction() +if (${ARCHITECTURE} STREQUAL "arm") + add_compile_options(-mthumb) + add_compile_options(-fPIC) + add_compile_options(-march=armv7-a) + + if (NOT DEFINED CLR_ARM_FPU_TYPE) + set (CLR_ARM_FPU_TYPE vfpv3) + endif (NOT DEFINED CLR_ARM_FPU_TYPE) + + add_compile_options (-mfpu=${CLR_ARM_FPU_TYPE}) + if (NOT DEFINED CLR_ARM_FPU_CAPABILITY) + set (CLR_ARM_FPU_CAPABILITY 0x7) + endif (NOT DEFINED CLR_ARM_FPU_CAPABILITY) +endif() + if(NOT ${ARCHITECTURE} MATCHES "arm.*") add_subdirectory(CpuMathNative) add_subdirectory(FastTreeNative) diff --git a/src/Native/LdaNative/CMakeLists.txt b/src/Native/LdaNative/CMakeLists.txt index f2e1d340de..efc816c5cc 100644 --- a/src/Native/LdaNative/CMakeLists.txt +++ b/src/Native/LdaNative/CMakeLists.txt @@ -16,4 +16,12 @@ set(SOURCES add_library(LdaNative SHARED ${SOURCES} ${RESOURCES}) +if (${ARCHITECTURE} STREQUAL "arm") + if (WIN32) + target_link_libraries(LdaNative shell32.lib) + else() + target_link_libraries(LdaNative atomic.a) + endif() +endif() + install_library_and_symbols (LdaNative) diff --git a/src/Native/MatrixFactorizationNative/CMakeLists.txt b/src/Native/MatrixFactorizationNative/CMakeLists.txt index 8c702fcb77..4f45ccacd8 100644 --- a/src/Native/MatrixFactorizationNative/CMakeLists.txt +++ b/src/Native/MatrixFactorizationNative/CMakeLists.txt @@ -43,4 +43,12 @@ endif() add_library(MatrixFactorizationNative SHARED ${SOURCES} ${RESOURCES}) +if (${ARCHITECTURE} STREQUAL "arm") + if (WIN32) + target_link_libraries(MatrixFactorizationNative shell32.lib) + else() + target_link_libraries(MatrixFactorizationNative atomic.a) + endif() +endif() + install_library_and_symbols (MatrixFactorizationNative) diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration-out.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration-out.txt new file mode 100644 index 0000000000..6da3dc0dcf --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV tr=AveragedPerceptron threads=- cali=PAV dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 80 instances with missing features during training (over 10 iterations; 8 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 5 components. +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 80 instances with missing features during training (over 10 iterations; 8 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 6 components. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 131 | 3 | 0.9776 + negative || 8 | 212 | 0.9636 + ||====================== +Precision || 0.9424 | 0.9860 | +OVERALL 0/1 ACCURACY: 0.968927 +LOG LOSS/instance: Infinity +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): -Infinity +AUC: 0.994437 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 100 | 5 | 0.9524 + negative || 3 | 221 | 0.9866 + ||====================== +Precision || 0.9709 | 0.9779 | +OVERALL 0/1 ACCURACY: 0.975684 +LOG LOSS/instance: 0.227705 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.747961 +AUC: 0.997619 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996028 (0.0016) +Accuracy: 0.972305 (0.0034) +Positive precision: 0.956660 (0.0142) +Positive recall: 0.964996 (0.0126) +Negative precision: 0.981961 (0.0041) +Negative recall: 0.975122 (0.0115) +Log-loss: Infinity (NaN) +Log-loss reduction: -Infinity (NaN) +F1 Score: 0.960623 (0.0009) +AUPRC: 0.992280 (0.0025) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration.txt new file mode 100644 index 0000000000..8361208b6f --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.PAVcalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 11.285979 1 -0 1 +6 0 -0.9347124 0.09090909 0.13750352804950119 0 +8 0 -3.7769966 1E-15 1.4415419267167138E-15 0 +9 0 -3.7947202 1E-15 1.4415419267167138E-15 0 +10 0 -4.7855167 1E-15 1.4415419267167138E-15 0 +11 0 -4.6251884 1E-15 1.4415419267167138E-15 0 +18 1 6.8803625 1 -0 1 +20 1 5.573552 1 -0 1 +21 1 6.7444105 1 -0 1 +25 1 1.2789736 0.875 0.19264507794239591 1 +28 0 -4.6251884 1E-15 1.4415419267167138E-15 0 +31 0 -4.3083706 1E-15 1.4415419267167138E-15 0 +32 1 6.9428854 1 -0 1 +35 0 -4.6251884 1E-15 1.4415419267167138E-15 0 +37 0 -1.814332 0.09090909 0.13750352804950119 0 +40 0 ? ? ? 0 +41 1 2.4075565 0.875 0.19264507794239591 1 +44 1 8.039285 1 -0 1 +45 0 -4.625085 1E-15 1.4415419267167138E-15 0 +46 1 5.138131 1 -0 1 +48 0 -3.4336782 1E-15 1.4415419267167138E-15 0 +50 1 2.7120514 0.875 0.19264507794239591 1 +51 1 -0.06207609 0.6666667 0.58496245772549416 0 +52 1 4.4027233 1 -0 1 +54 1 6.3079214 1 -0 1 +56 1 6.356517 1 -0 1 +60 1 1.9474735 0.875 0.19264507794239591 1 +63 1 0.78555584 0.6666667 0.58496245772549416 1 +64 0 -4.916337 1E-15 1.4415419267167138E-15 0 +66 0 -3.7260728 1E-15 1.4415419267167138E-15 0 +68 1 9.2772875 1 -0 1 +69 0 -4.4157114 1E-15 1.4415419267167138E-15 0 +70 0 -3.086855 1E-15 1.4415419267167138E-15 0 +71 1 7.5159607 1 -0 1 +72 0 -1.8410158 0.09090909 0.13750352804950119 0 +73 1 7.1320066 1 -0 1 +74 1 2.4329157 0.875 0.19264507794239591 1 +76 0 -3.9190063 1E-15 1.4415419267167138E-15 0 +77 0 -3.1092038 1E-15 1.4415419267167138E-15 0 +79 0 -4.4391913 1E-15 1.4415419267167138E-15 0 +82 0 -3.1867542 1E-15 1.4415419267167138E-15 0 +88 0 -3.7260728 1E-15 1.4415419267167138E-15 0 +90 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +91 0 -4.5046597 1E-15 1.4415419267167138E-15 0 +92 0 -3.7260728 1E-15 1.4415419267167138E-15 0 +93 0 -4.916337 1E-15 1.4415419267167138E-15 0 +95 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +96 0 -4.7958083 1E-15 1.4415419267167138E-15 0 +97 0 -3.4349241 1E-15 1.4415419267167138E-15 0 +98 1 9.075171 1 -0 1 +99 1 8.952344 1 -0 1 +100 1 4.9092436 1 -0 1 +102 0 -3.3936296 1E-15 1.4415419267167138E-15 0 +104 1 10.959613 1 -0 1 +105 1 2.0113592 0.875 0.19264507794239591 1 +106 1 8.251353 1 -0 1 +108 0 -4.5487204 1E-15 1.4415419267167138E-15 0 +109 1 5.864868 1 -0 1 +111 1 3.7846975 1 -0 1 +112 1 6.380026 1 -0 1 +113 1 9.461209 1 -0 1 +115 0 -3.6043515 1E-15 1.4415419267167138E-15 0 +117 1 7.9902315 1 -0 1 +120 0 -4.120878 1E-15 1.4415419267167138E-15 0 +121 0 -3.070702 1E-15 1.4415419267167138E-15 0 +122 1 10.129083 1 -0 1 +123 1 4.173232 1 -0 1 +125 0 -4.916337 1E-15 1.4415419267167138E-15 0 +128 1 4.5026884 1 -0 1 +129 0 -3.7451797 1E-15 1.4415419267167138E-15 0 +131 0 -4.3083706 1E-15 1.4415419267167138E-15 0 +132 1 8.723828 1 -0 1 +133 0 -4.150231 1E-15 1.4415419267167138E-15 0 +137 0 -4.650857 1E-15 1.4415419267167138E-15 0 +138 0 -3.7104468 1E-15 1.4415419267167138E-15 0 +141 0 -4.942006 1E-15 1.4415419267167138E-15 0 +144 0 -4.6251884 1E-15 1.4415419267167138E-15 0 +145 0 ? ? ? 0 +147 0 -4.3231397 1E-15 1.4415419267167138E-15 0 +150 0 -4.7855167 1E-15 1.4415419267167138E-15 0 +151 1 4.569236 1 -0 1 +152 1 8.551608 1 -0 1 +154 0 -5.233155 1E-15 1.4415419267167138E-15 0 +156 0 -4.3357234 1E-15 1.4415419267167138E-15 0 +161 0 -3.5422645 1E-15 1.4415419267167138E-15 0 +164 0 ? ? ? 0 +167 1 7.4310427 1 -0 1 +169 0 -5.272954 1E-15 1.4415419267167138E-15 0 +171 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +173 1 13.797832 1 -0 1 +174 1 5.2489986 1 -0 1 +176 0 -4.3083706 1E-15 1.4415419267167138E-15 0 +177 1 6.069395 1 -0 1 +179 1 2.427494 0.875 0.19264507794239591 1 +180 0 -4.7855167 1E-15 1.4415419267167138E-15 0 +181 0 -5.233155 1E-15 1.4415419267167138E-15 0 +183 1 8.429484 1 -0 1 +187 1 11.391686 1 -0 1 +188 1 7.5789557 1 -0 1 +189 0 -3.686462 1E-15 1.4415419267167138E-15 0 +191 1 10.154206 1 -0 1 +192 0 -3.7517414 1E-15 1.4415419267167138E-15 0 +196 0 5.425535 1 Infinity 1 +198 0 -5.233155 1E-15 1.4415419267167138E-15 0 +199 0 -4.334039 1E-15 1.4415419267167138E-15 0 +201 1 9.260581 1 -0 1 +202 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +204 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +205 1 11.455531 1 -0 1 +206 1 6.5003185 1 -0 1 +207 0 -4.7855167 1E-15 1.4415419267167138E-15 0 +209 0 -3.6209207 1E-15 1.4415419267167138E-15 0 +210 1 12.89725 1 -0 1 +211 1 8.615066 1 -0 1 +212 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +216 0 -4.916337 1E-15 1.4415419267167138E-15 0 +218 1 7.456811 1 -0 1 +219 0 -2.478888 1E-15 1.4415419267167138E-15 0 +223 1 4.949767 1 -0 1 +226 1 8.538112 1 -0 1 +228 0 -4.7855167 1E-15 1.4415419267167138E-15 0 +233 1 5.219512 1 -0 1 +237 1 6.3747997 1 -0 1 +239 1 4.7197256 1 -0 1 +240 0 -2.0196419 0.09090909 0.13750352804950119 0 +241 0 -3.9108233 1E-15 1.4415419267167138E-15 0 +242 0 -4.3083706 1E-15 1.4415419267167138E-15 0 +244 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +246 1 10.46416 1 -0 1 +247 1 2.8055887 0.875 0.19264507794239591 1 +248 0 -2.8070307 1E-15 1.4415419267167138E-15 0 +249 0 ? ? ? 0 +250 0 -4.652541 1E-15 1.4415419267167138E-15 0 +252 0 3.7707863 1 Infinity 1 +254 1 7.661195 1 -0 1 +257 0 -4.334039 1E-15 1.4415419267167138E-15 0 +258 0 -4.0172215 1E-15 1.4415419267167138E-15 0 +259 0 4.008581 1 Infinity 1 +260 1 7.7233286 1 -0 1 +262 1 9.050584 1 -0 1 +267 1 3.073165 0.875 0.19264507794239591 1 +268 1 8.364619 1 -0 1 +269 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +271 0 -3.4349241 1E-15 1.4415419267167138E-15 0 +272 1 3.073165 0.875 0.19264507794239591 1 +275 0 ? ? ? 0 +276 0 -4.334039 1E-15 1.4415419267167138E-15 0 +277 0 -4.916337 1E-15 1.4415419267167138E-15 0 +278 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +279 1 6.3361444 1 -0 1 +280 0 -4.0172215 1E-15 1.4415419267167138E-15 0 +283 1 5.09361 1 -0 1 +284 1 5.780156 1 -0 1 +285 1 12.663693 1 -0 1 +288 1 1.8098211 0.875 0.19264507794239591 1 +290 0 -5.233155 1E-15 1.4415419267167138E-15 0 +291 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +293 1 4.209258 1 -0 1 +296 0 1.7716074 0.875 3 1 +297 0 ? ? ? 0 +299 1 5.4912777 1 -0 1 +300 1 6.2749596 1 -0 1 +301 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +303 0 -4.5995197 1E-15 1.4415419267167138E-15 0 +304 1 4.320197 1 -0 1 +308 1 6.5411158 1 -0 1 +309 0 -1.7547836 0.09090909 0.13750352804950119 0 +311 0 -5.233155 1E-15 1.4415419267167138E-15 0 +312 1 3.2156925 0.875 0.19264507794239591 1 +314 0 -5.102334 1E-15 1.4415419267167138E-15 0 +316 1 3.940961 1 -0 1 +317 1 8.260409 1 -0 1 +319 0 2.462039 0.875 3 1 +321 0 ? ? ? 0 +323 1 4.269208 1 -0 1 +327 0 -4.916337 1E-15 1.4415419267167138E-15 0 +328 1 4.1030073 1 -0 1 +329 1 6.3562107 1 -0 1 +331 0 -3.1436715 1E-15 1.4415419267167138E-15 0 +332 0 -2.8411217 1E-15 1.4415419267167138E-15 0 +333 1 4.4240274 1 -0 1 +336 1 4.790291 1 -0 1 +338 0 -5.102334 1E-15 1.4415419267167138E-15 0 +343 0 -5.233155 1E-15 1.4415419267167138E-15 0 +344 1 8.780366 1 -0 1 +346 0 -2.788134 1E-15 1.4415419267167138E-15 0 +347 0 -5.0515347 1E-15 1.4415419267167138E-15 0 +348 1 -0.033994675 0.6666667 0.58496245772549416 0 +349 1 2.9944906 0.875 0.19264507794239591 1 +350 0 -3.776164 1E-15 1.4415419267167138E-15 0 +352 0 1.3297043 0.875 3 1 +353 1 8.744256 1 -0 1 +354 0 -4.916337 1E-15 1.4415419267167138E-15 0 +355 0 -3.6730852 1E-15 1.4415419267167138E-15 0 +358 1 6.1854086 1 -0 1 +360 1 14.4099455 1 -0 1 +361 1 6.113164 1 -0 1 +366 1 12.847377 1 -0 1 +368 0 -4.568268 1E-15 1.4415419267167138E-15 0 +370 0 -3.02811 1E-15 1.4415419267167138E-15 0 +371 0 -4.568268 1E-15 1.4415419267167138E-15 0 +373 0 -3.605544 1E-15 1.4415419267167138E-15 0 +376 0 -4.916337 1E-15 1.4415419267167138E-15 0 +377 0 -5.102334 1E-15 1.4415419267167138E-15 0 +378 0 -3.5256414 1E-15 1.4415419267167138E-15 0 +379 0 -1.5692587 0.09090909 0.13750352804950119 0 +381 1 8.122036 1 -0 1 +383 0 -4.942006 1E-15 1.4415419267167138E-15 0 +384 0 -4.942006 1E-15 1.4415419267167138E-15 0 +387 0 -1.9415021 0.09090909 0.13750352804950119 0 +388 0 -4.44138 1E-15 1.4415419267167138E-15 0 +389 0 -2.9747353 1E-15 1.4415419267167138E-15 0 +391 1 8.779809 1 -0 1 +392 0 -4.334039 1E-15 1.4415419267167138E-15 0 +395 0 -4.334039 1E-15 1.4415419267167138E-15 0 +396 0 -4.0172215 1E-15 1.4415419267167138E-15 0 +398 0 -3.902061 1E-15 1.4415419267167138E-15 0 +399 0 -4.320097 1E-15 1.4415419267167138E-15 0 +404 0 -4.508781 1E-15 1.4415419267167138E-15 0 +406 0 -3.462277 1E-15 1.4415419267167138E-15 0 +409 0 -4.0015955 1E-15 1.4415419267167138E-15 0 +413 0 -3.102481 1E-15 1.4415419267167138E-15 0 +414 1 5.959919 1 -0 1 +415 0 -0.721817 0.09090909 0.13750352804950119 0 +416 1 8.443301 1 -0 1 +418 0 -1.8258505 0.09090909 0.13750352804950119 0 +419 0 -3.8876746 1E-15 1.4415419267167138E-15 0 +422 0 -2.1972284 0.09090909 0.13750352804950119 0 +423 0 -3.086855 1E-15 1.4415419267167138E-15 0 +428 0 -4.916337 1E-15 1.4415419267167138E-15 0 +429 0 -4.6251884 1E-15 1.4415419267167138E-15 0 +430 0 -4.2361884 1E-15 1.4415419267167138E-15 0 +434 0 5.330061 1 Infinity 1 +436 1 4.9601746 1 -0 1 +439 0 -4.0685587 1E-15 1.4415419267167138E-15 0 +440 1 7.0005217 1 -0 1 +441 0 -1.8277497 0.09090909 0.13750352804950119 0 +442 0 -4.126358 1E-15 1.4415419267167138E-15 0 +449 1 9.384189 1 -0 1 +450 0 -3.936492 1E-15 1.4415419267167138E-15 0 +451 0 -4.0685587 1E-15 1.4415419267167138E-15 0 +452 0 -4.3584614 1E-15 1.4415419267167138E-15 0 +453 1 7.3491344 1 -0 1 +454 0 -4.2596684 1E-15 1.4415419267167138E-15 0 +455 1 0.29505634 0.6666667 0.58496245772549416 1 +456 1 8.340758 1 -0 1 +457 1 7.996641 1 -0 1 +464 0 -4.359708 1E-15 1.4415419267167138E-15 0 +465 1 8.680116 1 -0 1 +466 1 8.110646 1 -0 1 +467 1 6.858451 1 -0 1 +474 0 -4.0685587 1E-15 1.4415419267167138E-15 0 +480 0 -4.2545557 1E-15 1.4415419267167138E-15 0 +482 1 13.881022 1 -0 1 +483 1 9.617421 1 -0 1 +484 0 -3.736116 1E-15 1.4415419267167138E-15 0 +487 1 11.720016 1 -0 1 +489 1 -0.59057426 0.24775147 2.0130344519050776 0 +492 0 -4.228887 1E-15 1.4415419267167138E-15 0 +493 1 9.492114 1 -0 1 +495 0 -4.520036 1E-15 1.4415419267167138E-15 0 +497 0 -4.111538 1E-15 1.4415419267167138E-15 0 +501 0 -4.0428905 1E-15 1.4415419267167138E-15 0 +502 0 -3.8966928 1E-15 1.4415419267167138E-15 0 +504 0 -5.233155 1E-15 1.4415419267167138E-15 0 +507 0 -4.011552 1E-15 1.4415419267167138E-15 0 +510 0 -5.233155 1E-15 1.4415419267167138E-15 0 +513 0 -4.520036 1E-15 1.4415419267167138E-15 0 +514 1 8.787938 1 -0 1 +517 0 -5.102334 1E-15 1.4415419267167138E-15 0 +519 1 6.320156 1 -0 1 +520 0 -5.0471582 1E-15 1.4415419267167138E-15 0 +521 0 -4.173711 1E-15 1.4415419267167138E-15 0 +522 1 3.983386 1 -0 1 +523 1 6.156104 1 -0 1 +527 0 -3.7260728 1E-15 1.4415419267167138E-15 0 +528 0 -2.9663253 1E-15 1.4415419267167138E-15 0 +529 0 -4.228887 1E-15 1.4415419267167138E-15 0 +531 0 -3.462277 1E-15 1.4415419267167138E-15 0 +532 0 -4.7855167 1E-15 1.4415419267167138E-15 0 +533 0 -4.334039 1E-15 1.4415419267167138E-15 0 +534 0 -4.6251884 1E-15 1.4415419267167138E-15 0 +535 0 -3.7884345 1E-15 1.4415419267167138E-15 0 +538 0 -4.0428905 1E-15 1.4415419267167138E-15 0 +539 0 -3.4605932 1E-15 1.4415419267167138E-15 0 +540 0 -3.344541 1E-15 1.4415419267167138E-15 0 +541 0 -4.650857 1E-15 1.4415419267167138E-15 0 +544 0 -3.8141036 1E-15 1.4415419267167138E-15 0 +546 1 10.355874 1 -0 1 +547 0 -5.128003 1E-15 1.4415419267167138E-15 0 +548 0 -4.836854 1E-15 1.4415419267167138E-15 0 +549 1 5.2726173 1 -0 1 +557 0 -3.776164 1E-15 1.4415419267167138E-15 0 +558 0 -4.6251884 1E-15 1.4415419267167138E-15 0 +559 0 -3.7517414 1E-15 1.4415419267167138E-15 0 +560 0 -3.4349241 1E-15 1.4415419267167138E-15 0 +561 0 -3.4349241 1E-15 1.4415419267167138E-15 0 +563 0 -4.334039 1E-15 1.4415419267167138E-15 0 +565 1 10.456666 1 -0 1 +566 0 -3.6847782 1E-15 1.4415419267167138E-15 0 +569 1 8.855367 1 -0 1 +577 0 -4.916337 1E-15 1.4415419267167138E-15 0 +578 0 -4.916337 1E-15 1.4415419267167138E-15 0 +581 1 8.00238 1 -0 1 +582 1 7.645852 1 -0 1 +584 0 -3.1515746 1E-15 1.4415419267167138E-15 0 +586 1 12.260621 1 -0 1 +590 1 4.0090714 1 -0 1 +593 0 -3.736116 1E-15 1.4415419267167138E-15 0 +594 1 5.269803 1 -0 1 +600 0 -4.334039 1E-15 1.4415419267167138E-15 0 +602 0 -4.0428905 1E-15 1.4415419267167138E-15 0 +604 1 4.515381 1 -0 1 +606 0 -4.2135105 1E-15 1.4415419267167138E-15 0 +607 0 -5.233155 1E-15 1.4415419267167138E-15 0 +609 0 -4.0685587 1E-15 1.4415419267167138E-15 0 +612 1 14.881892 1 -0 1 +613 0 -4.128848 1E-15 1.4415419267167138E-15 0 +614 0 -4.8111854 1E-15 1.4415419267167138E-15 0 +617 0 ? ? ? 0 +618 0 -4.0428905 1E-15 1.4415419267167138E-15 0 +619 0 -3.7517414 1E-15 1.4415419267167138E-15 0 +621 0 -0.14650202 0.6666667 1.5849625867124844 0 +622 0 -2.5446057 1E-15 1.4415419267167138E-15 0 +624 0 -3.7915406 1E-15 1.4415419267167138E-15 0 +627 0 -3.3132029 1E-15 1.4415419267167138E-15 0 +629 0 -4.359708 1E-15 1.4415419267167138E-15 0 +633 1 4.0237722 1 -0 1 +634 0 -4.650857 1E-15 1.4415419267167138E-15 0 +638 0 -4.359708 1E-15 1.4415419267167138E-15 0 +639 0 -3.776164 1E-15 1.4415419267167138E-15 0 +641 0 -4.334039 1E-15 1.4415419267167138E-15 0 +642 0 -4.334039 1E-15 1.4415419267167138E-15 0 +644 0 -4.942006 1E-15 1.4415419267167138E-15 0 +645 0 -4.334039 1E-15 1.4415419267167138E-15 0 +649 0 -4.334039 1E-15 1.4415419267167138E-15 0 +652 0 -3.567933 1E-15 1.4415419267167138E-15 0 +653 0 -4.0428905 1E-15 1.4415419267167138E-15 0 +654 0 -4.0172215 1E-15 1.4415419267167138E-15 0 +656 0 -3.7517414 1E-15 1.4415419267167138E-15 0 +657 0 0.674386 0.6666667 1.5849625867124844 1 +660 0 -4.916337 1E-15 1.4415419267167138E-15 0 +661 0 -3.7260728 1E-15 1.4415419267167138E-15 0 +665 0 -5.233155 1E-15 1.4415419267167138E-15 0 +668 1 3.299467 0.875 0.19264507794239591 1 +670 1 6.4614477 1 -0 1 +678 0 -5.233155 1E-15 1.4415419267167138E-15 0 +679 0 -4.942006 1E-15 1.4415419267167138E-15 0 +680 1 14.404437 1 -0 1 +681 1 9.278363 1 -0 1 +682 0 -3.2511153 1E-15 1.4415419267167138E-15 0 +683 0 -5.233155 1E-15 1.4415419267167138E-15 0 +685 0 -5.233155 1E-15 1.4415419267167138E-15 0 +688 0 -4.359708 1E-15 1.4415419267167138E-15 0 +689 0 -3.1943884 1E-15 1.4415419267167138E-15 0 +691 1 5.2444315 1 -0 1 +692 0 -4.650857 1E-15 1.4415419267167138E-15 0 +693 0 -4.042787 1E-15 1.4415419267167138E-15 0 +694 0 -4.057659 1E-15 1.4415419267167138E-15 0 +696 1 7.3569994 1 -0 1 +697 1 4.656295 1 -0 1 +698 1 5.6929607 1 -0 1 +0 0 -3.4721131 1E-15 1.4415419267167138E-15 0 +1 0 2.4163914 0.9047619 3.3923175087700881 1 +2 0 -4.045404 1E-15 1.4415419267167138E-15 0 +3 0 2.9251795 0.9047619 3.3923175087700881 1 +4 0 -3.5088277 1E-15 1.4415419267167138E-15 0 +7 0 -4.670553 1E-15 1.4415419267167138E-15 0 +12 1 -0.343431 0.51152515 0.96712290902641618 0 +13 0 -4.6186943 1E-15 1.4415419267167138E-15 0 +14 1 7.360214 1 -0 1 +15 1 0.6494303 0.6 0.73696553683865695 1 +16 0 -4.220706 1E-15 1.4415419267167138E-15 0 +17 0 -3.9551725 1E-15 1.4415419267167138E-15 0 +19 0 -2.9890537 1E-15 1.4415419267167138E-15 0 +22 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +23 1 ? ? ? 0 +24 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +26 0 -4.390918 1E-15 1.4415419267167138E-15 0 +27 0 -3.7376466 1E-15 1.4415419267167138E-15 0 +29 0 -5.4339433 1E-15 1.4415419267167138E-15 0 +30 0 -4.649441 1E-15 1.4415419267167138E-15 0 +33 0 -4.698118 1E-15 1.4415419267167138E-15 0 +34 0 -4.4530277 1E-15 1.4415419267167138E-15 0 +36 1 7.832773 1 -0 1 +38 1 4.92861 0.93333334 0.09953566740867692 1 +39 1 1.079258 0.6 0.73696553683865695 1 +42 1 6.8985863 1 -0 1 +43 1 -0.49528694 0.5 1 0 +47 0 -5.669884 1E-15 1.4415419267167138E-15 0 +49 1 5.3024054 0.93333334 0.09953566740867692 1 +53 1 5.116103 0.93333334 0.09953566740867692 1 +55 1 4.4195347 0.93333334 0.09953566740867692 1 +57 1 0.5701313 0.6 0.73696553683865695 1 +58 1 1.1371031 0.6 0.73696553683865695 1 +59 1 1.6442327 0.9047619 0.14438990028345636 1 +61 0 -5.2770567 1E-15 1.4415419267167138E-15 0 +62 1 5.7670774 1 -0 1 +65 1 2.7867746 0.9047619 0.14438990028345636 1 +67 1 2.9058514 0.9047619 0.14438990028345636 1 +75 0 -4.291042 1E-15 1.4415419267167138E-15 0 +78 0 -3.652576 1E-15 1.4415419267167138E-15 0 +80 0 -3.2955709 1E-15 1.4415419267167138E-15 0 +81 0 -3.9975338 1E-15 1.4415419267167138E-15 0 +83 0 -2.9832687 1E-15 1.4415419267167138E-15 0 +84 1 6.5824003 1 -0 1 +85 1 4.7604074 0.93333334 0.09953566740867692 1 +86 1 1.466999 0.9047619 0.14438990028345636 1 +87 1 5.223544 0.93333334 0.09953566740867692 1 +89 0 -5.017977 1E-15 1.4415419267167138E-15 0 +94 0 -4.9212914 1E-15 1.4415419267167138E-15 0 +101 1 -0.85990286 0.41515666 1.2682722439451406 0 +103 1 0.36755466 0.6 0.73696553683865695 1 +107 1 4.617798 0.93333334 0.09953566740867692 1 +110 0 -3.1312823 1E-15 1.4415419267167138E-15 0 +114 0 -2.8847933 1E-15 1.4415419267167138E-15 0 +116 0 -0.40737772 0.5 1 0 +118 0 -5.2584124 1E-15 1.4415419267167138E-15 0 +119 0 -3.786881 1E-15 1.4415419267167138E-15 0 +124 1 5.0384197 0.93333334 0.09953566740867692 1 +126 1 6.4765244 1 -0 1 +127 0 -4.4382315 1E-15 1.4415419267167138E-15 0 +130 0 -3.2361722 1E-15 1.4415419267167138E-15 0 +134 0 -4.75809 1E-15 1.4415419267167138E-15 0 +135 0 -2.670867 1E-15 1.4415419267167138E-15 0 +136 0 -4.220706 1E-15 1.4415419267167138E-15 0 +139 0 ? ? ? 0 +140 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +142 1 3.7043686 0.93333334 0.09953566740867692 1 +143 0 -4.364107 1E-15 1.4415419267167138E-15 0 +146 1 0.36148834 0.6 0.73696553683865695 1 +148 0 -2.357305 1E-15 1.4415419267167138E-15 0 +149 1 8.756336 1 -0 1 +153 0 -3.7005844 1E-15 1.4415419267167138E-15 0 +155 1 3.1619148 0.9047619 0.14438990028345636 1 +157 0 -4.9212914 1E-15 1.4415419267167138E-15 0 +158 0 ? ? ? 0 +159 1 10.452139 1 -0 1 +160 1 7.997595 1 -0 1 +162 0 -4.4382315 1E-15 1.4415419267167138E-15 0 +163 0 -3.669045 1E-15 1.4415419267167138E-15 0 +165 0 -3.3581352 1E-15 1.4415419267167138E-15 0 +166 1 6.3355865 1 -0 1 +168 0 -4.4382315 1E-15 1.4415419267167138E-15 0 +170 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +172 0 -5.669884 1E-15 1.4415419267167138E-15 0 +175 1 6.0381765 1 -0 1 +178 0 -3.9551725 1E-15 1.4415419267167138E-15 0 +182 0 -2.9890537 1E-15 1.4415419267167138E-15 0 +184 1 5.409273 1 -0 1 +185 0 -4.8669662 1E-15 1.4415419267167138E-15 0 +186 1 3.9876003 0.93333334 0.09953566740867692 1 +190 1 10.521244 1 -0 1 +193 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +194 0 -4.4382315 1E-15 1.4415419267167138E-15 0 +195 0 -3.9551725 1E-15 1.4415419267167138E-15 0 +197 0 -2.8025956 1E-15 1.4415419267167138E-15 0 +200 1 8.673521 1 -0 1 +203 0 -3.4721131 1E-15 1.4415419267167138E-15 0 +208 0 -5.350025 1E-15 1.4415419267167138E-15 0 +213 1 12.300528 1 -0 1 +214 1 11.895983 1 -0 1 +215 1 6.600219 1 -0 1 +217 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +220 0 -5.181178 1E-15 1.4415419267167138E-15 0 +221 1 7.9662895 1 -0 1 +222 1 -2.1487255 1E-15 49.828921418077073 0 +224 1 8.4735565 1 -0 1 +225 0 -5.669884 1E-15 1.4415419267167138E-15 0 +227 1 6.748211 1 -0 1 +229 1 10.5048065 1 -0 1 +230 1 4.829337 0.93333334 0.09953566740867692 1 +231 1 6.912092 1 -0 1 +232 0 1.0722923 0.6 1.3219281808786905 1 +234 0 -2.7037287 1E-15 1.4415419267167138E-15 0 +235 0 ? ? ? 0 +236 1 9.440506 1 -0 1 +238 1 10.690645 1 -0 1 +243 0 -3.301972 1E-15 1.4415419267167138E-15 0 +245 0 -2.856113 1E-15 1.4415419267167138E-15 0 +251 1 7.355525 1 -0 1 +253 1 6.8985863 1 -0 1 +255 1 3.745204 0.93333334 0.09953566740867692 1 +256 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +261 1 9.009869 1 -0 1 +263 1 7.1455708 1 -0 1 +264 1 4.0145664 0.93333334 0.09953566740867692 1 +265 0 -2.5156913 1E-15 1.4415419267167138E-15 0 +266 1 7.325534 1 -0 1 +270 1 5.5723915 1 -0 1 +273 1 0.037317276 0.6 0.73696553683865695 1 +274 0 -4.2340226 1E-15 1.4415419267167138E-15 0 +281 0 -4.698118 1E-15 1.4415419267167138E-15 0 +282 1 2.860156 0.9047619 0.14438990028345636 1 +286 1 12.544172 1 -0 1 +287 0 -4.75809 1E-15 1.4415419267167138E-15 0 +289 1 6.6595697 1 -0 1 +292 1 ? ? ? 0 +294 0 ? ? ? 0 +295 1 5.621522 1 -0 1 +298 0 -2.4584546 1E-15 1.4415419267167138E-15 0 +302 1 12.725584 1 -0 1 +305 1 8.040863 1 -0 1 +306 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +307 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +310 0 -5.24115 1E-15 1.4415419267167138E-15 0 +313 0 -5.935418 1E-15 1.4415419267167138E-15 0 +315 0 ? ? ? 0 +318 0 -5.5673246 1E-15 1.4415419267167138E-15 0 +320 1 5.5611877 1 -0 1 +322 0 -4.4382315 1E-15 1.4415419267167138E-15 0 +324 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +325 0 -3.7860875 1E-15 1.4415419267167138E-15 0 +326 1 3.6223288 0.90666085 0.14136509713640041 1 +330 1 4.9927454 0.93333334 0.09953566740867692 1 +334 1 5.514736 1 -0 1 +335 0 -5.935418 1E-15 1.4415419267167138E-15 0 +337 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +339 1 5.1161976 0.93333334 0.09953566740867692 1 +340 1 5.5803347 1 -0 1 +341 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +342 0 -5.4523587 1E-15 1.4415419267167138E-15 0 +345 0 -5.935418 1E-15 1.4415419267167138E-15 0 +351 0 -4.9212914 1E-15 1.4415419267167138E-15 0 +356 1 -0.9127703 0.25679532 1.9613092019943366 0 +357 1 9.874601 1 -0 1 +359 1 4.653248 0.93333334 0.09953566740867692 1 +362 0 -3.5174994 1E-15 1.4415419267167138E-15 0 +363 0 -1.6840982 1E-15 1.4415419267167138E-15 0 +364 0 -4.9212914 1E-15 1.4415419267167138E-15 0 +365 0 -5.186825 1E-15 1.4415419267167138E-15 0 +367 1 9.040358 1 -0 1 +369 0 -5.1140842 1E-15 1.4415419267167138E-15 0 +372 0 -3.9699688 1E-15 1.4415419267167138E-15 0 +374 0 -4.4530277 1E-15 1.4415419267167138E-15 0 +375 0 -5.935418 1E-15 1.4415419267167138E-15 0 +380 0 -5.935418 1E-15 1.4415419267167138E-15 0 +382 0 -3.5015903 1E-15 1.4415419267167138E-15 0 +385 0 -3.4273872 1E-15 1.4415419267167138E-15 0 +386 1 5.084236 0.93333334 0.09953566740867692 1 +390 0 -5.4467115 1E-15 1.4415419267167138E-15 0 +393 0 -5.881093 1E-15 1.4415419267167138E-15 0 +394 0 -4.909887 1E-15 1.4415419267167138E-15 0 +397 0 -4.48624 1E-15 1.4415419267167138E-15 0 +400 1 7.313369 1 -0 1 +401 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +402 0 -2.7191267 1E-15 1.4415419267167138E-15 0 +403 0 -3.7908158 1E-15 1.4415419267167138E-15 0 +405 0 -5.669884 1E-15 1.4415419267167138E-15 0 +407 0 -5.669884 1E-15 1.4415419267167138E-15 0 +408 0 -3.5375085 1E-15 1.4415419267167138E-15 0 +410 0 -5.669884 1E-15 1.4415419267167138E-15 0 +411 0 ? ? ? 0 +412 1 7.6394253 1 -0 1 +417 0 -5.669884 1E-15 1.4415419267167138E-15 0 +420 0 -2.6969714 1E-15 1.4415419267167138E-15 0 +421 1 9.498289 1 -0 1 +424 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +425 1 11.849487 1 -0 1 +426 0 -2.2324486 1E-15 1.4415419267167138E-15 0 +427 1 4.1596622 0.93333334 0.09953566740867692 1 +431 0 -2.9302087 1E-15 1.4415419267167138E-15 0 +432 0 -3.5334377 1E-15 1.4415419267167138E-15 0 +433 0 -4.013695 1E-15 1.4415419267167138E-15 0 +435 1 7.0216722 1 -0 1 +437 0 -4.48624 1E-15 1.4415419267167138E-15 0 +438 0 -3.5384212 1E-15 1.4415419267167138E-15 0 +443 0 -5.54259 1E-15 1.4415419267167138E-15 0 +444 0 -2.6761093 1E-15 1.4415419267167138E-15 0 +445 0 -5.4523587 1E-15 1.4415419267167138E-15 0 +446 0 -5.935418 1E-15 1.4415419267167138E-15 0 +447 0 -4.0031805 1E-15 1.4415419267167138E-15 0 +448 0 -5.881093 1E-15 1.4415419267167138E-15 0 +458 0 -3.7524433 1E-15 1.4415419267167138E-15 0 +459 0 -3.5017061 1E-15 1.4415419267167138E-15 0 +460 0 -3.5568361 1E-15 1.4415419267167138E-15 0 +461 0 -3.3979883 1E-15 1.4415419267167138E-15 0 +462 0 -3.0737762 1E-15 1.4415419267167138E-15 0 +463 0 -4.282031 1E-15 1.4415419267167138E-15 0 +468 0 -4.48624 1E-15 1.4415419267167138E-15 0 +469 0 -5.4191465 1E-15 1.4415419267167138E-15 0 +470 0 -4.649441 1E-15 1.4415419267167138E-15 0 +471 0 -3.0737762 1E-15 1.4415419267167138E-15 0 +472 0 -3.4657965 1E-15 1.4415419267167138E-15 0 +473 0 -4.48624 1E-15 1.4415419267167138E-15 0 +475 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +476 0 -4.2355022 1E-15 1.4415419267167138E-15 0 +477 0 -4.48624 1E-15 1.4415419267167138E-15 0 +478 0 -3.744658 1E-15 1.4415419267167138E-15 0 +479 1 6.673233 1 -0 1 +481 0 -2.5658813 1E-15 1.4415419267167138E-15 0 +485 0 -4.6490927 1E-15 1.4415419267167138E-15 0 +486 0 -4.649441 1E-15 1.4415419267167138E-15 0 +488 1 0.9591036 0.6 0.73696553683865695 1 +490 0 -5.935418 1E-15 1.4415419267167138E-15 0 +491 1 5.556223 1 -0 1 +494 0 -0.01569748 0.5942614 1.3013775627342616 0 +496 0 -5.881093 1E-15 1.4415419267167138E-15 0 +498 0 -4.220706 1E-15 1.4415419267167138E-15 0 +499 0 -4.220706 1E-15 1.4415419267167138E-15 0 +500 0 -2.9890537 1E-15 1.4415419267167138E-15 0 +503 0 -3.9551725 1E-15 1.4415419267167138E-15 0 +505 0 -4.4522543 1E-15 1.4415419267167138E-15 0 +506 1 8.766861 1 -0 1 +508 0 -4.0031805 1E-15 1.4415419267167138E-15 0 +509 0 -5.4523587 1E-15 1.4415419267167138E-15 0 +511 0 -3.7376466 1E-15 1.4415419267167138E-15 0 +512 0 -4.0031805 1E-15 1.4415419267167138E-15 0 +515 1 7.3749876 1 -0 1 +516 0 -5.881093 1E-15 1.4415419267167138E-15 0 +518 0 -4.49539 1E-15 1.4415419267167138E-15 0 +524 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +525 0 -4.746127 1E-15 1.4415419267167138E-15 0 +526 0 -4.48624 1E-15 1.4415419267167138E-15 0 +530 1 5.325206 0.93333334 0.09953566740867692 1 +536 0 -3.4721131 1E-15 1.4415419267167138E-15 0 +537 0 -3.2213755 1E-15 1.4415419267167138E-15 0 +542 0 -3.4861355 1E-15 1.4415419267167138E-15 0 +543 0 -4.220706 1E-15 1.4415419267167138E-15 0 +545 0 -3.7376466 1E-15 1.4415419267167138E-15 0 +550 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +551 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +552 0 -3.2360563 1E-15 1.4415419267167138E-15 0 +553 0 -1.4225526 1E-15 1.4415419267167138E-15 0 +554 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +555 0 -1.7431297 1E-15 1.4415419267167138E-15 0 +556 0 -2.9508896 1E-15 1.4415419267167138E-15 0 +562 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +564 0 -3.7509632 1E-15 1.4415419267167138E-15 0 +567 0 -3.4350505 1E-15 1.4415419267167138E-15 0 +568 1 3.5748348 0.9047619 0.14438990028345636 1 +570 1 6.466878 1 -0 1 +571 1 9.048693 1 -0 1 +572 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +573 0 -5.669884 1E-15 1.4415419267167138E-15 0 +574 1 5.533702 1 -0 1 +575 0 -3.2213755 1E-15 1.4415419267167138E-15 0 +576 0 -3.7376466 1E-15 1.4415419267167138E-15 0 +579 0 -5.4043503 1E-15 1.4415419267167138E-15 0 +580 0 -3.4869094 1E-15 1.4415419267167138E-15 0 +583 0 -4.9692993 1E-15 1.4415419267167138E-15 0 +585 0 -5.935418 1E-15 1.4415419267167138E-15 0 +587 0 -3.5334377 1E-15 1.4415419267167138E-15 0 +588 1 4.6442137 0.93333334 0.09953566740867692 1 +589 0 -4.0031805 1E-15 1.4415419267167138E-15 0 +591 1 4.243066 0.93333334 0.09953566740867692 1 +592 1 4.8517914 0.93333334 0.09953566740867692 1 +595 0 -3.7376466 1E-15 1.4415419267167138E-15 0 +596 0 -3.9699688 1E-15 1.4415419267167138E-15 0 +597 0 -2.9706383 1E-15 1.4415419267167138E-15 0 +598 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +599 0 -2.9381208 1E-15 1.4415419267167138E-15 0 +601 0 -5.6155596 1E-15 1.4415419267167138E-15 0 +603 1 3.1762495 0.9047619 0.14438990028345636 1 +605 1 8.159748 1 -0 1 +608 1 8.079367 1 -0 1 +610 1 6.972576 1 -0 1 +611 1 5.494137 1 -0 1 +615 0 -3.7192316 1E-15 1.4415419267167138E-15 0 +616 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +620 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +623 0 -5.935418 1E-15 1.4415419267167138E-15 0 +625 0 -3.343666 1E-15 1.4415419267167138E-15 0 +626 1 3.8647957 0.93333334 0.09953566740867692 1 +628 0 -5.4523587 1E-15 1.4415419267167138E-15 0 +630 0 -2.7601237 1E-15 1.4415419267167138E-15 0 +631 0 -3.7376466 1E-15 1.4415419267167138E-15 0 +632 0 -5.935418 1E-15 1.4415419267167138E-15 0 +635 0 -4.217087 1E-15 1.4415419267167138E-15 0 +636 1 8.162584 1 -0 1 +637 0 -2.370799 1E-15 1.4415419267167138E-15 0 +640 0 -4.0398955 1E-15 1.4415419267167138E-15 0 +643 0 -5.935418 1E-15 1.4415419267167138E-15 0 +646 0 -5.426158 1E-15 1.4415419267167138E-15 0 +647 0 -5.4890733 1E-15 1.4415419267167138E-15 0 +648 1 8.579456 1 -0 1 +650 0 -3.6219687 1E-15 1.4415419267167138E-15 0 +651 0 -4.965017 1E-15 1.4415419267167138E-15 0 +655 0 -4.7037654 1E-15 1.4415419267167138E-15 0 +658 1 7.546403 1 -0 1 +659 0 -5.935418 1E-15 1.4415419267167138E-15 0 +662 0 -5.1684093 1E-15 1.4415419267167138E-15 0 +663 0 -5.1684093 1E-15 1.4415419267167138E-15 0 +664 0 -4.2574205 1E-15 1.4415419267167138E-15 0 +666 0 -3.070212 1E-15 1.4415419267167138E-15 0 +667 0 -4.4382315 1E-15 1.4415419267167138E-15 0 +669 1 6.981786 1 -0 1 +671 0 -3.9565368 1E-15 1.4415419267167138E-15 0 +672 0 -4.9212914 1E-15 1.4415419267167138E-15 0 +673 0 -3.289723 1E-15 1.4415419267167138E-15 0 +674 0 -5.669884 1E-15 1.4415419267167138E-15 0 +675 0 -3.7340279 1E-15 1.4415419267167138E-15 0 +676 0 -5.4191465 1E-15 1.4415419267167138E-15 0 +677 0 -4.0031805 1E-15 1.4415419267167138E-15 0 +684 0 -5.935418 1E-15 1.4415419267167138E-15 0 +686 0 -5.935418 1E-15 1.4415419267167138E-15 0 +687 0 -4.295347 1E-15 1.4415419267167138E-15 0 +690 0 -5.4890733 1E-15 1.4415419267167138E-15 0 +695 0 -5.4523587 1E-15 1.4415419267167138E-15 0 diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom-out.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom-out.txt new file mode 100644 index 0000000000..bd0288a2bb --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom-out.txt @@ -0,0 +1,56 @@ +maml.exe CV tr=AveragedPerceptron threads=- numcali=200 dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 80 instances with missing features during training (over 10 iterations; 8 inst/iter) +Training calibrator. +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 80 instances with missing features during training (over 10 iterations; 8 inst/iter) +Training calibrator. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 131 | 3 | 0.9776 + negative || 8 | 212 | 0.9636 + ||====================== +Precision || 0.9424 | 0.9860 | +OVERALL 0/1 ACCURACY: 0.968927 +LOG LOSS/instance: 0.138699 +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.855069 +AUC: 0.994437 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 100 | 5 | 0.9524 + negative || 3 | 221 | 0.9866 + ||====================== +Precision || 0.9709 | 0.9779 | +OVERALL 0/1 ACCURACY: 0.975684 +LOG LOSS/instance: 0.121001 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.866069 +AUC: 0.997619 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996028 (0.0016) +Accuracy: 0.972305 (0.0034) +Positive precision: 0.956660 (0.0142) +Positive recall: 0.964996 (0.0126) +Negative precision: 0.981961 (0.0041) +Negative recall: 0.975122 (0.0115) +Log-loss: 0.129850 (0.0088) +Log-loss reduction: 0.860569 (0.0055) +F1 Score: 0.960623 (0.0009) +AUPRC: 0.992280 (0.0025) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom.txt new file mode 100644 index 0000000000..0b72ef2b2f --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.calibrateRandom.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 11.285979 0.999881 0.00017164889637290732 1 +6 0 -0.9347124 0.23396648 0.38452058087215002 0 +8 0 -3.7769966 0.027554926 0.040311328623184935 0 +9 0 -3.7947202 0.027160428 0.03972618138440237 0 +10 0 -4.7855167 0.012041708 0.01747795778447921 0 +11 0 -4.6251884 0.0137462355 0.019969193057315846 0 +18 1 6.8803625 0.9952804 0.0068250837128981312 1 +20 1 5.573552 0.9860489 0.020268933879564289 1 +21 1 6.7444105 0.994715 0.0076448984232590942 1 +25 1 1.2789736 0.6605421 0.59827764318621834 1 +28 0 -4.6251884 0.0137462355 0.019969193057315846 0 +31 0 -4.3083706 0.017843189 0.025974711082661295 0 +32 1 6.9428854 0.9955198 0.0064780602842336027 1 +35 0 -4.6251884 0.0137462355 0.019969193057315846 0 +37 0 -1.814332 0.12765497 0.19702923160397912 0 +40 0 ? ? ? 0 +41 1 2.4075565 0.8333803 0.26295312912247087 1 +44 1 8.039285 0.99820465 0.0025924726101035612 1 +45 0 -4.625085 0.013747409 0.019970909608661516 0 +46 1 5.138131 0.980041 0.029085949424629401 1 +48 0 -3.4336782 0.036388174 0.053475995166770388 0 +50 1 2.7120514 0.8658191 0.20786247380562253 1 +51 1 -0.06207609 0.3879153 1.3661863664402512 0 +52 1 4.4027233 0.9636923 0.053355505841607219 1 +54 1 6.3079214 0.99240357 0.011001174399811285 1 +56 1 6.356517 0.992704 0.010564526737643879 1 +60 1 1.9474735 0.7729272 0.37159551204292307 1 +63 1 0.78555584 0.562906 0.82903400016193718 1 +64 0 -4.916337 0.0108069945 0.015676056316435264 0 +66 0 -3.7260728 0.028719632 0.042040293369108923 0 +68 1 9.2772875 0.9993619 0.00092091699247825402 1 +69 0 -4.4157114 0.016335886 0.023762323784119653 0 +70 0 -3.086855 0.04804748 0.071038474899592405 0 +71 1 7.5159607 0.9972213 0.0040144096248406758 1 +72 0 -1.8410158 0.12518989 0.1929581940500214 0 +73 1 7.1320066 0.99617285 0.0055320097082099612 1 +74 1 2.4329157 0.8363051 0.25789876529273503 1 +76 0 -3.9190063 0.024544325 0.035851776655881802 0 +77 0 -3.1092038 0.04719958 0.069754046975993148 0 +79 0 -4.4391913 0.016023252 0.023303870960396014 0 +82 0 -3.1867542 0.04436642 0.065470544320387833 0 +88 0 -3.7260728 0.028719632 0.042040293369108923 0 +90 0 -4.5995197 0.014040397 0.020399556899321523 0 +91 0 -4.5046597 0.015182306 0.022071412337899179 0 +92 0 -3.7260728 0.028719632 0.042040293369108923 0 +93 0 -4.916337 0.0108069945 0.015676056316435264 0 +95 0 -4.5995197 0.014040397 0.020399556899321523 0 +96 0 -4.7958083 0.011939719 0.017329032848551324 0 +97 0 -3.4349241 0.036351644 0.053421304124999819 0 +98 1 9.075171 0.9992444 0.0010905240888066275 1 +99 1 8.952344 0.99916273 0.0012084261062733697 1 +100 1 4.9092436 0.9759306 0.035149577872267759 1 +102 0 -3.3936296 0.03758127 0.055263373306914068 0 +104 1 10.959613 0.9998437 0.00022548687566550783 1 +105 1 2.0113592 0.7821696 0.35444666591631291 1 +106 1 8.251353 0.99849606 0.002171366339988838 1 +108 0 -4.5487204 0.014640963 0.021278596770587802 0 +109 1 5.864868 0.989033 0.015909459906802714 1 +111 1 3.7846975 0.9405741 0.088386474079630892 1 +112 1 6.380026 0.992845 0.01035959049172811 1 +113 1 9.461209 0.9994528 0.00078961641462542323 1 +115 0 -3.6043515 0.03170035 0.046474522412928862 0 +117 1 7.9902315 0.99812955 0.0027010206381427706 1 +120 0 -4.120878 0.020810025 0.03033930689537127 0 +121 0 -3.070702 0.04866929 0.071981143885538362 0 +122 1 10.129083 0.99968696 0.00045169714530399755 1 +123 1 4.173232 0.95634377 0.064398788225312462 1 +125 0 -4.916337 0.0108069945 0.015676056316435264 0 +128 1 4.5026884 0.9665074 0.049147353467874917 1 +129 0 -3.7451797 0.028277133 0.041383175009523307 0 +131 0 -4.3083706 0.017843189 0.025974711082661295 0 +132 1 8.723828 0.99898654 0.001462851900897584 1 +133 0 -4.150231 0.02031554 0.029610937481310409 0 +137 0 -4.650857 0.013458154 0.019547848298052593 0 +138 0 -3.7104468 0.029086504 0.042585331313926451 0 +141 0 -4.942006 0.010579846 0.015344807913488721 0 +144 0 -4.6251884 0.0137462355 0.019969193057315846 0 +145 0 ? ? ? 0 +147 0 -4.3231397 0.017627966 0.0256586034908362 0 +150 0 -4.7855167 0.012041708 0.01747795778447921 0 +151 1 4.569236 0.9682633 0.046528639903083813 1 +152 1 8.551608 0.99882966 0.001689428468282927 1 +154 0 -5.233155 0.00831194 0.012041709738050741 0 +156 0 -4.3357234 0.0174466 0.02539227737375193 0 +161 0 -3.5422645 0.033333916 0.048910470402074142 0 +164 0 ? ? ? 0 +167 1 7.4310427 0.9970173 0.00430952206969425 1 +169 0 -5.272954 0.008041962 0.011649002220510503 0 +171 0 -4.5995197 0.014040397 0.020399556899321523 0 +173 1 13.797832 0.99998546 2.0982035982102257E-05 1 +174 1 5.2489986 0.9817766 0.026533320639140424 1 +176 0 -4.3083706 0.017843189 0.025974711082661295 0 +177 1 6.069395 0.9907416 0.013419249199056257 1 +179 1 2.427494 0.8356832 0.25897191578675427 1 +180 0 -4.7855167 0.012041708 0.01747795778447921 0 +181 0 -5.233155 0.00831194 0.012041709738050741 0 +183 1 8.429484 0.99870396 0.0018710080960925083 1 +187 1 11.391686 0.9998911 0.00015711470643243279 1 +188 1 7.5789557 0.9973635 0.0038086772809973425 1 +189 0 -3.686462 0.029658493 0.043435508161482769 0 +191 1 10.154206 0.99969345 0.00044232118620536842 1 +192 0 -3.7517414 0.0281267 0.041159848092843968 0 +196 0 5.425535 0.984239 5.9874954870425023 1 +198 0 -5.233155 0.00831194 0.012041709738050741 0 +199 0 -4.334039 0.017470768 0.025427763713777321 0 +201 1 9.260581 0.9993529 0.00093391003230289336 1 +202 0 -4.5995197 0.014040397 0.020399556899321523 0 +204 0 -4.5995197 0.014040397 0.020399556899321523 0 +205 1 11.455531 0.99989676 0.00014894466394889936 1 +206 1 6.5003185 0.9935255 0.0093710911166817908 1 +207 0 -4.7855167 0.012041708 0.01747795778447921 0 +209 0 -3.6209207 0.031277657 0.045844877272022612 0 +210 1 12.89725 0.99996907 4.4630188215668621E-05 1 +211 1 8.615066 0.9988901 0.0016021337380065527 1 +212 0 -4.5995197 0.014040397 0.020399556899321523 0 +216 0 -4.916337 0.0108069945 0.015676056316435264 0 +218 1 7.456811 0.99708074 0.0042177565023021743 1 +219 0 -2.478888 0.07743219 0.1162731442274911 0 +223 1 4.949767 0.97671413 0.033991720509423423 1 +226 1 8.538112 0.99881643 0.0017085410371302549 1 +228 0 -4.7855167 0.012041708 0.01747795778447921 0 +233 1 5.219512 0.98133 0.027189762853290386 1 +237 1 6.3747997 0.9928139 0.01040480215647019 1 +239 1 4.7197256 0.97191185 0.041102627568687017 1 +240 0 -2.0196419 0.10972075 0.16767016663972723 0 +241 0 -3.9108233 0.024708744 0.036094972806010969 0 +242 0 -4.3083706 0.017843189 0.025974711082661295 0 +244 0 -4.5995197 0.014040397 0.020399556899321523 0 +246 1 10.46416 0.9997635 0.00034125393609690753 1 +247 1 2.8055887 0.8746519 0.19321912280766068 1 +248 0 -2.8070307 0.05995964 0.089205393883281928 0 +249 0 ? ? ? 0 +250 0 -4.652541 0.013439462 0.019520512984852346 0 +252 0 3.7707863 0.93992037 4.0569801611177532 1 +254 1 7.661195 0.9975384 0.0035557339658115286 1 +257 0 -4.334039 0.017470768 0.025427763713777321 0 +258 0 -4.0172215 0.02265229 0.033056176347726125 0 +259 0 4.008581 0.95021814 4.3282360862916729 1 +260 1 7.7233286 0.9976628 0.0033758384253855024 1 +262 1 9.050584 0.9992287 0.0011131570864691799 1 +267 1 3.073165 0.8972062 0.15648852541997652 1 +268 1 8.364619 0.9986318 0.0019752824987132106 1 +269 0 -4.5995197 0.014040397 0.020399556899321523 0 +271 0 -3.4349241 0.036351644 0.053421304124999819 0 +272 1 3.073165 0.8972062 0.15648852541997652 1 +275 0 ? ? ? 0 +276 0 -4.334039 0.017470768 0.025427763713777321 0 +277 0 -4.916337 0.0108069945 0.015676056316435264 0 +278 0 -4.5995197 0.014040397 0.020399556899321523 0 +279 1 6.3361444 0.99257946 0.010745494226668283 1 +280 0 -4.0172215 0.02265229 0.033056176347726125 0 +283 1 5.09361 0.97929937 0.030178143631386233 1 +284 1 5.780156 0.9882371 0.017070901886648178 1 +285 1 12.663693 0.99996245 5.4175552199232265E-05 1 +288 1 1.8098211 0.75208575 0.41103094187141187 1 +290 0 -5.233155 0.00831194 0.012041709738050741 0 +291 0 -4.5995197 0.014040397 0.020399556899321523 0 +293 1 4.209258 0.9575848 0.062527845215913494 1 +296 0 1.7716074 0.74607766 1.977540748016817 1 +297 0 ? ? ? 0 +299 1 5.4912777 0.98506975 0.021702211002795221 1 +300 1 6.2749596 0.99219286 0.01130751309089708 1 +301 0 -4.5995197 0.014040397 0.020399556899321523 0 +303 0 -4.5995197 0.014040397 0.020399556899321523 0 +304 1 4.320197 0.96119803 0.057094400401771557 1 +308 1 6.5411158 0.9937414 0.0090576348997771245 1 +309 0 -1.7547836 0.13330568 0.2064048513446799 0 +311 0 -5.233155 0.00831194 0.012041709738050741 0 +312 1 3.2156925 0.9076929 0.1397238075599897 1 +314 0 -5.102334 0.009264265 0.013427805303568128 0 +316 1 3.940961 0.9474732 0.077842916151820901 1 +317 1 8.260409 0.9985074 0.002155003471966795 1 +319 0 2.462039 0.8396129 2.6403699958711941 1 +321 0 ? ? ? 0 +323 1 4.269208 0.95957553 0.059531720935566447 1 +327 0 -4.916337 0.0108069945 0.015676056316435264 0 +328 1 4.1030073 0.9538244 0.068204404407426977 1 +329 1 6.3562107 0.9927021 0.010567212063419162 1 +331 0 -3.1436715 0.045919735 0.067817452274445744 0 +332 0 -2.8411217 0.058372304 0.08677133980412273 0 +333 1 4.4240274 0.9643107 0.052430030076405967 1 +336 1 4.790291 0.97347915 0.038778012730613723 1 +338 0 -5.102334 0.009264265 0.013427805303568128 0 +343 0 -5.233155 0.00831194 0.012041709738050741 0 +344 1 8.780366 0.99903333 0.0013952818117796901 1 +346 0 -2.788134 0.06085682 0.090582968370493872 0 +347 0 -5.0515347 0.009662538 0.014007880773231238 0 +348 1 -0.033994675 0.39350724 1.3455379072007043 0 +349 1 2.9944906 0.89097595 0.16654160161871584 1 +350 0 -3.776164 0.027573595 0.040339026181347708 0 +352 0 1.3297043 0.6699917 1.5994256626696386 1 +353 1 8.744256 0.9990037 0.0014380614879137648 1 +354 0 -4.916337 0.0108069945 0.015676056316435264 0 +355 0 -3.6730852 0.02998222 0.043916903945985644 0 +358 1 6.1854086 0.9915907 0.012183385249969293 1 +360 1 14.4099455 0.9999913 1.2554788140693439E-05 1 +361 1 6.113164 0.99107146 0.012939006126914966 1 +366 1 12.847377 0.99996775 4.6522057140172645E-05 1 +368 0 -4.568268 0.014406928 0.020935979709083539 0 +370 0 -3.02811 0.05034569 0.074525649497197949 0 +371 0 -4.568268 0.014406928 0.020935979709083539 0 +373 0 -3.605544 0.031669743 0.046428920983900904 0 +376 0 -4.916337 0.0108069945 0.015676056316435264 0 +377 0 -5.102334 0.009264265 0.013427805303568128 0 +378 0 -3.5256414 0.033784904 0.04958370087167166 0 +379 0 -1.5692587 0.15227747 0.23833596402744087 0 +381 1 8.122036 0.9983245 0.0024192434292353501 1 +383 0 -4.942006 0.010579846 0.015344807913488721 0 +384 0 -4.942006 0.010579846 0.015344807913488721 0 +387 0 -1.9415021 0.11627042 0.17832312517262383 0 +388 0 -4.44138 0.015994413 0.023261587689223422 0 +389 0 -2.9747353 0.05252373 0.077838281799236866 0 +391 1 8.779809 0.99903286 0.0013959704081915206 1 +392 0 -4.334039 0.017470768 0.025427763713777321 0 +395 0 -4.334039 0.017470768 0.025427763713777321 0 +396 0 -4.0172215 0.02265229 0.033056176347726125 0 +398 0 -3.902061 0.024885995 0.036357194608943051 0 +399 0 -4.320097 0.017672095 0.025723413211971372 0 +404 0 -4.508781 0.015130846 0.021996028357884331 0 +406 0 -3.462277 0.035558574 0.052234473869084079 0 +409 0 -4.0015955 0.02294349 0.033486088050953149 0 +413 0 -3.102481 0.04745314 0.070138026426191213 0 +414 1 5.959919 0.9898627 0.014699694943656067 1 +415 0 -0.721817 0.26737925 0.44886153992419614 0 +416 1 8.443301 0.99871886 0.0018494825270406309 1 +418 0 -1.8258505 0.12658583 0.1952621515950389 0 +419 0 -3.8876746 0.025179703 0.036791804452507598 0 +422 0 -2.1972284 0.09602886 0.14565137580750645 0 +423 0 -3.086855 0.04804748 0.071038474899592405 0 +428 0 -4.916337 0.0108069945 0.015676056316435264 0 +429 0 -4.6251884 0.0137462355 0.019969193057315846 0 +430 0 -4.2361884 0.01893274 0.027576045709648108 0 +434 0 5.330061 0.9829509 5.8741627920106341 1 +436 1 4.9601746 0.9769113 0.03370050879649044 1 +439 0 -4.0685587 0.02172079 0.031681811409482522 0 +440 1 7.0005217 0.9957298 0.0061737815665520758 1 +441 0 -1.8277497 0.12641029 0.19497223300161831 0 +442 0 -4.126358 0.020716824 0.030201994955759835 0 +449 1 9.384189 0.9994164 0.00084218683672760905 1 +450 0 -3.936492 0.024196556 0.035337519528029167 0 +451 0 -4.0685587 0.02172079 0.031681811409482522 0 +452 0 -4.3584614 0.017123524 0.024917979240791661 0 +453 1 7.3491344 0.99680644 0.0046147018108436385 1 +454 0 -4.2596684 0.018571347 0.027044703102021492 0 +455 1 0.29505634 0.46074578 1.1179571375087314 1 +456 1 8.340758 0.99860424 0.0020150654708657578 1 +457 1 7.996641 0.99813956 0.0026865470958503841 1 +464 0 -4.359708 0.017105984 0.024892232964879479 0 +465 1 8.680116 0.9989488 0.001517340659881941 1 +466 1 8.110646 0.9983085 0.0024424141036858663 1 +467 1 6.858451 0.9951935 0.0069510590946110862 1 +474 0 -4.0685587 0.02172079 0.031681811409482522 0 +480 0 -4.2545557 0.018649457 0.027159529003008488 0 +482 1 13.881022 0.9999864 1.9606155421105871E-05 1 +483 1 9.617421 0.9995198 0.00069291249062615099 1 +484 0 -3.736116 0.028486209 0.041693619323571157 0 +487 1 11.720016 0.99991727 0.00011936089720480338 1 +489 1 -0.59057426 0.2894257 1.788735056504644 0 +492 0 -4.228887 0.019046517 0.027743369823879937 0 +493 1 9.492114 0.9994668 0.0007694835687733193 1 +495 0 -4.520036 0.014991182 0.021791454817371551 0 +497 0 -4.111538 0.02096983 0.030574776647125358 0 +501 0 -4.0428905 0.022181753 0.032361767357830772 0 +502 0 -3.8966928 0.024995198 0.036518771284957598 0 +504 0 -5.233155 0.00831194 0.012041709738050741 0 +507 0 -4.011552 0.022757528 0.033211529370950225 0 +510 0 -5.233155 0.00831194 0.012041709738050741 0 +513 0 -4.520036 0.014991182 0.021791454817371551 0 +514 1 8.787938 0.9990394 0.001386502236338372 1 +517 0 -5.102334 0.009264265 0.013427805303568128 0 +519 1 6.320156 0.99248034 0.010889574092143747 1 +520 0 -5.0471582 0.009697633 0.014059007104174813 0 +521 0 -4.173711 0.019928286 0.029040776414398672 0 +522 1 3.983386 0.94921166 0.075198276844941334 1 +523 1 6.156104 0.9913838 0.012484423812211912 1 +527 0 -3.7260728 0.028719632 0.042040293369108923 0 +528 0 -2.9663253 0.05287493 0.078373145791533289 0 +529 0 -4.228887 0.019046517 0.027743369823879937 0 +531 0 -3.462277 0.035558574 0.052234473869084079 0 +532 0 -4.7855167 0.012041708 0.01747795778447921 0 +533 0 -4.334039 0.017470768 0.025427763713777321 0 +534 0 -4.6251884 0.0137462355 0.019969193057315846 0 +535 0 -3.7884345 0.027299706 0.03993274086862128 0 +538 0 -4.0428905 0.022181753 0.032361767357830772 0 +539 0 -3.4605932 0.03560691 0.052306780321382716 0 +540 0 -3.344541 0.039094992 0.057534277036094934 0 +541 0 -4.650857 0.013458154 0.019547848298052593 0 +544 0 -3.8141036 0.02673527 0.03909582108308416 0 +546 1 10.355874 0.999741 0.00037368069940970906 1 +547 0 -5.128003 0.009069245 0.013143848125194471 0 +548 0 -4.836854 0.01154138 0.016747522879121811 0 +549 1 5.2726173 0.9821267 0.026018923571932827 1 +557 0 -3.776164 0.027573595 0.040339026181347708 0 +558 0 -4.6251884 0.0137462355 0.019969193057315846 0 +559 0 -3.7517414 0.0281267 0.041159848092843968 0 +560 0 -3.4349241 0.036351644 0.053421304124999819 0 +561 0 -3.4349241 0.036351644 0.053421304124999819 0 +563 0 -4.334039 0.017470768 0.025427763713777321 0 +565 1 10.456666 0.999762 0.00034340422940330219 1 +566 0 -3.6847782 0.029699052 0.043495812324742769 0 +569 1 8.855367 0.99909204 0.0013105008899586513 1 +577 0 -4.916337 0.0108069945 0.015676056316435264 0 +578 0 -4.916337 0.0108069945 0.015676056316435264 0 +581 1 8.00238 0.99814844 0.0026737105637673411 1 +582 1 7.645852 0.9975067 0.0036015949700722869 1 +584 0 -3.1515746 0.04563097 0.067380866294929856 0 +586 1 12.260621 0.99994737 7.5932338567167971E-05 1 +590 1 4.0090714 0.9502375 0.073639933647810851 1 +593 0 -3.736116 0.028486209 0.041693619323571157 0 +594 1 5.269803 0.98208535 0.02607968888447142 1 +600 0 -4.334039 0.017470768 0.025427763713777321 0 +602 0 -4.0428905 0.022181753 0.032361767357830772 0 +604 1 4.515381 0.9668494 0.048636927001133007 1 +606 0 -4.2135105 0.019288331 0.028099051446221591 0 +607 0 -5.233155 0.00831194 0.012041709738050741 0 +609 0 -4.0685587 0.02172079 0.031681811409482522 0 +612 1 14.881892 0.9999941 8.5131663352343685E-06 1 +613 0 -4.128848 0.020674609 0.030139804523990933 0 +614 0 -4.8111854 0.011788921 0.017108865344208874 0 +617 0 ? ? ? 0 +618 0 -4.0428905 0.022181753 0.032361767357830772 0 +619 0 -3.7517414 0.0281267 0.041159848092843968 0 +621 0 -0.14650202 0.3712854 0.66952284918631932 0 +622 0 -2.5446057 0.0735952 0.11028537186286762 0 +624 0 -3.7915406 0.027230794 0.039830534785863896 0 +627 0 -3.3132029 0.04009177 0.05903161072831304 0 +629 0 -4.359708 0.017105984 0.024892232964879479 0 +633 1 4.0237722 0.9508158 0.072762222474825514 1 +634 0 -4.650857 0.013458154 0.019547848298052593 0 +638 0 -4.359708 0.017105984 0.024892232964879479 0 +639 0 -3.776164 0.027573595 0.040339026181347708 0 +641 0 -4.334039 0.017470768 0.025427763713777321 0 +642 0 -4.334039 0.017470768 0.025427763713777321 0 +644 0 -4.942006 0.010579846 0.015344807913488721 0 +645 0 -4.334039 0.017470768 0.025427763713777321 0 +649 0 -4.334039 0.017470768 0.025427763713777321 0 +652 0 -3.567933 0.03264892 0.04788851543239353 0 +653 0 -4.0428905 0.022181753 0.032361767357830772 0 +654 0 -4.0172215 0.02265229 0.033056176347726125 0 +656 0 -3.7517414 0.0281267 0.041159848092843968 0 +657 0 0.674386 0.5399075 1.1200042029157564 1 +660 0 -4.916337 0.0108069945 0.015676056316435264 0 +661 0 -3.7260728 0.028719632 0.042040293369108923 0 +665 0 -5.233155 0.00831194 0.012041709738050741 0 +668 1 3.299467 0.91339916 0.13068263207792086 1 +670 1 6.4614477 0.99331295 0.0096797675127115335 1 +678 0 -5.233155 0.00831194 0.012041709738050741 0 +679 0 -4.942006 0.010579846 0.015344807913488721 0 +680 1 14.404437 0.99999124 1.2640780217014572E-05 1 +681 1 9.278363 0.99936247 0.00092005653039600916 1 +682 0 -3.2511153 0.042138956 0.062111714891909184 0 +683 0 -5.233155 0.00831194 0.012041709738050741 0 +685 0 -5.233155 0.00831194 0.012041709738050741 0 +688 0 -4.359708 0.017105984 0.024892232964879479 0 +689 0 -3.1943884 0.04409645 0.065063038149818897 0 +691 1 5.2444315 0.9817081 0.026633962149343771 1 +692 0 -4.650857 0.013458154 0.019547848298052593 0 +693 0 -4.042787 0.02218363 0.032364537534558556 0 +694 0 -4.057659 0.021915374 0.031968799687709694 0 +696 1 7.3569994 0.99682736 0.004584422473559115 1 +697 1 4.656295 0.9704265 0.043309147612224416 1 +698 1 5.6929607 0.9873583 0.018354419974050573 1 +0 0 -3.4721131 0.04114935 0.060621978083022686 0 +1 0 2.4163914 0.8102447 2.3977877569564514 1 +2 0 -4.045404 0.026690753 0.039029833587134327 0 +3 0 2.9251795 0.86401767 2.8785088509147978 1 +4 0 -3.5088277 0.040032465 0.05894247853500708 0 +7 0 -4.670553 0.016548803 0.024074633337174248 0 +12 1 -0.343431 0.33084056 1.5957919892477812 0 +13 0 -4.6186943 0.017221218 0.025061384315673198 0 +14 1 7.360214 0.9951006 0.0070856869219221227 1 +15 1 0.6494303 0.517803 0.94952473394442127 1 +16 0 -4.220706 0.023354558 0.03409318909369452 0 +17 0 -3.9551725 0.028584339 0.041839349042302909 0 +19 0 -2.9890537 0.05890274 0.087584266111585152 0 +22 0 -4.7037654 0.016131794 0.023463022615813851 0 +23 1 ? ? ? 0 +24 0 -5.4043503 0.009396286 0.013620064546924614 0 +26 0 -4.390918 0.02050634 0.029891939287328514 0 +27 0 -3.7376466 0.033700433 0.049457579363906538 0 +29 0 -5.4339433 0.009183525 0.013310237558971186 0 +30 0 -4.649441 0.016819378 0.024471614226605987 0 +33 0 -4.698118 0.016201964 0.023565919423953592 0 +34 0 -4.4530277 0.019554103 0.028490072817904191 0 +36 1 7.832773 0.9966079 0.004902085221172487 1 +38 1 4.92861 0.96814406 0.046706359368045791 1 +39 1 1.079258 0.60037446 0.73606548851031739 1 +42 1 6.8985863 0.9929881 0.010151652400815765 1 +43 1 -0.49528694 0.30512375 1.7125336322001359 0 +47 0 -5.669884 0.0076494976 0.011078318257674191 0 +49 1 5.3024054 0.9760178 0.035020675578791655 1 +53 1 5.116103 0.9723645 0.040430893694146056 1 +55 1 4.4195347 0.95331246 0.068978947156115675 1 +57 1 0.5701313 0.5023233 0.99331181510286393 1 +58 1 1.1371031 0.61116564 0.71036465171693308 1 +59 1 1.6442327 0.7002286 0.51410216467535697 1 +61 0 -5.2770567 0.010368527 0.01503671205066421 0 +62 1 5.7670774 0.98319566 0.024449543808342401 1 +65 1 2.7867746 0.8508072 0.23309586971174173 1 +67 1 2.9058514 0.8622339 0.21384884774751767 1 +75 0 -4.291042 0.022133557 0.032290659731254154 0 +78 0 -3.652576 0.03593297 0.05279463567932257 0 +80 0 -3.2955709 0.046948776 0.069374337067975425 0 +81 0 -3.9975338 0.027679637 0.040496359395409458 0 +83 0 -2.9832687 0.059153758 0.087969125401985163 0 +84 1 6.5824003 0.99104106 0.012983257475290413 1 +85 1 4.7604074 0.9638325 0.053145649556241237 1 +86 1 1.466999 0.6703859 0.5769362953607623 1 +87 1 5.223544 0.97453266 0.037217553175852479 1 +89 0 -5.017977 0.0126650445 0.018388489804391093 0 +94 0 -4.9212914 0.013645149 0.019821330723085586 0 +101 1 -0.85990286 0.24827081 2.0100134477430442 0 +103 1 0.36755466 0.4628286 1.1114500580380418 1 +107 1 4.617798 0.9597418 0.059281809358577985 1 +110 0 -3.1312823 0.053037085 0.078620166419129056 0 +114 0 -2.8847933 0.06358328 0.094777396090560642 0 +116 0 -0.40737772 0.3198761 0.55613051468995855 0 +118 0 -5.2584124 0.01051905 0.015256162949702744 0 +119 0 -3.786881 0.032470144 0.047621914808210222 0 +124 1 5.0384197 0.97068614 0.042923205850192866 1 +126 1 6.4765244 0.9902761 0.014097276720975665 1 +127 0 -4.4382315 0.019776942 0.028818011218321758 0 +130 0 -3.2361722 0.049069237 0.072587792141063825 0 +134 0 -4.75809 0.0154718775 0.022495678432216563 0 +135 0 -2.670867 0.07428964 0.1113672306008736 0 +136 0 -4.220706 0.023354558 0.03409318909369452 0 +139 0 ? ? ? 0 +140 0 -4.9692993 0.013149482 0.019096524449102446 0 +142 1 3.7043686 0.92112815 0.11852620676711542 1 +143 0 -4.364107 0.02093128 0.030517968916693023 0 +146 1 0.36148834 0.4616506 1.1151267020337663 1 +148 0 -2.357305 0.09299234 0.14081336479838222 0 +149 1 8.756336 0.9983485 0.0023846173156615046 1 +153 0 -3.7005844 0.034656122 0.050885139822468339 0 +155 1 3.1619148 0.88432163 0.17735691801298636 1 +157 0 -4.9212914 0.013645149 0.019821330723085586 0 +158 0 ? ? ? 0 +159 1 10.452139 0.99956036 0.00063441148415971371 1 +160 1 7.997595 0.9970165 0.0043107295502774808 1 +162 0 -4.4382315 0.019776942 0.028818011218321758 0 +163 0 -3.669045 0.03548993 0.052131796574730688 0 +165 0 -3.3581352 0.04480965 0.066139834275042608 0 +166 1 6.3355865 0.9891566 0.015729147554240097 1 +168 0 -4.4382315 0.019776942 0.028818011218321758 0 +170 0 -4.9692993 0.013149482 0.019096524449102446 0 +172 0 -5.669884 0.0076494976 0.011078318257674191 0 +175 1 6.0381765 0.98635924 0.019814913404171304 1 +178 0 -3.9551725 0.028584339 0.041839349042302909 0 +182 0 -2.9890537 0.05890274 0.087584266111585152 0 +184 1 5.409273 0.9778962 0.032246738266973496 1 +185 0 -4.8669662 0.0142282825 0.020674505238060623 0 +186 1 3.9876003 0.93577826 0.095761382134015888 1 +190 1 10.521244 0.9995835 0.00060103256102277266 1 +193 0 -5.4043503 0.009396286 0.013620064546924614 0 +194 0 -4.4382315 0.019776942 0.028818011218321758 0 +195 0 -3.9551725 0.028584339 0.041839349042302909 0 +197 0 -2.8025956 0.0675154 0.10084820014881718 0 +200 1 8.673521 0.99823827 0.002543887091121199 1 +203 0 -3.4721131 0.04114935 0.060621978083022686 0 +208 0 -5.350025 0.009799646 0.014207630130087622 0 +213 1 12.300528 0.9998962 0.00014971866598967564 1 +214 1 11.895983 0.99985766 0.00020536190066155745 1 +215 1 6.600219 0.99116385 0.012804525065380799 1 +217 0 -5.4043503 0.009396286 0.013620064546924614 0 +220 0 -5.181178 0.011165958 0.016199683839163134 0 +221 1 7.9662895 0.9969428 0.0044173368194155311 1 +222 1 -2.1487255 0.10767717 3.2152157080896453 0 +224 1 8.4735565 0.997941 0.0029735466380567798 1 +225 0 -5.669884 0.0076494976 0.011078318257674191 0 +227 1 6.748211 0.992121 0.011412038429712602 1 +229 1 10.5048065 0.9995781 0.00060877502594878564 1 +230 1 4.829337 0.9656635 0.050407558021295686 1 +231 1 6.912092 0.9930612 0.010045486491117618 1 +232 0 1.0722923 0.59906816 1.3185711185935187 1 +234 0 -2.7037287 0.07254336 0.10864826020710561 0 +235 0 ? ? ? 0 +236 1 9.440506 0.9990316 0.0013977779753363091 1 +238 1 10.690645 0.9996351 0.00052653496634314379 1 +243 0 -3.301972 0.046725538 0.06903644686406632 0 +245 0 -2.856113 0.06493041 0.096854356008988451 0 +251 1 7.355525 0.99508274 0.0071116115660869242 1 +253 1 6.8985863 0.9929881 0.010151652400815765 1 +255 1 3.745204 0.9234148 0.11494919833274581 1 +256 0 -4.9692993 0.013149482 0.019096524449102446 0 +261 1 9.009869 0.9986448 0.0019564247198453513 1 +263 1 7.1455708 0.9942114 0.0083754842729617477 1 +264 1 4.0145664 0.9370327 0.093828700465107676 1 +265 0 -2.5156913 0.0830686 0.12511429472057489 0 +266 1 7.325534 0.99496675 0.0072797874039680641 1 +270 1 5.5723915 0.9804892 0.028426363787945077 1 +273 1 0.037317276 0.39964527 1.3232080844718339 1 +274 0 -4.2340226 0.023118448 0.033744449784985975 0 +281 0 -4.698118 0.016201964 0.023565919423953592 0 +282 1 2.860156 0.8579384 0.2210540141016637 1 +286 1 12.544172 0.9999142 0.00012374682432127928 1 +287 0 -4.75809 0.0154718775 0.022495678432216563 0 +289 1 6.6595697 0.9915608 0.012226832918130892 1 +292 1 ? ? ? 0 +294 0 ? ? ? 0 +295 1 5.621522 0.98121005 0.027366079814265764 1 +298 0 -2.4584546 0.086538464 0.13058411343083171 0 +302 1 12.725584 0.99992555 0.0001074071635410925 1 +305 1 8.040863 0.9971154 0.0041676501364772073 1 +306 0 -5.4043503 0.009396286 0.013620064546924614 0 +307 0 -5.4043503 0.009396286 0.013620064546924614 0 +310 0 -5.24115 0.010660343 0.015462187120417019 0 +313 0 -5.935418 0.0062253997 0.0090094260628730445 0 +315 0 ? ? ? 0 +318 0 -5.5673246 0.008282311 0.011998606353416295 0 +320 1 5.5611877 0.98032105 0.028673793676042177 1 +322 0 -4.4382315 0.019776942 0.028818011218321758 0 +324 0 -5.4043503 0.009396286 0.013620064546924614 0 +325 0 -3.7860875 0.03248962 0.047650955719163814 0 +326 1 3.6223288 0.91634446 0.12603806988928137 1 +330 1 4.9927454 0.9696536 0.044458635792904468 1 +334 1 5.514736 0.97960865 0.029722574521978982 1 +335 0 -5.935418 0.0062253997 0.0090094260628730445 0 +337 0 -5.4043503 0.009396286 0.013620064546924614 0 +339 1 5.1161976 0.97236645 0.040427975332860647 1 +340 1 5.5803347 0.98060757 0.028252197193330195 1 +341 0 -5.4043503 0.009396286 0.013620064546924614 0 +342 0 -5.4523587 0.009053541 0.013120984925728642 0 +345 0 -5.935418 0.0062253997 0.0090094260628730445 0 +351 0 -4.9212914 0.013645149 0.019821330723085586 0 +356 1 -0.9127703 0.24064322 2.0550323292420534 0 +357 1 9.874601 0.9993099 0.0009959512596500891 1 +359 1 4.653248 0.96079826 0.057694551223446147 1 +362 0 -3.5174994 0.03977293 0.0585524891762653 0 +363 0 -1.6840982 0.1478302 0.23078717543384142 0 +364 0 -4.9212914 0.013645149 0.019821330723085586 0 +365 0 -5.186825 0.011117357 0.016128777302221484 0 +367 1 9.040358 0.99867666 0.0019104437717653883 1 +369 0 -5.1140842 0.011759753 0.017066283307672573 0 +372 0 -3.9699688 0.028265122 0.041365343644659221 0 +374 0 -4.4530277 0.019554103 0.028490072817904191 0 +375 0 -5.935418 0.0062253997 0.0090094260628730445 0 +380 0 -5.935418 0.0062253997 0.0090094260628730445 0 +382 0 -3.5015903 0.04025031 0.059269904020533483 0 +385 0 -3.4273872 0.042550266 0.062731346866081117 0 +386 1 5.084236 0.97168756 0.041435602932387204 1 +390 0 -5.4467115 0.009093206 0.013178733439436791 0 +393 0 -5.881093 0.0064935335 0.0093987372129596888 0 +394 0 -4.909887 0.013765579 0.01999748916832832 0 +397 0 -4.48624 0.019062834 0.027767367211653592 0 +400 1 7.313369 0.99491894 0.0073491029866983746 1 +401 0 -4.9692993 0.013149482 0.019096524449102446 0 +402 0 -2.7191267 0.07173819 0.10739633118386252 0 +403 0 -3.7908158 0.03237371 0.047478129805470948 0 +405 0 -5.669884 0.0076494976 0.011078318257674191 0 +407 0 -5.669884 0.0076494976 0.011078318257674191 0 +408 0 -3.5375085 0.039180238 0.057662270098084903 0 +410 0 -5.669884 0.0076494976 0.011078318257674191 0 +411 0 ? ? ? 0 +412 1 7.6394253 0.996057 0.0056998288375171091 1 +417 0 -5.669884 0.0076494976 0.011078318257674191 0 +420 0 -2.6969714 0.07289933 0.10920208612242448 0 +421 1 9.498289 0.9990743 0.0013361498208689703 1 +424 0 -4.9692993 0.013149482 0.019096524449102446 0 +425 1 11.849487 0.99985236 0.00021301623841437668 1 +426 0 -2.2324486 0.10155223 0.15449346274336148 0 +427 1 4.1596622 0.9433984 0.084060916290148127 1 +431 0 -2.9302087 0.06150328 0.091576391900387383 0 +432 0 -3.5334377 0.03930013 0.057842300709135597 0 +433 0 -4.013695 0.027341872 0.039995283058911028 0 +435 1 7.0216722 0.99362683 0.009223960722536808 1 +437 0 -4.48624 0.019062834 0.027767367211653592 0 +438 0 -3.5384212 0.03915341 0.057621985430267364 0 +443 0 -5.54259 0.00844254 0.012231716526506063 0 +444 0 -2.6761093 0.074008495 0.11092913595470864 0 +445 0 -5.4523587 0.009053541 0.013120984925728642 0 +446 0 -5.935418 0.0062253997 0.0090094260628730445 0 +447 0 -4.0031805 0.027561164 0.040320583190618597 0 +448 0 -5.881093 0.0064935335 0.0093987372129596888 0 +458 0 -3.7524433 0.033326034 0.048898705940062702 0 +459 0 -3.5017061 0.04024681 0.059264645767511073 0 +460 0 -3.5568361 0.038615778 0.056814968504256366 0 +461 0 -3.3979883 0.04349581 0.064156808821778086 0 +462 0 -3.0737762 0.055339195 0.082131694177837 0 +463 0 -4.282031 0.022286426 0.032516212828799247 0 +468 0 -4.48624 0.019062834 0.027767367211653592 0 +469 0 -5.4191465 0.009289304 0.013464266622117978 0 +470 0 -4.649441 0.016819378 0.024471614226605987 0 +471 0 -3.0737762 0.055339195 0.082131694177837 0 +472 0 -3.4657965 0.041344494 0.060915620140230387 0 +473 0 -4.48624 0.019062834 0.027767367211653592 0 +475 0 -4.9692993 0.013149482 0.019096524449102446 0 +476 0 -4.2355022 0.023092357 0.033705919512041112 0 +477 0 -4.48624 0.019062834 0.027767367211653592 0 +478 0 -3.744658 0.03352252 0.049191978777848748 0 +479 1 6.673233 0.9916496 0.012097621138980599 1 +481 0 -2.5658813 0.080130555 0.120498977234164 0 +485 0 -4.6490927 0.016823877 0.02447821491883307 0 +486 0 -4.649441 0.016819378 0.024471614226605987 0 +488 1 0.9591036 0.5776565 0.79171621850183493 1 +490 0 -5.935418 0.0062253997 0.0090094260628730445 0 +491 1 5.556223 0.98024607 0.028784146529073261 1 +494 0 -0.01569748 0.38975105 0.71253017985501821 0 +496 0 -5.881093 0.0064935335 0.0093987372129596888 0 +498 0 -4.220706 0.023354558 0.03409318909369452 0 +499 0 -4.220706 0.023354558 0.03409318909369452 0 +500 0 -2.9890537 0.05890274 0.087584266111585152 0 +503 0 -3.9551725 0.028584339 0.041839349042302909 0 +505 0 -4.4522543 0.01956569 0.02850712358015987 0 +506 1 8.766861 0.99836195 0.0023651512585342507 1 +508 0 -4.0031805 0.027561164 0.040320583190618597 0 +509 0 -5.4523587 0.009053541 0.013120984925728642 0 +511 0 -3.7376466 0.033700433 0.049457579363906538 0 +512 0 -4.0031805 0.027561164 0.040320583190618597 0 +515 1 7.3749876 0.9951566 0.0070045457965879953 1 +516 0 -5.881093 0.0064935335 0.0093987372129596888 0 +518 0 -4.49539 0.018929629 0.027571471441031472 0 +524 0 -4.7037654 0.016131794 0.023463022615813851 0 +525 0 -4.746127 0.015614878 0.022705242390239841 0 +526 0 -4.48624 0.019062834 0.027767367211653592 0 +530 1 5.325206 0.9764312 0.034409713804049308 1 +536 0 -3.4721131 0.04114935 0.060621978083022686 0 +537 0 -3.2213755 0.049611427 0.073410604725632031 0 +542 0 -3.4861355 0.0407193 0.059975064305642013 0 +543 0 -4.220706 0.023354558 0.03409318909369452 0 +545 0 -3.7376466 0.033700433 0.049457579363906538 0 +550 0 -4.7037654 0.016131794 0.023463022615813851 0 +551 0 -5.4043503 0.009396286 0.013620064546924614 0 +552 0 -3.2360563 0.049073458 0.072594195629606423 0 +553 0 -1.4225526 0.17546201 0.27834212421314986 0 +554 0 -4.9692993 0.013149482 0.019096524449102446 0 +555 0 -1.7431297 0.14211456 0.22114309642880975 0 +556 0 -2.9508896 0.060577326 0.090153679106350249 0 +562 0 -5.4043503 0.009396286 0.013620064546924614 0 +564 0 -3.7509632 0.0333633 0.048954326671071656 0 +567 0 -3.4350505 0.04230704 0.062364900694131351 0 +568 1 3.5748348 0.913456 0.13059282121029733 1 +570 1 6.466878 0.99020326 0.014203393857934222 1 +571 1 9.048693 0.99868524 0.0018980446658527542 1 +572 0 -4.7037654 0.016131794 0.023463022615813851 0 +573 0 -5.669884 0.0076494976 0.011078318257674191 0 +574 1 5.533702 0.9799025 0.029289877586105746 1 +575 0 -3.2213755 0.049611427 0.073410604725632031 0 +576 0 -3.7376466 0.033700433 0.049457579363906538 0 +579 0 -5.4043503 0.009396286 0.013620064546924614 0 +580 0 -3.4869094 0.040695693 0.059939561120512068 0 +583 0 -4.9692993 0.013149482 0.019096524449102446 0 +585 0 -5.935418 0.0062253997 0.0090094260628730445 0 +587 0 -3.5334377 0.03930013 0.057842300709135597 0 +588 1 4.6442137 0.9605316 0.058095029247836778 1 +589 0 -4.0031805 0.027561164 0.040320583190618597 0 +591 1 4.243066 0.9467787 0.078900822913083493 1 +592 1 4.8517914 0.96624035 0.049545999536437443 1 +595 0 -3.7376466 0.033700433 0.049457579363906538 0 +596 0 -3.9699688 0.028265122 0.041365343644659221 0 +597 0 -2.9706383 0.059705295 0.08881510055974505 0 +598 0 -4.7037654 0.016131794 0.023463022615813851 0 +599 0 -2.9381208 0.061147474 0.091029535901308245 0 +601 0 -5.6155596 0.007978473 0.011556667054376319 0 +603 1 3.1762495 0.8854623 0.17549723761975466 1 +605 1 8.159748 0.99737054 0.0037985035173251067 1 +608 1 8.079367 0.9972006 0.0040443320699722306 1 +610 1 6.972576 0.9933793 0.0095834180703139316 1 +611 1 5.494137 0.9792847 0.030199744813973507 1 +615 0 -3.7192316 0.03417206 0.050161898434935133 0 +616 0 -4.7037654 0.016131794 0.023463022615813851 0 +620 0 -4.7037654 0.016131794 0.023463022615813851 0 +623 0 -5.935418 0.0062253997 0.0090094260628730445 0 +625 0 -3.343666 0.045295954 0.066874521090808312 0 +626 1 3.8647957 0.92976606 0.10506033360236412 1 +628 0 -5.4523587 0.009053541 0.013120984925728642 0 +630 0 -2.7601237 0.06963448 0.10413046788911323 0 +631 0 -3.7376466 0.033700433 0.049457579363906538 0 +632 0 -5.935418 0.0062253997 0.0090094260628730445 0 +635 0 -4.217087 0.023419134 0.034188583610037883 0 +636 1 8.162584 0.9973763 0.0037901403924413767 1 +637 0 -2.370799 0.09210702 0.13940584889369284 0 +640 0 -4.0398955 0.02680277 0.039195882107570544 0 +643 0 -5.935418 0.0062253997 0.0090094260628730445 0 +646 0 -5.426158 0.009239031 0.013391060116233715 0 +647 0 -5.4890733 0.008799813 0.012751634875278457 0 +648 1 8.579456 0.9981042 0.0027376359023654488 1 +650 0 -3.6219687 0.036770526 0.054048557356001725 0 +651 0 -4.965017 0.013192967 0.019160096473253153 0 +655 0 -4.7037654 0.016131794 0.023463022615813851 0 +658 1 7.546403 0.99576104 0.006128529583862446 1 +659 0 -5.935418 0.0062253997 0.0090094260628730445 0 +662 0 -5.1684093 0.0112766335 0.016361167001206874 0 +663 0 -5.1684093 0.0112766335 0.016361167001206874 0 +664 0 -4.2574205 0.022709224 0.03314022036898092 0 +666 0 -3.070212 0.05548494 0.082354293797361033 0 +667 0 -4.4382315 0.019776942 0.028818011218321758 0 +669 1 6.981786 0.99342644 0.0095149472206866505 1 +671 0 -3.9565368 0.02855476 0.04179542083805643 0 +672 0 -4.9212914 0.013645149 0.019821330723085586 0 +673 0 -3.289723 0.047153614 0.069684448102655505 0 +674 0 -5.669884 0.0076494976 0.011078318257674191 0 +675 0 -3.7340279 0.033792615 0.049595215049171026 0 +676 0 -5.4191465 0.009289304 0.013464266622117978 0 +677 0 -4.0031805 0.027561164 0.040320583190618597 0 +684 0 -5.935418 0.0062253997 0.0090094260628730445 0 +686 0 -5.935418 0.0062253997 0.0090094260628730445 0 +687 0 -4.295347 0.022060879 0.03218343743147014 0 +690 0 -5.4890733 0.008799813 0.012751634875278457 0 +695 0 -5.4523587 0.009053541 0.013120984925728642 0 diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..9206366946 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration-out.txt @@ -0,0 +1,58 @@ +maml.exe CV tr=AveragedPerceptron threads=- cali={} dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 80 instances with missing features during training (over 10 iterations; 8 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: Data does not contain a probability column. Will not output the Log-loss column +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 80 instances with missing features during training (over 10 iterations; 8 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: Data does not contain a probability column. Will not output the Log-loss column +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 131 | 3 | 0.9776 + negative || 8 | 212 | 0.9636 + ||====================== +Precision || 0.9424 | 0.9860 | +OVERALL 0/1 ACCURACY: 0.968927 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.994437 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 100 | 5 | 0.9524 + negative || 3 | 221 | 0.9866 + ||====================== +Precision || 0.9709 | 0.9779 | +OVERALL 0/1 ACCURACY: 0.975684 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.997619 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996028 (0.0016) +Accuracy: 0.972305 (0.0034) +Positive precision: 0.956660 (0.0142) +Positive recall: 0.964996 (0.0126) +Negative precision: 0.981961 (0.0041) +Negative recall: 0.975122 (0.0115) +Log-loss: NaN (NaN) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.960623 (0.0009) +AUPRC: 0.992280 (0.0025) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..df07eb5647 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-CV-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +5 1 11.285979 1 +6 0 -0.9347124 0 +8 0 -3.7769966 0 +9 0 -3.7947202 0 +10 0 -4.7855167 0 +11 0 -4.6251884 0 +18 1 6.8803625 1 +20 1 5.573552 1 +21 1 6.7444105 1 +25 1 1.2789736 1 +28 0 -4.6251884 0 +31 0 -4.3083706 0 +32 1 6.9428854 1 +35 0 -4.6251884 0 +37 0 -1.814332 0 +40 0 ? 0 +41 1 2.4075565 1 +44 1 8.039285 1 +45 0 -4.625085 0 +46 1 5.138131 1 +48 0 -3.4336782 0 +50 1 2.7120514 1 +51 1 -0.06207609 0 +52 1 4.4027233 1 +54 1 6.3079214 1 +56 1 6.356517 1 +60 1 1.9474735 1 +63 1 0.78555584 1 +64 0 -4.916337 0 +66 0 -3.7260728 0 +68 1 9.2772875 1 +69 0 -4.4157114 0 +70 0 -3.086855 0 +71 1 7.5159607 1 +72 0 -1.8410158 0 +73 1 7.1320066 1 +74 1 2.4329157 1 +76 0 -3.9190063 0 +77 0 -3.1092038 0 +79 0 -4.4391913 0 +82 0 -3.1867542 0 +88 0 -3.7260728 0 +90 0 -4.5995197 0 +91 0 -4.5046597 0 +92 0 -3.7260728 0 +93 0 -4.916337 0 +95 0 -4.5995197 0 +96 0 -4.7958083 0 +97 0 -3.4349241 0 +98 1 9.075171 1 +99 1 8.952344 1 +100 1 4.9092436 1 +102 0 -3.3936296 0 +104 1 10.959613 1 +105 1 2.0113592 1 +106 1 8.251353 1 +108 0 -4.5487204 0 +109 1 5.864868 1 +111 1 3.7846975 1 +112 1 6.380026 1 +113 1 9.461209 1 +115 0 -3.6043515 0 +117 1 7.9902315 1 +120 0 -4.120878 0 +121 0 -3.070702 0 +122 1 10.129083 1 +123 1 4.173232 1 +125 0 -4.916337 0 +128 1 4.5026884 1 +129 0 -3.7451797 0 +131 0 -4.3083706 0 +132 1 8.723828 1 +133 0 -4.150231 0 +137 0 -4.650857 0 +138 0 -3.7104468 0 +141 0 -4.942006 0 +144 0 -4.6251884 0 +145 0 ? 0 +147 0 -4.3231397 0 +150 0 -4.7855167 0 +151 1 4.569236 1 +152 1 8.551608 1 +154 0 -5.233155 0 +156 0 -4.3357234 0 +161 0 -3.5422645 0 +164 0 ? 0 +167 1 7.4310427 1 +169 0 -5.272954 0 +171 0 -4.5995197 0 +173 1 13.797832 1 +174 1 5.2489986 1 +176 0 -4.3083706 0 +177 1 6.069395 1 +179 1 2.427494 1 +180 0 -4.7855167 0 +181 0 -5.233155 0 +183 1 8.429484 1 +187 1 11.391686 1 +188 1 7.5789557 1 +189 0 -3.686462 0 +191 1 10.154206 1 +192 0 -3.7517414 0 +196 0 5.425535 1 +198 0 -5.233155 0 +199 0 -4.334039 0 +201 1 9.260581 1 +202 0 -4.5995197 0 +204 0 -4.5995197 0 +205 1 11.455531 1 +206 1 6.5003185 1 +207 0 -4.7855167 0 +209 0 -3.6209207 0 +210 1 12.89725 1 +211 1 8.615066 1 +212 0 -4.5995197 0 +216 0 -4.916337 0 +218 1 7.456811 1 +219 0 -2.478888 0 +223 1 4.949767 1 +226 1 8.538112 1 +228 0 -4.7855167 0 +233 1 5.219512 1 +237 1 6.3747997 1 +239 1 4.7197256 1 +240 0 -2.0196419 0 +241 0 -3.9108233 0 +242 0 -4.3083706 0 +244 0 -4.5995197 0 +246 1 10.46416 1 +247 1 2.8055887 1 +248 0 -2.8070307 0 +249 0 ? 0 +250 0 -4.652541 0 +252 0 3.7707863 1 +254 1 7.661195 1 +257 0 -4.334039 0 +258 0 -4.0172215 0 +259 0 4.008581 1 +260 1 7.7233286 1 +262 1 9.050584 1 +267 1 3.073165 1 +268 1 8.364619 1 +269 0 -4.5995197 0 +271 0 -3.4349241 0 +272 1 3.073165 1 +275 0 ? 0 +276 0 -4.334039 0 +277 0 -4.916337 0 +278 0 -4.5995197 0 +279 1 6.3361444 1 +280 0 -4.0172215 0 +283 1 5.09361 1 +284 1 5.780156 1 +285 1 12.663693 1 +288 1 1.8098211 1 +290 0 -5.233155 0 +291 0 -4.5995197 0 +293 1 4.209258 1 +296 0 1.7716074 1 +297 0 ? 0 +299 1 5.4912777 1 +300 1 6.2749596 1 +301 0 -4.5995197 0 +303 0 -4.5995197 0 +304 1 4.320197 1 +308 1 6.5411158 1 +309 0 -1.7547836 0 +311 0 -5.233155 0 +312 1 3.2156925 1 +314 0 -5.102334 0 +316 1 3.940961 1 +317 1 8.260409 1 +319 0 2.462039 1 +321 0 ? 0 +323 1 4.269208 1 +327 0 -4.916337 0 +328 1 4.1030073 1 +329 1 6.3562107 1 +331 0 -3.1436715 0 +332 0 -2.8411217 0 +333 1 4.4240274 1 +336 1 4.790291 1 +338 0 -5.102334 0 +343 0 -5.233155 0 +344 1 8.780366 1 +346 0 -2.788134 0 +347 0 -5.0515347 0 +348 1 -0.033994675 0 +349 1 2.9944906 1 +350 0 -3.776164 0 +352 0 1.3297043 1 +353 1 8.744256 1 +354 0 -4.916337 0 +355 0 -3.6730852 0 +358 1 6.1854086 1 +360 1 14.4099455 1 +361 1 6.113164 1 +366 1 12.847377 1 +368 0 -4.568268 0 +370 0 -3.02811 0 +371 0 -4.568268 0 +373 0 -3.605544 0 +376 0 -4.916337 0 +377 0 -5.102334 0 +378 0 -3.5256414 0 +379 0 -1.5692587 0 +381 1 8.122036 1 +383 0 -4.942006 0 +384 0 -4.942006 0 +387 0 -1.9415021 0 +388 0 -4.44138 0 +389 0 -2.9747353 0 +391 1 8.779809 1 +392 0 -4.334039 0 +395 0 -4.334039 0 +396 0 -4.0172215 0 +398 0 -3.902061 0 +399 0 -4.320097 0 +404 0 -4.508781 0 +406 0 -3.462277 0 +409 0 -4.0015955 0 +413 0 -3.102481 0 +414 1 5.959919 1 +415 0 -0.721817 0 +416 1 8.443301 1 +418 0 -1.8258505 0 +419 0 -3.8876746 0 +422 0 -2.1972284 0 +423 0 -3.086855 0 +428 0 -4.916337 0 +429 0 -4.6251884 0 +430 0 -4.2361884 0 +434 0 5.330061 1 +436 1 4.9601746 1 +439 0 -4.0685587 0 +440 1 7.0005217 1 +441 0 -1.8277497 0 +442 0 -4.126358 0 +449 1 9.384189 1 +450 0 -3.936492 0 +451 0 -4.0685587 0 +452 0 -4.3584614 0 +453 1 7.3491344 1 +454 0 -4.2596684 0 +455 1 0.29505634 1 +456 1 8.340758 1 +457 1 7.996641 1 +464 0 -4.359708 0 +465 1 8.680116 1 +466 1 8.110646 1 +467 1 6.858451 1 +474 0 -4.0685587 0 +480 0 -4.2545557 0 +482 1 13.881022 1 +483 1 9.617421 1 +484 0 -3.736116 0 +487 1 11.720016 1 +489 1 -0.59057426 0 +492 0 -4.228887 0 +493 1 9.492114 1 +495 0 -4.520036 0 +497 0 -4.111538 0 +501 0 -4.0428905 0 +502 0 -3.8966928 0 +504 0 -5.233155 0 +507 0 -4.011552 0 +510 0 -5.233155 0 +513 0 -4.520036 0 +514 1 8.787938 1 +517 0 -5.102334 0 +519 1 6.320156 1 +520 0 -5.0471582 0 +521 0 -4.173711 0 +522 1 3.983386 1 +523 1 6.156104 1 +527 0 -3.7260728 0 +528 0 -2.9663253 0 +529 0 -4.228887 0 +531 0 -3.462277 0 +532 0 -4.7855167 0 +533 0 -4.334039 0 +534 0 -4.6251884 0 +535 0 -3.7884345 0 +538 0 -4.0428905 0 +539 0 -3.4605932 0 +540 0 -3.344541 0 +541 0 -4.650857 0 +544 0 -3.8141036 0 +546 1 10.355874 1 +547 0 -5.128003 0 +548 0 -4.836854 0 +549 1 5.2726173 1 +557 0 -3.776164 0 +558 0 -4.6251884 0 +559 0 -3.7517414 0 +560 0 -3.4349241 0 +561 0 -3.4349241 0 +563 0 -4.334039 0 +565 1 10.456666 1 +566 0 -3.6847782 0 +569 1 8.855367 1 +577 0 -4.916337 0 +578 0 -4.916337 0 +581 1 8.00238 1 +582 1 7.645852 1 +584 0 -3.1515746 0 +586 1 12.260621 1 +590 1 4.0090714 1 +593 0 -3.736116 0 +594 1 5.269803 1 +600 0 -4.334039 0 +602 0 -4.0428905 0 +604 1 4.515381 1 +606 0 -4.2135105 0 +607 0 -5.233155 0 +609 0 -4.0685587 0 +612 1 14.881892 1 +613 0 -4.128848 0 +614 0 -4.8111854 0 +617 0 ? 0 +618 0 -4.0428905 0 +619 0 -3.7517414 0 +621 0 -0.14650202 0 +622 0 -2.5446057 0 +624 0 -3.7915406 0 +627 0 -3.3132029 0 +629 0 -4.359708 0 +633 1 4.0237722 1 +634 0 -4.650857 0 +638 0 -4.359708 0 +639 0 -3.776164 0 +641 0 -4.334039 0 +642 0 -4.334039 0 +644 0 -4.942006 0 +645 0 -4.334039 0 +649 0 -4.334039 0 +652 0 -3.567933 0 +653 0 -4.0428905 0 +654 0 -4.0172215 0 +656 0 -3.7517414 0 +657 0 0.674386 1 +660 0 -4.916337 0 +661 0 -3.7260728 0 +665 0 -5.233155 0 +668 1 3.299467 1 +670 1 6.4614477 1 +678 0 -5.233155 0 +679 0 -4.942006 0 +680 1 14.404437 1 +681 1 9.278363 1 +682 0 -3.2511153 0 +683 0 -5.233155 0 +685 0 -5.233155 0 +688 0 -4.359708 0 +689 0 -3.1943884 0 +691 1 5.2444315 1 +692 0 -4.650857 0 +693 0 -4.042787 0 +694 0 -4.057659 0 +696 1 7.3569994 1 +697 1 4.656295 1 +698 1 5.6929607 1 +0 0 -3.4721131 0 +1 0 2.4163914 1 +2 0 -4.045404 0 +3 0 2.9251795 1 +4 0 -3.5088277 0 +7 0 -4.670553 0 +12 1 -0.343431 0 +13 0 -4.6186943 0 +14 1 7.360214 1 +15 1 0.6494303 1 +16 0 -4.220706 0 +17 0 -3.9551725 0 +19 0 -2.9890537 0 +22 0 -4.7037654 0 +23 1 ? 0 +24 0 -5.4043503 0 +26 0 -4.390918 0 +27 0 -3.7376466 0 +29 0 -5.4339433 0 +30 0 -4.649441 0 +33 0 -4.698118 0 +34 0 -4.4530277 0 +36 1 7.832773 1 +38 1 4.92861 1 +39 1 1.079258 1 +42 1 6.8985863 1 +43 1 -0.49528694 0 +47 0 -5.669884 0 +49 1 5.3024054 1 +53 1 5.116103 1 +55 1 4.4195347 1 +57 1 0.5701313 1 +58 1 1.1371031 1 +59 1 1.6442327 1 +61 0 -5.2770567 0 +62 1 5.7670774 1 +65 1 2.7867746 1 +67 1 2.9058514 1 +75 0 -4.291042 0 +78 0 -3.652576 0 +80 0 -3.2955709 0 +81 0 -3.9975338 0 +83 0 -2.9832687 0 +84 1 6.5824003 1 +85 1 4.7604074 1 +86 1 1.466999 1 +87 1 5.223544 1 +89 0 -5.017977 0 +94 0 -4.9212914 0 +101 1 -0.85990286 0 +103 1 0.36755466 1 +107 1 4.617798 1 +110 0 -3.1312823 0 +114 0 -2.8847933 0 +116 0 -0.40737772 0 +118 0 -5.2584124 0 +119 0 -3.786881 0 +124 1 5.0384197 1 +126 1 6.4765244 1 +127 0 -4.4382315 0 +130 0 -3.2361722 0 +134 0 -4.75809 0 +135 0 -2.670867 0 +136 0 -4.220706 0 +139 0 ? 0 +140 0 -4.9692993 0 +142 1 3.7043686 1 +143 0 -4.364107 0 +146 1 0.36148834 1 +148 0 -2.357305 0 +149 1 8.756336 1 +153 0 -3.7005844 0 +155 1 3.1619148 1 +157 0 -4.9212914 0 +158 0 ? 0 +159 1 10.452139 1 +160 1 7.997595 1 +162 0 -4.4382315 0 +163 0 -3.669045 0 +165 0 -3.3581352 0 +166 1 6.3355865 1 +168 0 -4.4382315 0 +170 0 -4.9692993 0 +172 0 -5.669884 0 +175 1 6.0381765 1 +178 0 -3.9551725 0 +182 0 -2.9890537 0 +184 1 5.409273 1 +185 0 -4.8669662 0 +186 1 3.9876003 1 +190 1 10.521244 1 +193 0 -5.4043503 0 +194 0 -4.4382315 0 +195 0 -3.9551725 0 +197 0 -2.8025956 0 +200 1 8.673521 1 +203 0 -3.4721131 0 +208 0 -5.350025 0 +213 1 12.300528 1 +214 1 11.895983 1 +215 1 6.600219 1 +217 0 -5.4043503 0 +220 0 -5.181178 0 +221 1 7.9662895 1 +222 1 -2.1487255 0 +224 1 8.4735565 1 +225 0 -5.669884 0 +227 1 6.748211 1 +229 1 10.5048065 1 +230 1 4.829337 1 +231 1 6.912092 1 +232 0 1.0722923 1 +234 0 -2.7037287 0 +235 0 ? 0 +236 1 9.440506 1 +238 1 10.690645 1 +243 0 -3.301972 0 +245 0 -2.856113 0 +251 1 7.355525 1 +253 1 6.8985863 1 +255 1 3.745204 1 +256 0 -4.9692993 0 +261 1 9.009869 1 +263 1 7.1455708 1 +264 1 4.0145664 1 +265 0 -2.5156913 0 +266 1 7.325534 1 +270 1 5.5723915 1 +273 1 0.037317276 1 +274 0 -4.2340226 0 +281 0 -4.698118 0 +282 1 2.860156 1 +286 1 12.544172 1 +287 0 -4.75809 0 +289 1 6.6595697 1 +292 1 ? 0 +294 0 ? 0 +295 1 5.621522 1 +298 0 -2.4584546 0 +302 1 12.725584 1 +305 1 8.040863 1 +306 0 -5.4043503 0 +307 0 -5.4043503 0 +310 0 -5.24115 0 +313 0 -5.935418 0 +315 0 ? 0 +318 0 -5.5673246 0 +320 1 5.5611877 1 +322 0 -4.4382315 0 +324 0 -5.4043503 0 +325 0 -3.7860875 0 +326 1 3.6223288 1 +330 1 4.9927454 1 +334 1 5.514736 1 +335 0 -5.935418 0 +337 0 -5.4043503 0 +339 1 5.1161976 1 +340 1 5.5803347 1 +341 0 -5.4043503 0 +342 0 -5.4523587 0 +345 0 -5.935418 0 +351 0 -4.9212914 0 +356 1 -0.9127703 0 +357 1 9.874601 1 +359 1 4.653248 1 +362 0 -3.5174994 0 +363 0 -1.6840982 0 +364 0 -4.9212914 0 +365 0 -5.186825 0 +367 1 9.040358 1 +369 0 -5.1140842 0 +372 0 -3.9699688 0 +374 0 -4.4530277 0 +375 0 -5.935418 0 +380 0 -5.935418 0 +382 0 -3.5015903 0 +385 0 -3.4273872 0 +386 1 5.084236 1 +390 0 -5.4467115 0 +393 0 -5.881093 0 +394 0 -4.909887 0 +397 0 -4.48624 0 +400 1 7.313369 1 +401 0 -4.9692993 0 +402 0 -2.7191267 0 +403 0 -3.7908158 0 +405 0 -5.669884 0 +407 0 -5.669884 0 +408 0 -3.5375085 0 +410 0 -5.669884 0 +411 0 ? 0 +412 1 7.6394253 1 +417 0 -5.669884 0 +420 0 -2.6969714 0 +421 1 9.498289 1 +424 0 -4.9692993 0 +425 1 11.849487 1 +426 0 -2.2324486 0 +427 1 4.1596622 1 +431 0 -2.9302087 0 +432 0 -3.5334377 0 +433 0 -4.013695 0 +435 1 7.0216722 1 +437 0 -4.48624 0 +438 0 -3.5384212 0 +443 0 -5.54259 0 +444 0 -2.6761093 0 +445 0 -5.4523587 0 +446 0 -5.935418 0 +447 0 -4.0031805 0 +448 0 -5.881093 0 +458 0 -3.7524433 0 +459 0 -3.5017061 0 +460 0 -3.5568361 0 +461 0 -3.3979883 0 +462 0 -3.0737762 0 +463 0 -4.282031 0 +468 0 -4.48624 0 +469 0 -5.4191465 0 +470 0 -4.649441 0 +471 0 -3.0737762 0 +472 0 -3.4657965 0 +473 0 -4.48624 0 +475 0 -4.9692993 0 +476 0 -4.2355022 0 +477 0 -4.48624 0 +478 0 -3.744658 0 +479 1 6.673233 1 +481 0 -2.5658813 0 +485 0 -4.6490927 0 +486 0 -4.649441 0 +488 1 0.9591036 1 +490 0 -5.935418 0 +491 1 5.556223 1 +494 0 -0.01569748 0 +496 0 -5.881093 0 +498 0 -4.220706 0 +499 0 -4.220706 0 +500 0 -2.9890537 0 +503 0 -3.9551725 0 +505 0 -4.4522543 0 +506 1 8.766861 1 +508 0 -4.0031805 0 +509 0 -5.4523587 0 +511 0 -3.7376466 0 +512 0 -4.0031805 0 +515 1 7.3749876 1 +516 0 -5.881093 0 +518 0 -4.49539 0 +524 0 -4.7037654 0 +525 0 -4.746127 0 +526 0 -4.48624 0 +530 1 5.325206 1 +536 0 -3.4721131 0 +537 0 -3.2213755 0 +542 0 -3.4861355 0 +543 0 -4.220706 0 +545 0 -3.7376466 0 +550 0 -4.7037654 0 +551 0 -5.4043503 0 +552 0 -3.2360563 0 +553 0 -1.4225526 0 +554 0 -4.9692993 0 +555 0 -1.7431297 0 +556 0 -2.9508896 0 +562 0 -5.4043503 0 +564 0 -3.7509632 0 +567 0 -3.4350505 0 +568 1 3.5748348 1 +570 1 6.466878 1 +571 1 9.048693 1 +572 0 -4.7037654 0 +573 0 -5.669884 0 +574 1 5.533702 1 +575 0 -3.2213755 0 +576 0 -3.7376466 0 +579 0 -5.4043503 0 +580 0 -3.4869094 0 +583 0 -4.9692993 0 +585 0 -5.935418 0 +587 0 -3.5334377 0 +588 1 4.6442137 1 +589 0 -4.0031805 0 +591 1 4.243066 1 +592 1 4.8517914 1 +595 0 -3.7376466 0 +596 0 -3.9699688 0 +597 0 -2.9706383 0 +598 0 -4.7037654 0 +599 0 -2.9381208 0 +601 0 -5.6155596 0 +603 1 3.1762495 1 +605 1 8.159748 1 +608 1 8.079367 1 +610 1 6.972576 1 +611 1 5.494137 1 +615 0 -3.7192316 0 +616 0 -4.7037654 0 +620 0 -4.7037654 0 +623 0 -5.935418 0 +625 0 -3.343666 0 +626 1 3.8647957 1 +628 0 -5.4523587 0 +630 0 -2.7601237 0 +631 0 -3.7376466 0 +632 0 -5.935418 0 +635 0 -4.217087 0 +636 1 8.162584 1 +637 0 -2.370799 0 +640 0 -4.0398955 0 +643 0 -5.935418 0 +646 0 -5.426158 0 +647 0 -5.4890733 0 +648 1 8.579456 1 +650 0 -3.6219687 0 +651 0 -4.965017 0 +655 0 -4.7037654 0 +658 1 7.546403 1 +659 0 -5.935418 0 +662 0 -5.1684093 0 +663 0 -5.1684093 0 +664 0 -4.2574205 0 +666 0 -3.070212 0 +667 0 -4.4382315 0 +669 1 6.981786 1 +671 0 -3.9565368 0 +672 0 -4.9212914 0 +673 0 -3.289723 0 +674 0 -5.669884 0 +675 0 -3.7340279 0 +676 0 -5.4191465 0 +677 0 -4.0031805 0 +684 0 -5.935418 0 +686 0 -5.935418 0 +687 0 -4.295347 0 +690 0 -5.4890733 0 +695 0 -5.4523587 0 diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration-out.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration-out.txt new file mode 100644 index 0000000000..08ac6f6825 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% tr=AveragedPerceptron cali=PAV dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 160 instances with missing features during training (over 10 iterations; 16 inst/iter) +Training calibrator. +PAV calibrator: piecewise function approximation has 9 components. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 234 | 5 | 0.9791 + negative || 12 | 432 | 0.9730 + ||====================== +Precision || 0.9512 | 0.9886 | +OVERALL 0/1 ACCURACY: 0.975110 +LOG LOSS/instance: 0.084507 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.909522 +AUC: 0.996146 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996146 (0.0000) +Accuracy: 0.975110 (0.0000) +Positive precision: 0.951220 (0.0000) +Positive recall: 0.979079 (0.0000) +Negative precision: 0.988558 (0.0000) +Negative recall: 0.972973 (0.0000) +Log-loss: 0.084507 (0.0000) +Log-loss reduction: 0.909522 (0.0000) +F1 Score: 0.964948 (0.0000) +AUPRC: 0.992065 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration.txt new file mode 100644 index 0000000000..6f4b349a24 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.PAVcalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -3.5726995 1E-15 1.4415419267167138E-15 0 +1 0 3.6101456 0.8333333 2.5849623287385155 1 +2 0 -4.070944 1E-15 1.4415419267167138E-15 0 +3 0 2.470542 0.8095238 2.3923175087700885 1 +4 0 -3.4358397 1E-15 1.4415419267167138E-15 0 +5 1 12.382593 1 -0 1 +6 0 -1.4209604 0.071428575 0.10691520887754996 0 +7 0 -4.701088 1E-15 1.4415419267167138E-15 0 +8 0 -4.6745405 1E-15 1.4415419267167138E-15 0 +9 0 -4.406417 1E-15 1.4415419267167138E-15 0 +10 0 -5.559344 1E-15 1.4415419267167138E-15 0 +11 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +12 1 -0.14206886 0.6363636 0.65207672114864346 0 +13 0 -4.5691886 1E-15 1.4415419267167138E-15 0 +14 1 9.321613 1 -0 1 +15 1 1.3856993 0.8095238 0.30485456129516797 1 +16 0 -4.533843 1E-15 1.4415419267167138E-15 0 +17 0 -4.046695 1E-15 1.4415419267167138E-15 0 +18 1 7.8903694 1 -0 1 +19 0 -3.0987039 1E-15 1.4415419267167138E-15 0 +20 1 7.528511 1 -0 1 +21 1 7.875204 1 -0 1 +22 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +23 1 ? ? ? 0 +24 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +25 1 1.741828 0.8095238 0.30485456129516797 1 +26 0 -4.9710746 1E-15 1.4415419267167138E-15 0 +27 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +28 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +29 0 -5.8557806 1E-15 1.4415419267167138E-15 0 +30 0 -5.0985007 1E-15 1.4415419267167138E-15 0 +31 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +32 1 7.46414 1 -0 1 +33 0 -4.689259 1E-15 1.4415419267167138E-15 0 +34 0 -4.71424 1E-15 1.4415419267167138E-15 0 +35 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +36 1 9.099108 1 -0 1 +37 0 -1.113348 0.071428575 0.10691520887754996 0 +38 1 6.140953 0.98 0.029146317580716615 1 +39 1 2.5109024 0.8095238 0.30485456129516797 1 +40 0 ? ? ? 0 +41 1 3.3300762 0.8333333 0.26303444023032446 1 +42 1 8.577511 1 -0 1 +43 1 0.49126053 0.6363636 0.65207672114864346 1 +44 1 8.255751 1 -0 1 +45 0 -5.6322193 1E-15 1.4415419267167138E-15 0 +46 1 4.5673847 0.9285714 0.10691524360481655 1 +47 0 -5.95583 1E-15 1.4415419267167138E-15 0 +48 0 -3.4358397 1E-15 1.4415419267167138E-15 0 +49 1 5.3666544 0.98 0.029146317580716615 1 +50 1 2.5949678 0.8095238 0.30485456129516797 1 +51 1 0.12595749 0.6363636 0.65207672114864346 1 +52 1 5.2992125 0.98 0.029146317580716615 1 +53 1 8.407228 1 -0 1 +54 1 7.649309 1 -0 1 +55 1 4.478709 0.9285714 0.10691524360481655 1 +56 1 5.5541325 0.98 0.029146317580716615 1 +57 1 1.6657066 0.8095238 0.30485456129516797 1 +58 1 2.5265894 0.8095238 0.30485456129516797 1 +59 1 1.7368536 0.8095238 0.30485456129516797 1 +60 1 2.3288136 0.8095238 0.30485456129516797 1 +61 0 -5.5060835 1E-15 1.4415419267167138E-15 0 +62 1 6.380088 0.98 0.029146317580716615 1 +63 1 0.3348999 0.6363636 0.65207672114864346 1 +64 0 -5.95583 1E-15 1.4415419267167138E-15 0 +65 1 3.8072634 0.9285714 0.10691524360481655 1 +66 0 -4.046695 1E-15 1.4415419267167138E-15 0 +67 1 4.218013 0.9285714 0.10691524360481655 1 +68 1 10.826723 1 -0 1 +69 0 -5.271654 1E-15 1.4415419267167138E-15 0 +70 0 -3.4726496 1E-15 1.4415419267167138E-15 0 +71 1 7.895048 1 -0 1 +72 0 -2.1755843 0.071428575 0.10691520887754996 0 +73 1 8.9055195 1 -0 1 +74 1 2.5993576 0.8095238 0.30485456129516797 1 +75 0 -4.04116 1E-15 1.4415419267167138E-15 0 +76 0 -5.075033 1E-15 1.4415419267167138E-15 0 +77 0 -3.4995675 1E-15 1.4415419267167138E-15 0 +78 0 -3.6211967 1E-15 1.4415419267167138E-15 0 +79 0 -5.3911724 1E-15 1.4415419267167138E-15 0 +80 0 -2.7157316 1E-15 1.4415419267167138E-15 0 +81 0 -4.2284155 1E-15 1.4415419267167138E-15 0 +82 0 -3.4452734 1E-15 1.4415419267167138E-15 0 +83 0 -2.1223516 0.071428575 0.10691520887754996 0 +84 1 9.694054 1 -0 1 +85 1 6.2895613 0.98 0.029146317580716615 1 +86 1 2.6168842 0.8095238 0.30485456129516797 1 +87 1 6.91914 1 -0 1 +88 0 -4.046695 1E-15 1.4415419267167138E-15 0 +89 0 -5.085745 1E-15 1.4415419267167138E-15 0 +90 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +91 0 -5.189559 1E-15 1.4415419267167138E-15 0 +92 0 -4.046695 1E-15 1.4415419267167138E-15 0 +93 0 -5.95583 1E-15 1.4415419267167138E-15 0 +94 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +95 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +96 0 -5.663555 1E-15 1.4415419267167138E-15 0 +97 0 -3.5726995 1E-15 1.4415419267167138E-15 0 +98 1 8.590231 1 -0 1 +99 1 10.917194 1 -0 1 +100 1 4.8476706 0.9285714 0.10691524360481655 1 +101 1 -0.84280396 0.5 1 0 +102 0 -3.7530966 1E-15 1.4415419267167138E-15 0 +103 1 1.7746449 0.8095238 0.30485456129516797 1 +104 1 12.140858 1 -0 1 +105 1 2.5560703 0.8095238 0.30485456129516797 1 +106 1 9.259367 1 -0 1 +107 1 6.720646 0.98 0.029146317580716615 1 +108 0 -5.5617743 1E-15 1.4415419267167138E-15 0 +109 1 6.871725 1 -0 1 +110 0 -2.766693 1E-15 1.4415419267167138E-15 0 +111 1 3.848031 0.9285714 0.10691524360481655 1 +112 1 9.425768 1 -0 1 +113 1 9.506622 1 -0 1 +114 0 -3.0727453 1E-15 1.4415419267167138E-15 0 +115 0 -4.643991 1E-15 1.4415419267167138E-15 0 +116 0 -0.6618881 0.5 1 0 +117 1 9.617277 1 -0 1 +118 0 -5.3621607 1E-15 1.4415419267167138E-15 0 +119 0 -3.9435177 1E-15 1.4415419267167138E-15 0 +120 0 -4.8696556 1E-15 1.4415419267167138E-15 0 +121 0 -3.469522 1E-15 1.4415419267167138E-15 0 +122 1 9.680521 1 -0 1 +123 1 3.8165932 0.9285714 0.10691524360481655 1 +124 1 7.6522446 1 -0 1 +125 0 -5.95583 1E-15 1.4415419267167138E-15 0 +126 1 8.564953 1 -0 1 +127 0 -4.520691 1E-15 1.4415419267167138E-15 0 +128 1 4.848981 0.9285714 0.10691524360481655 1 +129 0 -5.717684 1E-15 1.4415419267167138E-15 0 +130 0 -3.4726496 1E-15 1.4415419267167138E-15 0 +131 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +132 1 8.60223 1 -0 1 +133 0 -4.8108106 1E-15 1.4415419267167138E-15 0 +134 0 -4.9171767 1E-15 1.4415419267167138E-15 0 +135 0 -2.7288966 1E-15 1.4415419267167138E-15 0 +136 0 -4.533843 1E-15 1.4415419267167138E-15 0 +137 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +138 0 -4.2402444 1E-15 1.4415419267167138E-15 0 +139 0 ? ? ? 0 +140 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +141 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +142 1 4.4324036 0.9285714 0.10691524360481655 1 +143 0 -4.643991 1E-15 1.4415419267167138E-15 0 +144 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +145 0 ? ? ? 0 +146 1 1.3394356 0.8095238 0.30485456129516797 1 +147 0 -5.4154215 1E-15 1.4415419267167138E-15 0 +148 0 -1.012373 0.071428575 0.10691520887754996 0 +149 1 11.461615 1 -0 1 +150 0 -5.559344 1E-15 1.4415419267167138E-15 0 +151 1 5.006485 0.9285714 0.10691524360481655 1 +152 1 9.715746 1 -0 1 +153 0 -4.1214976 1E-15 1.4415419267167138E-15 0 +154 0 -6.442978 1E-15 1.4415419267167138E-15 0 +155 1 3.7769232 0.9285714 0.10691524360481655 1 +156 0 -5.5348053 1E-15 1.4415419267167138E-15 0 +157 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +158 0 ? ? ? 0 +159 1 12.346203 1 -0 1 +160 1 9.039492 1 -0 1 +161 0 -3.849667 1E-15 1.4415419267167138E-15 0 +162 0 -4.520691 1E-15 1.4415419267167138E-15 0 +163 0 -3.387055 1E-15 1.4415419267167138E-15 0 +164 0 ? ? ? 0 +165 0 -3.39992 1E-15 1.4415419267167138E-15 0 +166 1 7.976183 1 -0 1 +167 1 8.355644 1 -0 1 +168 0 -4.520691 1E-15 1.4415419267167138E-15 0 +169 0 -6.2282124 1E-15 1.4415419267167138E-15 0 +170 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +171 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +172 0 -5.95583 1E-15 1.4415419267167138E-15 0 +173 1 15.1560135 1 -0 1 +174 1 6.1769247 0.98 0.029146317580716615 1 +175 1 7.842922 1 -0 1 +176 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +177 1 4.766121 0.9285714 0.10691524360481655 1 +178 0 -4.046695 1E-15 1.4415419267167138E-15 0 +179 1 2.290575 0.8095238 0.30485456129516797 1 +180 0 -5.559344 1E-15 1.4415419267167138E-15 0 +181 0 -6.442978 1E-15 1.4415419267167138E-15 0 +182 0 -3.0987039 1E-15 1.4415419267167138E-15 0 +183 1 9.159964 1 -0 1 +184 1 6.2014647 0.98 0.029146317580716615 1 +185 0 -5.0853486 1E-15 1.4415419267167138E-15 0 +186 1 5.7654104 0.98 0.029146317580716615 1 +187 1 13.977449 1 -0 1 +188 1 9.065281 1 -0 1 +189 0 -4.7540584 1E-15 1.4415419267167138E-15 0 +190 1 11.957216 1 -0 1 +191 1 10.956871 1 -0 1 +192 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +193 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +194 0 -4.520691 1E-15 1.4415419267167138E-15 0 +195 0 -4.046695 1E-15 1.4415419267167138E-15 0 +196 0 6.8652763 0.98 5.6438575656365879 1 +197 0 -2.6564164 1E-15 1.4415419267167138E-15 0 +198 0 -6.442978 1E-15 1.4415419267167138E-15 0 +199 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +200 1 10.36586 1 -0 1 +201 1 9.8694935 1 -0 1 +202 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +203 0 -3.5726995 1E-15 1.4415419267167138E-15 0 +204 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +205 1 12.086601 1 -0 1 +206 1 5.944168 0.98 0.029146317580716615 1 +207 0 -5.559344 1E-15 1.4415419267167138E-15 0 +208 0 -5.559344 1E-15 1.4415419267167138E-15 0 +209 0 -3.6633615 1E-15 1.4415419267167138E-15 0 +210 1 14.534113 1 -0 1 +211 1 9.64962 1 -0 1 +212 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +213 1 14.529058 1 -0 1 +214 1 13.868914 1 -0 1 +215 1 7.643732 1 -0 1 +216 0 -5.95583 1E-15 1.4415419267167138E-15 0 +217 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +218 1 7.88678 1 -0 1 +219 0 -2.511506 1E-15 1.4415419267167138E-15 0 +220 0 -5.1632547 1E-15 1.4415419267167138E-15 0 +221 1 10.395216 1 -0 1 +222 1 -2.214662 0.071428575 3.8073548575641118 0 +223 1 5.7424126 0.98 0.029146317580716615 1 +224 1 9.995327 1 -0 1 +225 0 -5.95583 1E-15 1.4415419267167138E-15 0 +226 1 10.225868 1 -0 1 +227 1 7.459608 1 -0 1 +228 0 -5.559344 1E-15 1.4415419267167138E-15 0 +229 1 12.666513 1 -0 1 +230 1 6.1583214 0.98 0.029146317580716615 1 +231 1 8.623034 1 -0 1 +232 0 1.2822819 0.6363636 1.4594315756416352 1 +233 1 6.3825197 0.98 0.029146317580716615 1 +234 0 -2.8964381 1E-15 1.4415419267167138E-15 0 +235 0 ? ? ? 0 +236 1 11.420414 1 -0 1 +237 1 6.535795 0.98 0.029146317580716615 1 +238 1 12.422874 1 -0 1 +239 1 5.9025297 0.98 0.029146317580716615 1 +240 0 -2.0179915 0.071428575 0.10691520887754996 0 +241 0 -4.0004973 1E-15 1.4415419267167138E-15 0 +242 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +243 0 -2.6953988 1E-15 1.4415419267167138E-15 0 +244 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +245 0 -2.817525 1E-15 1.4415419267167138E-15 0 +246 1 11.424002 1 -0 1 +247 1 3.104393 0.8333333 0.26303444023032446 1 +248 0 -3.0615559 1E-15 1.4415419267167138E-15 0 +249 0 ? ? ? 0 +250 0 -6.021953 1E-15 1.4415419267167138E-15 0 +251 1 8.872498 1 -0 1 +252 0 4.5387735 0.9285714 3.8073544061097437 1 +253 1 8.577511 1 -0 1 +254 1 6.380088 0.98 0.029146317580716615 1 +255 1 4.052039 0.9285714 0.10691524360481655 1 +256 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +257 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +258 0 -4.520691 1E-15 1.4415419267167138E-15 0 +259 0 2.9647484 0.8095238 2.3923175087700885 1 +260 1 9.870924 1 -0 1 +261 1 12.206299 1 -0 1 +262 1 9.653839 1 -0 1 +263 1 8.981979 1 -0 1 +264 1 5.664708 0.98 0.029146317580716615 1 +265 0 -2.494875 1E-15 1.4415419267167138E-15 0 +266 1 7.3661633 1 -0 1 +267 1 3.3009605 0.8333333 0.26303444023032446 1 +268 1 9.372967 1 -0 1 +269 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +270 1 6.031377 0.98 0.029146317580716615 1 +271 0 -3.5726995 1E-15 1.4415419267167138E-15 0 +272 1 3.3009605 0.8333333 0.26303444023032446 1 +273 1 0.21747208 0.6363636 0.65207672114864346 1 +274 0 -4.3236628 1E-15 1.4415419267167138E-15 0 +275 0 ? ? ? 0 +276 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +277 0 -5.95583 1E-15 1.4415419267167138E-15 0 +278 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +279 1 7.127905 1 -0 1 +280 0 -4.520691 1E-15 1.4415419267167138E-15 0 +281 0 -4.689259 1E-15 1.4415419267167138E-15 0 +282 1 4.4381237 0.9285714 0.10691524360481655 1 +283 1 6.0636253 0.98 0.029146317580716615 1 +284 1 7.431343 1 -0 1 +285 1 14.218479 1 -0 1 +286 1 15.281261 1 -0 1 +287 0 -4.9171767 1E-15 1.4415419267167138E-15 0 +288 1 2.2163515 0.8095238 0.30485456129516797 1 +289 1 8.312021 1 -0 1 +290 0 -6.442978 1E-15 1.4415419267167138E-15 0 +291 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +292 1 ? ? ? 0 +293 1 5.542122 0.98 0.029146317580716615 1 +294 0 ? ? ? 0 +295 1 7.7866364 1 -0 1 +296 0 1.823431 0.8095238 2.3923175087700885 1 +297 0 ? ? ? 0 +298 0 -2.725597 1E-15 1.4415419267167138E-15 0 +299 1 7.8274345 1 -0 1 +300 1 7.348074 1 -0 1 +301 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +302 1 15.735762 1 -0 1 +303 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +304 1 5.9607973 0.98 0.029146317580716615 1 +305 1 8.459471 1 -0 1 +306 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +307 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +308 1 7.422592 1 -0 1 +309 0 -1.7474074 0.071428575 0.10691520887754996 0 +310 0 -5.3911724 1E-15 1.4415419267167138E-15 0 +311 0 -6.442978 1E-15 1.4415419267167138E-15 0 +312 1 3.629469 0.9285714 0.10691524360481655 1 +313 0 -6.442978 1E-15 1.4415419267167138E-15 0 +314 0 -6.0464916 1E-15 1.4415419267167138E-15 0 +315 0 ? ? ? 0 +316 1 3.6177397 0.9285714 0.10691524360481655 1 +317 1 9.215706 1 -0 1 +318 0 -5.1966968 1E-15 1.4415419267167138E-15 0 +319 0 2.6369457 0.8095238 2.3923175087700885 1 +320 1 7.3824844 1 -0 1 +321 0 ? ? ? 0 +322 0 -4.520691 1E-15 1.4415419267167138E-15 0 +323 1 5.5612926 0.98 0.029146317580716615 1 +324 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +325 0 -4.1927576 1E-15 1.4415419267167138E-15 0 +326 1 4.4103804 0.9285714 0.10691524360481655 1 +327 0 -5.95583 1E-15 1.4415419267167138E-15 0 +328 1 3.373887 0.8333333 0.26303444023032446 1 +329 1 7.8321323 1 -0 1 +330 1 5.8562517 0.98 0.029146317580716615 1 +331 0 -3.2490892 1E-15 1.4415419267167138E-15 0 +332 0 -3.1363664 1E-15 1.4415419267167138E-15 0 +333 1 4.914962 0.9285714 0.10691524360481655 1 +334 1 5.9119463 0.98 0.029146317580716615 1 +335 0 -6.442978 1E-15 1.4415419267167138E-15 0 +336 1 5.54352 0.98 0.029146317580716615 1 +337 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +338 0 -6.0464916 1E-15 1.4415419267167138E-15 0 +339 1 5.684024 0.98 0.029146317580716615 1 +340 1 6.620782 0.98 0.029146317580716615 1 +341 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +342 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +343 0 -6.442978 1E-15 1.4415419267167138E-15 0 +344 1 10.162451 1 -0 1 +345 0 -6.442978 1E-15 1.4415419267167138E-15 0 +346 0 -3.335825 1E-15 1.4415419267167138E-15 0 +347 0 -6.1395845 1E-15 1.4415419267167138E-15 0 +348 1 0.15727425 0.6363636 0.65207672114864346 1 +349 1 4.0622606 0.9285714 0.10691524360481655 1 +350 0 -3.93614 1E-15 1.4415419267167138E-15 0 +351 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +352 0 0.4719286 0.6363636 1.4594315756416352 1 +353 1 8.696344 1 -0 1 +354 0 -5.95583 1E-15 1.4415419267167138E-15 0 +355 0 -4.2461534 1E-15 1.4415419267167138E-15 0 +356 1 -0.69921684 0.5 1 0 +357 1 12.852016 1 -0 1 +358 1 5.5822067 0.98 0.029146317580716615 1 +359 1 5.3672857 0.98 0.029146317580716615 1 +360 1 15.333872 1 -0 1 +361 1 6.31769 0.98 0.029146317580716615 1 +362 0 -3.5059962 1E-15 1.4415419267167138E-15 0 +363 0 -2.065846 0.071428575 0.10691520887754996 0 +364 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +365 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +366 1 13.694569 1 -0 1 +367 1 11.299242 1 -0 1 +368 0 -5.8557806 1E-15 1.4415419267167138E-15 0 +369 0 -5.4592943 1E-15 1.4415419267167138E-15 0 +370 0 -3.8947306 1E-15 1.4415419267167138E-15 0 +371 0 -5.8557806 1E-15 1.4415419267167138E-15 0 +372 0 -4.2402444 1E-15 1.4415419267167138E-15 0 +373 0 -3.7544198 1E-15 1.4415419267167138E-15 0 +374 0 -4.71424 1E-15 1.4415419267167138E-15 0 +375 0 -6.442978 1E-15 1.4415419267167138E-15 0 +376 0 -5.95583 1E-15 1.4415419267167138E-15 0 +377 0 -6.0464916 1E-15 1.4415419267167138E-15 0 +378 0 -3.803866 1E-15 1.4415419267167138E-15 0 +379 0 -2.2557268 1E-15 1.4415419267167138E-15 0 +380 0 -6.442978 1E-15 1.4415419267167138E-15 0 +381 1 10.07641 1 -0 1 +382 0 -3.59721 1E-15 1.4415419267167138E-15 0 +383 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +384 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +385 0 -3.7061968 1E-15 1.4415419267167138E-15 0 +386 1 6.0875874 0.98 0.029146317580716615 1 +387 0 -2.33456 1E-15 1.4415419267167138E-15 0 +388 0 -5.284807 1E-15 1.4415419267167138E-15 0 +389 0 -3.3224106 1E-15 1.4415419267167138E-15 0 +390 0 -5.6504025 1E-15 1.4415419267167138E-15 0 +391 1 10.030338 1 -0 1 +392 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +393 0 -6.53364 1E-15 1.4415419267167138E-15 0 +394 0 -5.241206 1E-15 1.4415419267167138E-15 0 +395 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +396 0 -4.520691 1E-15 1.4415419267167138E-15 0 +397 0 -5.020991 1E-15 1.4415419267167138E-15 0 +398 0 -4.6833844 1E-15 1.4415419267167138E-15 0 +399 0 -5.7283545 1E-15 1.4415419267167138E-15 0 +400 1 10.056744 1 -0 1 +401 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +402 0 -3.2177973 1E-15 1.4415419267167138E-15 0 +403 0 -4.145746 1E-15 1.4415419267167138E-15 0 +404 0 -5.5076685 1E-15 1.4415419267167138E-15 0 +405 0 -5.95583 1E-15 1.4415419267167138E-15 0 +406 0 -4.1128182 1E-15 1.4415419267167138E-15 0 +407 0 -5.95583 1E-15 1.4415419267167138E-15 0 +408 0 -3.6910605 1E-15 1.4415419267167138E-15 0 +409 0 -4.71424 1E-15 1.4415419267167138E-15 0 +410 0 -5.95583 1E-15 1.4415419267167138E-15 0 +411 0 ? ? ? 0 +412 1 9.230707 1 -0 1 +413 0 -3.279101 1E-15 1.4415419267167138E-15 0 +414 1 6.7173805 0.98 0.029146317580716615 1 +415 0 -0.66683483 0.5 1 0 +416 1 8.809383 1 -0 1 +417 0 -5.95583 1E-15 1.4415419267167138E-15 0 +418 0 -1.8758616 0.071428575 0.10691520887754996 0 +419 0 -5.4421444 1E-15 1.4415419267167138E-15 0 +420 0 -2.5893164 1E-15 1.4415419267167138E-15 0 +421 1 11.824856 1 -0 1 +422 0 -2.8105893 1E-15 1.4415419267167138E-15 0 +423 0 -3.4726496 1E-15 1.4415419267167138E-15 0 +424 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +425 1 14.817661 1 -0 1 +426 0 -2.8241491 1E-15 1.4415419267167138E-15 0 +427 1 4.3530817 0.9285714 0.10691524360481655 1 +428 0 -5.95583 1E-15 1.4415419267167138E-15 0 +429 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +430 0 -5.50395 1E-15 1.4415419267167138E-15 0 +431 0 -2.5834923 1E-15 1.4415419267167138E-15 0 +432 0 -3.8628192 1E-15 1.4415419267167138E-15 0 +433 0 -4.463106 1E-15 1.4415419267167138E-15 0 +434 0 5.0084 0.9285714 3.8073544061097437 1 +435 1 7.44433 1 -0 1 +436 1 3.841198 0.9285714 0.10691524360481655 1 +437 0 -5.020991 1E-15 1.4415419267167138E-15 0 +438 0 -3.822938 1E-15 1.4415419267167138E-15 0 +439 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +440 1 10.154686 1 -0 1 +441 0 -1.8604474 0.071428575 0.10691520887754996 0 +442 0 -4.9326286 1E-15 1.4415419267167138E-15 0 +443 0 -5.9932313 1E-15 1.4415419267167138E-15 0 +444 0 -2.442047 1E-15 1.4415419267167138E-15 0 +445 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +446 0 -6.442978 1E-15 1.4415419267167138E-15 0 +447 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +448 0 -6.53364 1E-15 1.4415419267167138E-15 0 +449 1 10.298002 1 -0 1 +450 0 -4.01365 1E-15 1.4415419267167138E-15 0 +451 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +452 0 -4.8841314 1E-15 1.4415419267167138E-15 0 +453 1 8.777969 1 -0 1 +454 0 -5.6234684 1E-15 1.4415419267167138E-15 0 +455 1 0.8163538 0.6363636 0.65207672114864346 1 +456 1 10.487385 1 -0 1 +457 1 9.062626 1 -0 1 +458 0 -4.253397 1E-15 1.4415419267167138E-15 0 +459 0 -3.9597979 1E-15 1.4415419267167138E-15 0 +460 0 -3.93614 1E-15 1.4415419267167138E-15 0 +461 0 -3.6959996 1E-15 1.4415419267167138E-15 0 +462 0 -3.4621449 1E-15 1.4415419267167138E-15 0 +463 0 -4.823963 1E-15 1.4415419267167138E-15 0 +464 0 -5.020991 1E-15 1.4415419267167138E-15 0 +465 1 9.785397 1 -0 1 +466 1 9.541931 1 -0 1 +467 1 7.7145195 1 -0 1 +468 0 -5.020991 1E-15 1.4415419267167138E-15 0 +469 0 -5.6622314 1E-15 1.4415419267167138E-15 0 +470 0 -5.0985007 1E-15 1.4415419267167138E-15 0 +471 0 -3.4621449 1E-15 1.4415419267167138E-15 0 +472 0 -4.163662 1E-15 1.4415419267167138E-15 0 +473 0 -5.020991 1E-15 1.4415419267167138E-15 0 +474 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +475 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +476 0 -4.7273927 1E-15 1.4415419267167138E-15 0 +477 0 -5.020991 1E-15 1.4415419267167138E-15 0 +478 0 -4.4195695 1E-15 1.4415419267167138E-15 0 +479 1 8.32148 1 -0 1 +480 0 -4.6376576 1E-15 1.4415419267167138E-15 0 +481 0 -3.0822616 1E-15 1.4415419267167138E-15 0 +482 1 15.4814205 1 -0 1 +483 1 10.906593 1 -0 1 +484 0 -4.253397 1E-15 1.4415419267167138E-15 0 +485 0 -5.0232906 1E-15 1.4415419267167138E-15 0 +486 0 -5.0985007 1E-15 1.4415419267167138E-15 0 +487 1 13.475906 1 -0 1 +488 1 1.3273249 0.8095238 0.30485456129516797 1 +489 1 -0.6232023 0.5 1 0 +490 0 -6.442978 1E-15 1.4415419267167138E-15 0 +491 1 6.6713343 0.98 0.029146317580716615 1 +492 0 -4.624505 1E-15 1.4415419267167138E-15 0 +493 1 9.948912 1 -0 1 +494 0 0.9629116 0.6363636 1.4594315756416352 1 +495 0 -5.0985007 1E-15 1.4415419267167138E-15 0 +496 0 -6.53364 1E-15 1.4415419267167138E-15 0 +497 0 -4.8935647 1E-15 1.4415419267167138E-15 0 +498 0 -4.533843 1E-15 1.4415419267167138E-15 0 +499 0 -4.533843 1E-15 1.4415419267167138E-15 0 +500 0 -3.0987039 1E-15 1.4415419267167138E-15 0 +501 0 -4.533843 1E-15 1.4415419267167138E-15 0 +502 0 -4.2284155 1E-15 1.4415419267167138E-15 0 +503 0 -4.046695 1E-15 1.4415419267167138E-15 0 +504 0 -6.442978 1E-15 1.4415419267167138E-15 0 +505 0 -5.2401342 1E-15 1.4415419267167138E-15 0 +506 1 10.447666 1 -0 1 +507 0 -5.093737 1E-15 1.4415419267167138E-15 0 +508 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +509 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +510 0 -6.442978 1E-15 1.4415419267167138E-15 0 +511 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +512 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +513 0 -5.0985007 1E-15 1.4415419267167138E-15 0 +514 1 10.719854 1 -0 1 +515 1 8.6480255 1 -0 1 +516 0 -6.53364 1E-15 1.4415419267167138E-15 0 +517 0 -6.0464916 1E-15 1.4415419267167138E-15 0 +518 0 -4.8959603 1E-15 1.4415419267167138E-15 0 +519 1 6.535844 0.98 0.029146317580716615 1 +520 0 -6.3523164 1E-15 1.4415419267167138E-15 0 +521 0 -4.9303293 1E-15 1.4415419267167138E-15 0 +522 1 5.502533 0.98 0.029146317580716615 1 +523 1 7.699238 1 -0 1 +524 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +525 0 -5.189559 1E-15 1.4415419267167138E-15 0 +526 0 -5.020991 1E-15 1.4415419267167138E-15 0 +527 0 -4.046695 1E-15 1.4415419267167138E-15 0 +528 0 -3.1803741 1E-15 1.4415419267167138E-15 0 +529 0 -4.624505 1E-15 1.4415419267167138E-15 0 +530 1 6.515935 0.98 0.029146317580716615 1 +531 0 -4.1128182 1E-15 1.4415419267167138E-15 0 +532 0 -5.559344 1E-15 1.4415419267167138E-15 0 +533 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +534 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +535 0 -4.5760565 1E-15 1.4415419267167138E-15 0 +536 0 -3.5726995 1E-15 1.4415419267167138E-15 0 +537 0 -3.279101 1E-15 1.4415419267167138E-15 0 +538 0 -4.533843 1E-15 1.4415419267167138E-15 0 +539 0 -3.5858517 1E-15 1.4415419267167138E-15 0 +540 0 -3.6101003 1E-15 1.4415419267167138E-15 0 +541 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +542 0 -4.2921433 1E-15 1.4415419267167138E-15 0 +543 0 -4.533843 1E-15 1.4415419267167138E-15 0 +544 0 -4.589209 1E-15 1.4415419267167138E-15 0 +545 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +546 1 11.390257 1 -0 1 +547 0 -6.0596447 1E-15 1.4415419267167138E-15 0 +548 0 -5.5856485 1E-15 1.4415419267167138E-15 0 +549 1 6.3187494 0.98 0.029146317580716615 1 +550 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +551 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +552 0 -3.1100616 1E-15 1.4415419267167138E-15 0 +553 0 -1.7353673 0.071428575 0.10691520887754996 0 +554 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +555 0 -1.9254994 0.071428575 0.10691520887754996 0 +556 0 -3.4240565 1E-15 1.4415419267167138E-15 0 +557 0 -3.93614 1E-15 1.4415419267167138E-15 0 +558 0 -5.4818344 1E-15 1.4415419267167138E-15 0 +559 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +560 0 -3.5726995 1E-15 1.4415419267167138E-15 0 +561 0 -3.5726995 1E-15 1.4415419267167138E-15 0 +562 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +563 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +564 0 -3.849667 1E-15 1.4415419267167138E-15 0 +565 1 12.08609 1 -0 1 +566 0 -4.2270923 1E-15 1.4415419267167138E-15 0 +567 0 -3.6343493 1E-15 1.4415419267167138E-15 0 +568 1 4.1473055 0.9285714 0.10691524360481655 1 +569 1 10.713882 1 -0 1 +570 1 8.017664 1 -0 1 +571 1 11.034657 1 -0 1 +572 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +573 0 -5.95583 1E-15 1.4415419267167138E-15 0 +574 1 5.950967 0.98 0.029146317580716615 1 +575 0 -3.279101 1E-15 1.4415419267167138E-15 0 +576 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +577 0 -5.95583 1E-15 1.4415419267167138E-15 0 +578 0 -5.95583 1E-15 1.4415419267167138E-15 0 +579 0 -5.4686823 1E-15 1.4415419267167138E-15 0 +580 0 -3.7662487 1E-15 1.4415419267167138E-15 0 +581 1 8.417797 1 -0 1 +582 1 7.907978 1 -0 1 +583 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +584 0 -2.9291954 1E-15 1.4415419267167138E-15 0 +585 0 -6.442978 1E-15 1.4415419267167138E-15 0 +586 1 13.981018 1 -0 1 +587 0 -3.8628192 1E-15 1.4415419267167138E-15 0 +588 1 5.463169 0.98 0.029146317580716615 1 +589 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +590 1 3.9684038 0.9285714 0.10691524360481655 1 +591 1 5.966527 0.98 0.029146317580716615 1 +592 1 5.7801704 0.98 0.029146317580716615 1 +593 0 -4.253397 1E-15 1.4415419267167138E-15 0 +594 1 5.101776 0.98 0.029146317580716615 1 +595 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +596 0 -4.2402444 1E-15 1.4415419267167138E-15 0 +597 0 -2.9855018 1E-15 1.4415419267167138E-15 0 +598 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +599 0 -3.6294346 1E-15 1.4415419267167138E-15 0 +600 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +601 0 -6.0464916 1E-15 1.4415419267167138E-15 0 +602 0 -4.533843 1E-15 1.4415419267167138E-15 0 +603 1 4.8058825 0.9285714 0.10691524360481655 1 +604 1 6.1928043 0.98 0.029146317580716615 1 +605 1 9.95545 1 -0 1 +606 0 -4.715564 1E-15 1.4415419267167138E-15 0 +607 0 -6.442978 1E-15 1.4415419267167138E-15 0 +608 1 11.148426 1 -0 1 +609 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +610 1 8.926189 1 -0 1 +611 1 6.9109592 1 -0 1 +612 1 16.893513 1 -0 1 +613 0 -5.226982 1E-15 1.4415419267167138E-15 0 +614 0 -5.5724964 1E-15 1.4415419267167138E-15 0 +615 0 -3.9466453 1E-15 1.4415419267167138E-15 0 +616 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +617 0 ? ? ? 0 +618 0 -4.533843 1E-15 1.4415419267167138E-15 0 +619 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +620 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +621 0 0.3560543 0.6363636 1.4594315756416352 1 +622 0 -2.2074018 0.071428575 0.10691520887754996 0 +623 0 -6.442978 1E-15 1.4415419267167138E-15 0 +624 0 -3.8450818 1E-15 1.4415419267167138E-15 0 +625 0 -3.4678864 1E-15 1.4415419267167138E-15 0 +626 1 5.760166 0.98 0.029146317580716615 1 +627 0 -4.1699953 1E-15 1.4415419267167138E-15 0 +628 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +629 0 -5.020991 1E-15 1.4415419267167138E-15 0 +630 0 -3.358376 1E-15 1.4415419267167138E-15 0 +631 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +632 0 -6.442978 1E-15 1.4415419267167138E-15 0 +633 1 4.3299494 0.9285714 0.10691524360481655 1 +634 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +635 0 -4.6141906 1E-15 1.4415419267167138E-15 0 +636 1 10.127518 1 -0 1 +637 0 -2.4650183 1E-15 1.4415419267167138E-15 0 +638 0 -5.020991 1E-15 1.4415419267167138E-15 0 +639 0 -3.93614 1E-15 1.4415419267167138E-15 0 +640 0 -4.4101357 1E-15 1.4415419267167138E-15 0 +641 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +642 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +643 0 -6.442978 1E-15 1.4415419267167138E-15 0 +644 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +645 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +646 0 -6.021953 1E-15 1.4415419267167138E-15 0 +647 0 -5.832123 1E-15 1.4415419267167138E-15 0 +648 1 12.236198 1 -0 1 +649 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +650 0 -3.7496572 1E-15 1.4415419267167138E-15 0 +651 0 -5.2175484 1E-15 1.4415419267167138E-15 0 +652 0 -3.8628192 1E-15 1.4415419267167138E-15 0 +653 0 -4.533843 1E-15 1.4415419267167138E-15 0 +654 0 -4.520691 1E-15 1.4415419267167138E-15 0 +655 0 -5.0078387 1E-15 1.4415419267167138E-15 0 +656 0 -4.0598474 1E-15 1.4415419267167138E-15 0 +657 0 -0.4869156 0.5 1 0 +658 1 9.086258 1 -0 1 +659 0 -6.442978 1E-15 1.4415419267167138E-15 0 +660 0 -5.95583 1E-15 1.4415419267167138E-15 0 +661 0 -4.046695 1E-15 1.4415419267167138E-15 0 +662 0 -5.3686323 1E-15 1.4415419267167138E-15 0 +663 0 -5.3686323 1E-15 1.4415419267167138E-15 0 +664 0 -4.3969836 1E-15 1.4415419267167138E-15 0 +665 0 -6.442978 1E-15 1.4415419267167138E-15 0 +666 0 -3.4969325 1E-15 1.4415419267167138E-15 0 +667 0 -4.520691 1E-15 1.4415419267167138E-15 0 +668 1 2.804366 0.8095238 0.30485456129516797 1 +669 1 8.147335 1 -0 1 +670 1 6.4856215 0.98 0.029146317580716615 1 +671 0 -4.087837 1E-15 1.4415419267167138E-15 0 +672 0 -4.9946866 1E-15 1.4415419267167138E-15 0 +673 0 -3.9078827 1E-15 1.4415419267167138E-15 0 +674 0 -5.95583 1E-15 1.4415419267167138E-15 0 +675 0 -4.140195 1E-15 1.4415419267167138E-15 0 +676 0 -5.6622314 1E-15 1.4415419267167138E-15 0 +677 0 -4.5469956 1E-15 1.4415419267167138E-15 0 +678 0 -6.442978 1E-15 1.4415419267167138E-15 0 +679 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +680 1 16.780008 1 -0 1 +681 1 9.801077 1 -0 1 +682 0 -3.3756714 1E-15 1.4415419267167138E-15 0 +683 0 -6.442978 1E-15 1.4415419267167138E-15 0 +684 0 -6.442978 1E-15 1.4415419267167138E-15 0 +685 0 -6.442978 1E-15 1.4415419267167138E-15 0 +686 0 -6.442978 1E-15 1.4415419267167138E-15 0 +687 0 -4.613783 1E-15 1.4415419267167138E-15 0 +688 0 -5.020991 1E-15 1.4415419267167138E-15 0 +689 0 -4.177704 1E-15 1.4415419267167138E-15 0 +690 0 -5.832123 1E-15 1.4415419267167138E-15 0 +691 1 4.4967804 0.9285714 0.10691524360481655 1 +692 0 -5.4949865 1E-15 1.4415419267167138E-15 0 +693 0 -4.684228 1E-15 1.4415419267167138E-15 0 +694 0 -4.954578 1E-15 1.4415419267167138E-15 0 +695 0 -5.9689827 1E-15 1.4415419267167138E-15 0 +696 1 6.7127876 0.98 0.029146317580716615 1 +697 1 5.064643 0.98 0.029146317580716615 1 +698 1 6.1036224 0.98 0.029146317580716615 1 diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom-out.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom-out.txt new file mode 100644 index 0000000000..d12e4da2b0 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom-out.txt @@ -0,0 +1,38 @@ +maml.exe TrainTest test=%Data% tr=AveragedPerceptron numcali=200 dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 160 instances with missing features during training (over 10 iterations; 16 inst/iter) +Training calibrator. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 234 | 5 | 0.9791 + negative || 12 | 432 | 0.9730 + ||====================== +Precision || 0.9512 | 0.9886 | +OVERALL 0/1 ACCURACY: 0.975110 +LOG LOSS/instance: 0.120617 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.870860 +AUC: 0.996146 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996146 (0.0000) +Accuracy: 0.975110 (0.0000) +Positive precision: 0.951220 (0.0000) +Positive recall: 0.979079 (0.0000) +Negative precision: 0.988558 (0.0000) +Negative recall: 0.972973 (0.0000) +Log-loss: 0.120617 (0.0000) +Log-loss reduction: 0.870860 (0.0000) +F1 Score: 0.964948 (0.0000) +AUPRC: 0.992065 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom.txt new file mode 100644 index 0000000000..a032776c82 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.calibrateRandom.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -3.5726995 0.047724232 0.070548673242470078 0 +1 0 3.6101456 0.9209522 3.6611308948912158 1 +2 0 -4.070944 0.033202175 0.04871386747975371 0 +3 0 2.470542 0.83073896 2.5626781731328263 1 +4 0 -3.4358397 0.05267027 0.078061433982946932 0 +5 1 12.382593 0.99988943 0.0001595227277818751 1 +6 0 -1.4209604 0.20405398 0.32925750806385767 0 +7 0 -4.701088 0.020848805 0.03039644515807061 0 +8 0 -4.6745405 0.021263903 0.031008185910590607 0 +9 0 -4.406417 0.025935683 0.037911059564125327 0 +10 0 -5.559344 0.010982096 0.015931457121809788 0 +11 0 -5.4818344 0.011639432 0.016890641442649377 0 +12 1 -0.14206886 0.40347567 1.3094464075888503 0 +13 0 -4.5691886 0.022992346 0.033558231039772665 0 +14 1 9.321613 0.998874 0.0016253773809814112 1 +15 1 1.3856993 0.6830734 0.54988747944718552 1 +16 0 -4.533843 0.02360242 0.034459376167277234 0 +17 0 -4.046695 0.03379773 0.049602852281362811 0 +18 1 7.8903694 0.9966727 0.0048082975514731332 1 +19 0 -3.0987039 0.06699134 0.10003761775121778 0 +20 1 7.528511 0.9956263 0.0063237968594455725 1 +21 1 7.875204 0.9966343 0.0048638619113426269 1 +22 0 -5.0078387 0.016592305 0.02413845106369562 0 +23 1 ? ? ? 0 +24 0 -5.4686823 0.011754767 0.017059004011272673 0 +25 1 1.741828 0.73848027 0.43736871808798289 1 +26 0 -4.9710746 0.01705355 0.024815273012732428 0 +27 0 -4.0598474 0.03347344 0.049118716145619364 0 +28 0 -5.4818344 0.011639432 0.016890641442649377 0 +29 0 -5.8557806 0.00878995 0.012737279746493163 0 +30 0 -5.0985007 0.015506634 0.022546609667162744 0 +31 0 -4.9946866 0.016755886 0.024378450658658433 0 +32 1 7.46414 0.9954084 0.0066395103905325147 1 +33 0 -4.689259 0.021032775 0.030667534203555599 0 +34 0 -4.71424 0.020646105 0.030097814327393193 0 +35 0 -5.4818344 0.011639432 0.016890641442649377 0 +36 1 9.099108 0.99866724 0.0019240484689165348 1 +37 0 -1.113348 0.24456774 0.40462569514389818 0 +38 1 6.140953 0.9875705 0.018044317542393044 1 +39 1 2.5109024 0.8350005 0.2601510075224418 1 +40 0 ? ? ? 0 +41 1 3.3300762 0.90403634 0.14554732340521623 1 +42 1 8.577511 0.99802166 0.0028569650360322531 1 +43 1 0.49126053 0.5223421 0.93693314652059867 1 +44 1 8.255751 0.9974761 0.0036458194620463992 1 +45 0 -5.6322193 0.010397601 0.015079097093484478 0 +46 1 4.5673847 0.96013206 0.058695238307073898 1 +47 0 -5.95583 0.008152756 0.011810148833251818 0 +48 0 -3.4358397 0.05267027 0.078061433982946932 0 +49 1 5.3666544 0.9778563 0.032305655935016012 1 +50 1 2.5949678 0.84359986 0.2453692461908529 1 +51 1 0.12595749 0.45321622 1.141728585060551 1 +52 1 5.2992125 0.976721 0.033981595778575298 1 +53 1 8.407228 0.99774945 0.0032505195711204126 1 +54 1 7.649309 0.9960077 0.0057712269479890379 1 +55 1 4.478709 0.95747596 0.062691829736720397 1 +56 1 5.5541325 0.9807353 0.02806428572372743 1 +57 1 1.6657066 0.7271758 0.45962396180677062 1 +58 1 2.5265894 0.8366335 0.25733232225246744 1 +59 1 1.7368536 0.7377509 0.43879434296981179 1 +60 1 2.3288136 0.8150797 0.29498697868205404 1 +61 0 -5.5060835 0.0114297075 0.016584542177967555 0 +62 1 6.380088 0.98961115 0.015066341261387473 1 +63 1 0.3348999 0.49270445 1.021205589894451 1 +64 0 -5.95583 0.008152756 0.011810148833251818 0 +65 1 3.8072634 0.9311753 0.1028753176207461 1 +66 0 -4.046695 0.03379773 0.049602852281362811 0 +67 1 4.218013 0.9486547 0.076045020305197497 1 +68 1 10.826723 0.9996402 0.00051913703181331893 1 +69 0 -5.271654 0.013623926 0.019790289199966723 0 +70 0 -3.4726496 0.051294282 0.075967452463448076 0 +71 1 7.895048 0.99668443 0.0047913008067115544 1 +72 0 -2.1755843 0.12635374 0.19487884633663133 0 +73 1 8.9055195 0.9984568 0.0022281210940979582 1 +74 1 2.5993576 0.8440387 0.2446189028997863 1 +75 0 -4.04116 0.033935115 0.049808004690470989 0 +76 0 -5.075033 0.01578076 0.022948375597840527 0 +77 0 -3.4995675 0.050309666 0.074470924297704952 0 +78 0 -3.6211967 0.04607984 0.068059573236894252 0 +79 0 -5.3911724 0.012457773 0.018085656328473053 0 +80 0 -2.7157316 0.087596945 0.13225681838671866 0 +81 0 -4.2284155 0.029574301 0.043310338334976231 0 +82 0 -3.4452734 0.052314345 0.077519494497433533 0 +83 0 -2.1223516 0.13087903 0.20237109943076298 0 +84 1 9.694054 0.99915093 0.0012254667568283894 1 +85 1 6.2895613 0.9888809 0.016131360230936344 1 +86 1 2.6168842 0.84578085 0.24164420028856959 1 +87 1 6.91914 0.9930738 0.010027129067340199 1 +88 0 -4.046695 0.03379773 0.049602852281362811 0 +89 0 -5.085745 0.015655048 0.022764115650391988 0 +90 0 -5.4686823 0.011754767 0.017059004011272673 0 +91 0 -5.189559 0.014486661 0.021052696761167319 0 +92 0 -4.046695 0.03379773 0.049602852281362811 0 +93 0 -5.95583 0.008152756 0.011810148833251818 0 +94 0 -4.9946866 0.016755886 0.024378450658658433 0 +95 0 -5.4686823 0.011754767 0.017059004011272673 0 +96 0 -5.663555 0.010155837 0.014726683875270435 0 +97 0 -3.5726995 0.047724232 0.070548673242470078 0 +98 1 8.590231 0.9980406 0.0028295658493644239 1 +99 1 10.917194 0.99966407 0.00048472853254951715 1 +100 1 4.8476706 0.96752024 0.047636257434475471 1 +101 1 -0.84280396 0.2844349 1.8138295272133309 0 +102 0 -3.7530966 0.04187613 0.06171590932041901 0 +103 1 1.7746449 0.74325943 0.42806223277958716 1 +104 1 12.140858 0.9998672 0.00019160139559387039 1 +105 1 2.5560703 0.83966714 0.25211056290937062 1 +106 1 9.259367 0.99881965 0.0017038920105930569 1 +107 1 6.720646 0.99195737 0.011649978820645172 1 +108 0 -5.5617743 0.010962089 0.015902272030853013 0 +109 1 6.871725 0.992822 0.010393022735684912 1 +110 0 -2.766693 0.08455608 0.12745658613888911 0 +111 1 3.848031 0.93313104 0.099848402613633994 1 +112 1 9.425768 0.9989595 0.0015019320975399703 1 +113 1 9.506622 0.9990213 0.0014126689718023965 1 +114 0 -3.0727453 0.06823268 0.10195836010283554 0 +115 0 -4.643991 0.02175159 0.031727234757411307 0 +116 0 -0.6618881 0.31317255 0.54198039303031509 0 +117 1 9.617277 0.9991 0.0012989676266954972 1 +118 0 -5.3621607 0.012731451 0.018485525732496611 0 +119 0 -3.9435177 0.036449015 0.053567088295960068 0 +120 0 -4.8696556 0.018392263 0.026781474537826103 0 +121 0 -3.469522 0.051409863 0.076143226767382041 0 +122 1 9.680521 0.99914217 0.0012381182790972595 1 +123 1 3.8165932 0.9316275 0.10217485034891999 1 +124 1 7.6522446 0.99601656 0.0057583629403995997 1 +125 0 -5.95583 0.008152756 0.011810148833251818 0 +126 1 8.564953 0.9980027 0.0028843647430662487 1 +127 0 -4.520691 0.023833439 0.034800762077037174 0 +128 1 4.848981 0.9675514 0.04758977495588574 1 +129 0 -5.717684 0.009751258 0.014137132147530099 0 +130 0 -3.4726496 0.051294282 0.075967452463448076 0 +131 0 -4.9946866 0.016755886 0.024378450658658433 0 +132 1 8.60223 0.9980583 0.0028039765128859018 1 +133 0 -4.8108106 0.019215737 0.027992263501116436 0 +134 0 -4.9171767 0.017752616 0.025841674110087472 0 +135 0 -2.7288966 0.08680205 0.13100047471163517 0 +136 0 -4.533843 0.02360242 0.034459376167277234 0 +137 0 -5.4949865 0.011525215 0.016723929655280523 0 +138 0 -4.2402444 0.029317858 0.04292914403934768 0 +139 0 ? ? ? 0 +140 0 -5.4949865 0.011525215 0.016723929655280523 0 +141 0 -5.9689827 0.008072471 0.011693375209389432 0 +142 1 4.4324036 0.95602256 0.064883430994521443 1 +143 0 -4.643991 0.02175159 0.031727234757411307 0 +144 0 -5.4818344 0.011639432 0.016890641442649377 0 +145 0 ? ? ? 0 +146 1 1.3394356 0.6754276 0.56612692807369991 1 +147 0 -5.4154215 0.012233486 0.017758034331297672 0 +148 0 -1.012373 0.25899473 0.43244428867240287 0 +149 1 11.461615 0.99977773 0.00032069729386163213 1 +150 0 -5.559344 0.010982096 0.015931457121809788 0 +151 1 5.006485 0.9711001 0.042308092038938809 1 +152 1 9.715746 0.99916476 0.0012054999542047689 1 +153 0 -4.1214976 0.03199297 0.046910567277187794 0 +154 0 -6.442978 0.0056481995 0.008171728927378108 0 +155 1 3.7769232 0.9296856 0.10518519653096636 1 +156 0 -5.5348053 0.0111861285 0.016229112739800475 0 +157 0 -4.9946866 0.016755886 0.024378450658658433 0 +158 0 ? ? ? 0 +159 1 12.346203 0.99988633 0.0001639947780942108 1 +160 1 9.039492 0.99860567 0.002012998795947356 1 +161 0 -3.849667 0.039033562 0.057442049421200084 0 +162 0 -4.520691 0.023833439 0.034800762077037174 0 +163 0 -3.387055 0.05454765 0.080923343778042084 0 +164 0 ? ? ? 0 +165 0 -3.39992 0.05404653 0.080158873955017459 0 +166 1 7.976183 0.9968817 0.004505750926832852 1 +167 1 8.355644 0.99765986 0.0033800618776249807 1 +168 0 -4.520691 0.023833439 0.034800762077037174 0 +169 0 -6.2282124 0.00664095 0.0096128205240473656 0 +170 0 -5.4949865 0.011525215 0.016723929655280523 0 +171 0 -5.4686823 0.011754767 0.017059004011272673 0 +172 0 -5.95583 0.008152756 0.011810148833251818 0 +173 1 15.1560135 0.9999865 1.9434170443242565E-05 1 +174 1 6.1769247 0.9879011 0.017561488134486943 1 +175 1 7.842922 0.99655116 0.004984229936716684 1 +176 0 -4.9946866 0.016755886 0.024378450658658433 0 +177 1 4.766121 0.96551895 0.050623517901417933 1 +178 0 -4.046695 0.03379773 0.049602852281362811 0 +179 1 2.290575 0.8106676 0.30281765649168213 1 +180 0 -5.559344 0.010982096 0.015931457121809788 0 +181 0 -6.442978 0.0056481995 0.008171728927378108 0 +182 0 -3.0987039 0.06699134 0.10003761775121778 0 +183 1 9.159964 0.9987273 0.0018372561468384253 1 +184 1 6.2014647 0.98812157 0.017239546569330137 1 +185 0 -5.0853486 0.015659682 0.022770907823479652 0 +186 1 5.7654104 0.9835412 0.023942621168576837 1 +187 1 13.977449 0.99996704 4.7553986690113E-05 1 +188 1 9.065281 0.99863267 0.0019739908621602127 1 +189 0 -4.7540584 0.020044118 0.029211295141143595 0 +190 1 11.957216 0.99984735 0.0002202405944450654 1 +191 1 10.956871 0.999674 0.00047036322693564959 1 +192 0 -4.0598474 0.03347344 0.049118716145619364 0 +193 0 -5.4686823 0.011754767 0.017059004011272673 0 +194 0 -4.520691 0.023833439 0.034800762077037174 0 +195 0 -4.046695 0.03379773 0.049602852281362811 0 +196 0 6.8652763 0.992787 7.1151855643261381 1 +197 0 -2.6564164 0.09126051 0.13806131755901335 0 +198 0 -6.442978 0.0056481995 0.008171728927378108 0 +199 0 -5.0078387 0.016592305 0.02413845106369562 0 +200 1 10.36586 0.9994898 0.00073627359086373204 1 +201 1 9.8694935 0.9992566 0.0010728826448553252 1 +202 0 -5.4686823 0.011754767 0.017059004011272673 0 +203 0 -3.5726995 0.047724232 0.070548673242470078 0 +204 0 -5.4686823 0.011754767 0.017059004011272673 0 +205 1 12.086601 0.99986166 0.00019959967319162043 1 +206 1 5.944168 0.98559827 0.020928376857247459 1 +207 0 -5.559344 0.010982096 0.015931457121809788 0 +208 0 -5.559344 0.010982096 0.015931457121809788 0 +209 0 -3.6633615 0.04469411 0.065965336354842946 0 +210 1 14.534113 0.99997836 3.1215188826316377E-05 1 +211 1 9.64962 0.99912184 0.0012674667953664828 1 +212 0 -5.4686823 0.011754767 0.017059004011272673 0 +213 1 14.529058 0.9999783 3.1301182014901005E-05 1 +214 1 13.868914 0.9999642 5.1681712271066226E-05 1 +215 1 7.643732 0.9959909 0.0057955739072098177 1 +216 0 -5.95583 0.008152756 0.011810148833251818 0 +217 0 -5.4686823 0.011754767 0.017059004011272673 0 +218 1 7.88678 0.99666363 0.0048214119279433977 1 +219 0 -2.511506 0.100795746 0.15327923389796996 0 +220 0 -5.1632547 0.014774316 0.021473856707274121 0 +221 1 10.395216 0.999501 0.00072009905980506843 1 +222 1 -2.214662 0.1231175 3.0218922639873447 0 +223 1 5.7424126 0.9832564 0.024360423750620218 1 +224 1 9.995327 0.99932426 0.00097521318777220637 1 +225 0 -5.95583 0.008152756 0.011810148833251818 0 +226 1 10.225868 0.9994326 0.00081878372812222485 1 +227 1 7.459608 0.9953927 0.0066623169983452231 1 +228 0 -5.559344 0.010982096 0.015931457121809788 0 +229 1 12.666513 0.9999109 0.00012856275965089447 1 +230 1 6.1583214 0.9877312 0.017809586200967932 1 +231 1 8.623034 0.99808866 0.0027601224428665879 1 +232 0 1.2822819 0.66585165 1.5814393559263284 1 +233 1 6.3825197 0.9896301 0.015038709216571163 1 +234 0 -2.8964381 0.07724253 0.115976584697302 0 +235 0 ? ? ? 0 +236 1 11.420414 0.99977064 0.00033093257283884215 1 +237 1 6.535795 0.9907579 0.01339555438417007 1 +238 1 12.422874 0.9998928 0.00015470668910224405 1 +239 1 5.9025297 0.985143 0.021594929859074165 1 +240 0 -2.0179915 0.14015017 0.21784338265744002 0 +241 0 -4.0004973 0.034961022 0.051340881416726061 0 +242 0 -4.9946866 0.016755886 0.024378450658658433 0 +243 0 -2.6953988 0.088837564 0.13421982380863931 0 +244 0 -5.4686823 0.011754767 0.017059004011272673 0 +245 0 -2.817525 0.08161871 0.12283484643891715 0 +246 1 11.424002 0.9997713 0.00032998645156814019 1 +247 1 3.104393 0.8881221 0.17117009101578401 1 +248 0 -3.0615559 0.068774305 0.10279722872890984 0 +249 0 ? ? ? 0 +250 0 -6.021953 0.007756997 0.011234610933401622 0 +251 1 8.872498 0.9984177 0.0022846196981478615 1 +252 0 4.5387735 0.95929295 4.6185774530404009 1 +253 1 8.577511 0.99802166 0.0028569650360322531 1 +254 1 6.380088 0.98961115 0.015066341261387473 1 +255 1 4.052039 0.94216394 0.085949972449708326 1 +256 0 -5.4949865 0.011525215 0.016723929655280523 0 +257 0 -5.0078387 0.016592305 0.02413845106369562 0 +258 0 -4.520691 0.023833439 0.034800762077037174 0 +259 0 2.9647484 0.87715596 3.0251002258142448 1 +260 1 9.870924 0.99925745 0.0010716778711863072 1 +261 1 12.206299 0.99987364 0.00018231312886902128 1 +262 1 9.653839 0.99912465 0.0012634216564773898 1 +263 1 8.981979 0.9985436 0.002102643541396716 1 +264 1 5.664708 0.9822578 0.025826400239286989 1 +265 0 -2.494875 0.10194499 0.15512427623997485 0 +266 1 7.3661633 0.99505585 0.0071505858244227481 1 +267 1 3.3009605 0.90210307 0.14863582221193838 1 +268 1 9.372967 0.998917 0.0015633090806578933 1 +269 0 -5.4686823 0.011754767 0.017059004011272673 0 +270 1 6.031377 0.9865078 0.01959767586907752 1 +271 0 -3.5726995 0.047724232 0.070548673242470078 0 +272 1 3.3009605 0.90210307 0.14863582221193838 1 +273 1 0.21747208 0.4704687 1.0878293505835543 1 +274 0 -4.3236628 0.02756968 0.040333217470490158 0 +275 0 ? ? ? 0 +276 0 -5.0078387 0.016592305 0.02413845106369562 0 +277 0 -5.95583 0.008152756 0.011810148833251818 0 +278 0 -5.4686823 0.011754767 0.017059004011272673 0 +279 1 7.127905 0.9940822 0.0085629246022787941 1 +280 0 -4.520691 0.023833439 0.034800762077037174 0 +281 0 -4.689259 0.021032775 0.030667534203555599 0 +282 1 4.4381237 0.95620465 0.064608669189911136 1 +283 1 6.0636253 0.9868295 0.019127222915579972 1 +284 1 7.431343 0.99529326 0.006806421628886848 1 +285 1 14.218479 0.9999725 3.9642545670177728E-05 1 +286 1 15.281261 0.9999877 1.7714321792245208E-05 1 +287 0 -4.9171767 0.017752616 0.025841674110087472 0 +288 1 2.2163515 0.80187416 0.31855224459431192 1 +289 1 8.312021 0.9975813 0.0034936687628036997 1 +290 0 -6.442978 0.0056481995 0.008171728927378108 0 +291 0 -5.4686823 0.011754767 0.017059004011272673 0 +292 1 ? ? ? 0 +293 1 5.542122 0.9805624 0.028318669172894068 1 +294 0 ? ? ? 0 +295 1 7.7866364 0.99640125 0.0052012629006476284 1 +296 0 1.823431 0.75025773 2.0014880731401443 1 +297 0 ? ? ? 0 +298 0 -2.725597 0.087000675 0.13131430208208369 0 +299 1 7.8274345 0.9965105 0.0050430801821242759 1 +300 1 7.348074 0.9949879 0.0072491063826461647 1 +301 0 -5.4686823 0.011754767 0.017059004011272673 0 +302 1 15.735762 0.9999913 1.2554788140693439E-05 1 +303 0 -5.4686823 0.011754767 0.017059004011272673 0 +304 1 5.9607973 0.98577625 0.020667878309752356 1 +305 1 8.459471 0.9978367 0.003124349823870973 1 +306 0 -5.4686823 0.011754767 0.017059004011272673 0 +307 0 -5.4686823 0.011754767 0.017059004011272673 0 +308 1 7.422592 0.9952621 0.0068516084791740307 1 +309 0 -1.7474074 0.16675761 0.26319186454303012 0 +310 0 -5.3911724 0.012457773 0.018085656328473053 0 +311 0 -6.442978 0.0056481995 0.008171728927378108 0 +312 1 3.629469 0.92201275 0.11714139960601294 1 +313 0 -6.442978 0.0056481995 0.008171728927378108 0 +314 0 -6.0464916 0.0076150293 0.011028208636679729 0 +315 0 ? ? ? 0 +316 1 3.6177397 0.92137057 0.11814658455212051 1 +317 1 9.215706 0.99877995 0.0017612310516048875 1 +318 0 -5.1966968 0.014409562 0.020939834998732896 0 +319 0 2.6369457 0.84775543 2.7155373416013662 1 +320 1 7.3824844 0.9951164 0.0070627872070711771 1 +321 0 ? ? ? 0 +322 0 -4.520691 0.023833439 0.034800762077037174 0 +323 1 5.5612926 0.98083764 0.027913746222999549 1 +324 0 -5.4686823 0.011754767 0.017059004011272673 0 +325 0 -4.1927576 0.030360566 0.044479722987494717 0 +326 1 4.4103804 0.95531476 0.065951946768905437 1 +327 0 -5.95583 0.008152756 0.011810148833251818 0 +328 1 3.373887 0.9068811 0.141014691181642 1 +329 1 7.8321323 0.9965229 0.0050251314657524084 1 +330 1 5.8562517 0.98462033 0.022360562903046506 1 +331 0 -3.2490892 0.060203623 0.089579888898278004 0 +332 0 -3.1363664 0.065227546 0.097312873359097038 0 +333 1 4.914962 0.9690866 0.04530251936714582 1 +334 1 5.9119463 0.9852472 0.021442358214181414 1 +335 0 -6.442978 0.0056481995 0.008171728927378108 0 +336 1 5.54352 0.9805826 0.028288940560717461 1 +337 0 -5.4686823 0.011754767 0.017059004011272673 0 +338 0 -6.0464916 0.0076150293 0.011028208636679729 0 +339 1 5.684024 0.98251134 0.025454033740074194 1 +340 1 6.620782 0.9913299 0.012562837713558307 1 +341 0 -5.4686823 0.011754767 0.017059004011272673 0 +342 0 -5.9689827 0.008072471 0.011693375209389432 0 +343 0 -6.442978 0.0056481995 0.008171728927378108 0 +344 1 10.162451 0.99940467 0.00085913711935366719 1 +345 0 -6.442978 0.0056481995 0.008171728927378108 0 +346 0 -3.335825 0.0565869 0.084038459237484736 0 +347 0 -6.1395845 0.0070995023 0.010278947729356253 0 +348 1 0.15727425 0.45910957 1.1230895756645052 1 +349 1 4.0622606 0.94258505 0.085305293794040227 1 +350 0 -3.93614 0.03664608 0.053862176491974861 0 +351 0 -4.9946866 0.016755886 0.024378450658658433 0 +352 0 0.4719286 0.51868206 1.0549379053712531 1 +353 1 8.696344 0.9981919 0.0026109079692710987 1 +354 0 -5.95583 0.008152756 0.011810148833251818 0 +355 0 -4.2461534 0.029190565 0.042739964517025851 0 +356 1 -0.69921684 0.30711415 1.7031530909424435 0 +357 1 12.852016 0.9999226 0.00011170705633068974 1 +358 1 5.5822067 0.9811336 0.027478523800853215 1 +359 1 5.3672857 0.97786665 0.032290354697391166 1 +360 1 15.333872 0.9999882 1.7026382905914664E-05 1 +361 1 6.31769 0.9891131 0.0157926107591757 1 +362 0 -3.5059962 0.050077174 0.074117784460681763 0 +363 0 -2.065846 0.13583243 0.21061700181839857 0 +364 0 -4.9946866 0.016755886 0.024378450658658433 0 +365 0 -5.4818344 0.011639432 0.016890641442649377 0 +366 1 13.694569 0.9999591 5.899125529457858E-05 1 +367 1 11.299242 0.9997486 0.00036275701338483524 1 +368 0 -5.8557806 0.00878995 0.012737279746493163 0 +369 0 -5.4592943 0.011837783 0.017180200787587779 0 +370 0 -3.8947306 0.03777132 0.055548296888384752 0 +371 0 -5.8557806 0.00878995 0.012737279746493163 0 +372 0 -4.2402444 0.029317858 0.04292914403934768 0 +373 0 -3.7544198 0.041835874 0.061655295893265259 0 +374 0 -4.71424 0.020646105 0.030097814327393193 0 +375 0 -6.442978 0.0056481995 0.008171728927378108 0 +376 0 -5.95583 0.008152756 0.011810148833251818 0 +377 0 -6.0464916 0.0076150293 0.011028208636679729 0 +378 0 -3.803866 0.04035788 0.059431614458031419 0 +379 0 -2.2557268 0.11979375 0.18408647967245978 0 +380 0 -6.442978 0.0056481995 0.008171728927378108 0 +381 1 10.07641 0.99936455 0.00091704491714961699 1 +382 0 -3.59721 0.04688631 0.069279781860915407 0 +383 0 -5.9689827 0.008072471 0.011693375209389432 0 +384 0 -5.9689827 0.008072471 0.011693375209389432 0 +385 0 -3.7061968 0.043327074 0.063902325254427392 0 +386 1 6.0875874 0.9870637 0.018784894450298191 1 +387 0 -2.33456 0.113630086 0.17401918227784446 0 +388 0 -5.284807 0.013490492 0.019595138482545987 0 +389 0 -3.3224106 0.057132594 0.084873194157620097 0 +390 0 -5.6504025 0.010256628 0.014873593254337859 0 +391 1 10.030338 0.99934196 0.00094965672085389622 1 +392 0 -5.0078387 0.016592305 0.02413845106369562 0 +393 0 -6.53364 0.0052747843 0.0076300462926347243 0 +394 0 -5.241206 0.013937826 0.020249479819272553 0 +395 0 -5.0078387 0.016592305 0.02413845106369562 0 +396 0 -4.520691 0.023833439 0.034800762077037174 0 +397 0 -5.020991 0.016430292 0.023900791829114004 0 +398 0 -4.6833844 0.021124728 0.030803051162014403 0 +399 0 -5.7283545 0.009673405 0.014023712470766305 0 +400 1 10.056744 0.999355 0.00093081234331069047 1 +401 0 -5.4949865 0.011525215 0.016723929655280523 0 +402 0 -3.2177973 0.061560776 0.091664779980531616 0 +403 0 -4.145746 0.03142818 0.046069066605854456 0 +404 0 -5.5076685 0.01141613 0.016564727278775459 0 +405 0 -5.95583 0.008152756 0.011810148833251818 0 +406 0 -4.1128182 0.0321975 0.047215431190392593 0 +407 0 -5.95583 0.008152756 0.011810148833251818 0 +408 0 -3.6910605 0.04380551 0.064624002308041828 0 +409 0 -4.71424 0.020646105 0.030097814327393193 0 +410 0 -5.95583 0.008152756 0.011810148833251818 0 +411 0 ? ? ? 0 +412 1 9.230707 0.9987937 0.0017413429278913565 1 +413 0 -3.279101 0.05892835 0.087623528685202179 0 +414 1 6.7173805 0.9919376 0.011678759699519599 1 +415 0 -0.66683483 0.31236595 0.54028710770594346 0 +416 1 8.809383 0.9983402 0.0023965899325754819 1 +417 0 -5.95583 0.008152756 0.011810148833251818 0 +418 0 -1.8758616 0.15365383 0.24068022447923637 0 +419 0 -5.4421444 0.011990936 0.017403817056089083 0 +420 0 -2.5893164 0.09557056 0.14492013592578398 0 +421 1 11.824856 0.99983126 0.00024346198385283565 1 +422 0 -2.8105893 0.08201394 0.12345585262262933 0 +423 0 -3.4726496 0.051294282 0.075967452463448076 0 +424 0 -5.4949865 0.011525215 0.016723929655280523 0 +425 1 14.817661 0.9999826 2.5109685538071405E-05 1 +426 0 -2.8241491 0.08124284 0.12224450219548814 0 +427 1 4.3530817 0.9534221 0.068812983796401356 1 +428 0 -5.95583 0.008152756 0.011810148833251818 0 +429 0 -5.4818344 0.011639432 0.016890641442649377 0 +430 0 -5.50395 0.011448008 0.01661124970571581 0 +431 0 -2.5834923 0.09595312 0.14553051116273649 0 +432 0 -3.8628192 0.038661044 0.056882898238471563 0 +433 0 -4.463106 0.024871154 0.036335236482012728 0 +434 0 5.0084 0.97114086 5.1148279570464927 1 +435 1 7.44433 0.9953392 0.0067398103254229808 1 +436 1 3.841198 0.93280685 0.10034971278754636 1 +437 0 -5.020991 0.016430292 0.023900791829114004 0 +438 0 -3.822938 0.03980127 0.058595066713824417 0 +439 0 -4.5469956 0.023373578 0.034121284818622755 0 +440 1 10.154686 0.99940115 0.00086421363869066531 1 +441 0 -1.8604474 0.1551806 0.2432851360775424 0 +442 0 -4.9326286 0.017549373 0.02554318855864653 0 +443 0 -5.9932313 0.007926505 0.011481092360580692 0 +444 0 -2.442047 0.10567284 0.16112539871549494 0 +445 0 -5.9689827 0.008072471 0.011693375209389432 0 +446 0 -6.442978 0.0056481995 0.008171728927378108 0 +447 0 -4.5469956 0.023373578 0.034121284818622755 0 +448 0 -6.53364 0.0052747843 0.0076300462926347243 0 +449 1 10.298002 0.99946284 0.00077516203531090419 1 +450 0 -4.01365 0.03462596 0.050840061269355086 0 +451 0 -4.5469956 0.023373578 0.034121284818622755 0 +452 0 -4.8841314 0.018195055 0.026491662451451816 0 +453 1 8.777969 0.99830025 0.0024543010625143486 1 +454 0 -5.6234684 0.010466129 0.015179003802371546 0 +455 1 0.8163538 0.5832277 0.77786886853914494 1 +456 1 10.487385 0.99953467 0.00067149052326743921 1 +457 1 9.062626 0.9986299 0.0019779518845872311 1 +458 0 -4.253397 0.02903525 0.042509173626544897 0 +459 0 -3.9597979 0.036017757 0.052921523163131159 0 +460 0 -3.93614 0.03664608 0.053862176491974861 0 +461 0 -3.6959996 0.04364884 0.064387638591170013 0 +462 0 -3.4621449 0.051683456 0.076559389501439229 0 +463 0 -4.823963 0.019028598 0.027717016988036743 0 +464 0 -5.020991 0.016430292 0.023900791829114004 0 +465 1 9.785397 0.9992077 0.001143535774537252 1 +466 1 9.541931 0.99904716 0.0013753126588050381 1 +467 1 7.7145195 0.99619967 0.0054931654697981886 1 +468 0 -5.020991 0.016430292 0.023900791829114004 0 +469 0 -5.6622314 0.010165936 0.014741403595886524 0 +470 0 -5.0985007 0.015506634 0.022546609667162744 0 +471 0 -3.4621449 0.051683456 0.076559389501439229 0 +472 0 -4.163662 0.0310171 0.04545688944873634 0 +473 0 -5.020991 0.016430292 0.023900791829114004 0 +474 0 -4.5469956 0.023373578 0.034121284818622755 0 +475 0 -5.4949865 0.011525215 0.016723929655280523 0 +476 0 -4.7273927 0.020445326 0.02980207639934088 0 +477 0 -5.020991 0.016430292 0.023900791829114004 0 +478 0 -4.4195695 0.025684815 0.03753954391072279 0 +479 1 8.32148 0.9975986 0.0034686710325429922 1 +480 0 -4.6376576 0.021854054 0.031878354047421072 0 +481 0 -3.0822616 0.06777515 0.10125012812840116 0 +482 1 15.4814205 0.99998945 1.5220544890042414E-05 1 +483 1 10.906593 0.9996614 0.0004885994477486597 1 +484 0 -4.253397 0.02903525 0.042509173626544897 0 +485 0 -5.0232906 0.016402123 0.023859474593834452 0 +486 0 -5.0985007 0.015506634 0.022546609667162744 0 +487 1 13.475906 0.9999518 6.9568659593352019E-05 1 +488 1 1.3273249 0.67341036 0.57044218705778627 1 +489 1 -0.6232023 0.31951913 1.6460257744908038 0 +490 0 -6.442978 0.0056481995 0.008171728927378108 0 +491 1 6.6713343 0.9916534 0.012092158077135179 1 +492 0 -4.624505 0.022068355 0.032194467339038989 0 +493 1 9.948912 0.99930006 0.0010101496965434329 1 +494 0 0.9629116 0.60997653 1.3583671531547612 1 +495 0 -5.0985007 0.015506634 0.022546609667162744 0 +496 0 -6.53364 0.0052747843 0.0076300462926347243 0 +497 0 -4.8935647 0.018067662 0.026304478211895771 0 +498 0 -4.533843 0.02360242 0.034459376167277234 0 +499 0 -4.533843 0.02360242 0.034459376167277234 0 +500 0 -3.0987039 0.06699134 0.10003761775121778 0 +501 0 -4.533843 0.02360242 0.034459376167277234 0 +502 0 -4.2284155 0.029574301 0.043310338334976231 0 +503 0 -4.046695 0.03379773 0.049602852281362811 0 +504 0 -6.442978 0.0056481995 0.008171728927378108 0 +505 0 -5.2401342 0.013949007 0.020265837999788049 0 +506 1 10.447666 0.9995204 0.00069205216452113084 1 +507 0 -5.093737 0.015561895 0.022627593746497501 0 +508 0 -4.5469956 0.023373578 0.034121284818622755 0 +509 0 -5.9689827 0.008072471 0.011693375209389432 0 +510 0 -6.442978 0.0056481995 0.008171728927378108 0 +511 0 -4.0598474 0.03347344 0.049118716145619364 0 +512 0 -4.5469956 0.023373578 0.034121284818622755 0 +513 0 -5.0985007 0.015506634 0.022546609667162744 0 +514 1 10.719854 0.9996099 0.00056292303371696174 1 +515 1 8.6480255 0.9981245 0.0027083436166447333 1 +516 0 -6.53364 0.0052747843 0.0076300462926347243 0 +517 0 -6.0464916 0.0076150293 0.011028208636679729 0 +518 0 -4.8959603 0.01803545 0.026257150944159223 0 +519 1 6.535844 0.9907582 0.013395120416830476 1 +520 0 -6.3523164 0.006047887 0.0087517478359504901 0 +521 0 -4.9303293 0.017579472 0.02558738782535638 0 +522 1 5.502533 0.97998166 0.029173343678465424 1 +523 1 7.699238 0.9961555 0.0055571295392400502 1 +524 0 -5.0078387 0.016592305 0.02413845106369562 0 +525 0 -5.189559 0.014486661 0.021052696761167319 0 +526 0 -5.020991 0.016430292 0.023900791829114004 0 +527 0 -4.046695 0.03379773 0.049602852281362811 0 +528 0 -3.1803741 0.063221365 0.094219922377553209 0 +529 0 -4.624505 0.022068355 0.032194467339038989 0 +530 1 6.515935 0.9906189 0.013597970981112992 1 +531 0 -4.1128182 0.0321975 0.047215431190392593 0 +532 0 -5.559344 0.010982096 0.015931457121809788 0 +533 0 -5.0078387 0.016592305 0.02413845106369562 0 +534 0 -5.4818344 0.011639432 0.016890641442649377 0 +535 0 -4.5760565 0.022875603 0.03338585296537417 0 +536 0 -3.5726995 0.047724232 0.070548673242470078 0 +537 0 -3.279101 0.05892835 0.087623528685202179 0 +538 0 -4.533843 0.02360242 0.034459376167277234 0 +539 0 -3.5858517 0.047272857 0.069865003739744969 0 +540 0 -3.6101003 0.046451267 0.068621422453170058 0 +541 0 -5.4949865 0.011525215 0.016723929655280523 0 +542 0 -4.2921433 0.02821799 0.041295369834781166 0 +543 0 -4.533843 0.02360242 0.034459376167277234 0 +544 0 -4.589209 0.022653647 0.033058177993601175 0 +545 0 -4.0598474 0.03347344 0.049118716145619364 0 +546 1 11.390257 0.99976534 0.00033858757684800106 1 +547 0 -6.0596447 0.0075399973 0.010919133821803805 0 +548 0 -5.5856485 0.0107674645 0.015618404699454138 0 +549 1 6.3187494 0.98912174 0.015780004831897315 1 +550 0 -5.0078387 0.016592305 0.02413845106369562 0 +551 0 -5.4686823 0.011754767 0.017059004011272673 0 +552 0 -3.1100616 0.06645482 0.099208250366772804 0 +553 0 -1.7353673 0.16803056 0.26539755882168281 0 +554 0 -5.4949865 0.011525215 0.016723929655280523 0 +555 0 -1.9254994 0.14882071 0.23246505112097871 0 +556 0 -3.4240565 0.053118054 0.078743527992808426 0 +557 0 -3.93614 0.03664608 0.053862176491974861 0 +558 0 -5.4818344 0.011639432 0.016890641442649377 0 +559 0 -4.0598474 0.03347344 0.049118716145619364 0 +560 0 -3.5726995 0.047724232 0.070548673242470078 0 +561 0 -3.5726995 0.047724232 0.070548673242470078 0 +562 0 -5.4686823 0.011754767 0.017059004011272673 0 +563 0 -5.0078387 0.016592305 0.02413845106369562 0 +564 0 -3.849667 0.039033562 0.057442049421200084 0 +565 1 12.08609 0.9998616 0.00019968567641750592 1 +566 0 -4.2270923 0.029603122 0.043353185624129376 0 +567 0 -3.6343493 0.045643255 0.067399438854885543 0 +568 1 4.1473055 0.94597834 0.080120938914498979 1 +569 1 10.713882 0.9996081 0.00056550378256940248 1 +570 1 8.017664 0.99697804 0.0043663610015818432 1 +571 1 11.034657 0.99969274 0.00044335339890107668 1 +572 0 -5.0078387 0.016592305 0.02413845106369562 0 +573 0 -5.95583 0.008152756 0.011810148833251818 0 +574 1 5.950967 0.9856713 0.020821502205009505 1 +575 0 -3.279101 0.05892835 0.087623528685202179 0 +576 0 -4.0598474 0.03347344 0.049118716145619364 0 +577 0 -5.95583 0.008152756 0.011810148833251818 0 +578 0 -5.95583 0.008152756 0.011810148833251818 0 +579 0 -5.4686823 0.011754767 0.017059004011272673 0 +580 0 -3.7662487 0.041477654 0.061116029294295819 0 +581 1 8.417797 0.9977674 0.0032245780320862543 1 +582 1 7.907978 0.9967167 0.0047446254970359954 1 +583 0 -5.4949865 0.011525215 0.016723929655280523 0 +584 0 -2.9291954 0.075489886 0.11323899247123828 0 +585 0 -6.442978 0.0056481995 0.008171728927378108 0 +586 1 13.981018 0.9999671 4.7467992532759307E-05 1 +587 0 -3.8628192 0.038661044 0.056882898238471563 0 +588 1 5.463169 0.9793874 0.030048455526317758 1 +589 0 -4.5469956 0.023373578 0.034121284818622755 0 +590 1 3.9684038 0.9386083 0.0914048941554364 1 +591 1 5.966527 0.98583704 0.020578904318245012 1 +592 1 5.7801704 0.98372144 0.023678256090487241 1 +593 0 -4.253397 0.02903525 0.042509173626544897 0 +594 1 5.101776 0.97306114 0.039397632242971693 1 +595 0 -4.0598474 0.03347344 0.049118716145619364 0 +596 0 -4.2402444 0.029317858 0.04292914403934768 0 +597 0 -2.9855018 0.07256243 0.10867791847551245 0 +598 0 -5.0078387 0.016592305 0.02413845106369562 0 +599 0 -3.6294346 0.04580593 0.067645376058973333 0 +600 0 -5.0078387 0.016592305 0.02413845106369562 0 +601 0 -6.0464916 0.0076150293 0.011028208636679729 0 +602 0 -4.533843 0.02360242 0.034459376167277234 0 +603 1 4.8058825 0.96650916 0.049144684334205956 1 +604 1 6.1928043 0.9880442 0.01735250950197232 1 +605 1 9.95545 0.9993035 0.0010051587149210726 1 +606 0 -4.715564 0.020625811 0.030067920071712086 0 +607 0 -6.442978 0.0056481995 0.008171728927378108 0 +608 1 11.148426 0.9997181 0.00040671030044872971 1 +609 0 -4.5469956 0.023373578 0.034121284818622755 0 +610 1 8.926189 0.99848074 0.0021934995672910755 1 +611 1 6.9109592 0.993031 0.010089302795775161 1 +612 1 16.893513 0.99999636 5.2454803872987944E-06 1 +613 0 -5.226982 0.014086901 0.020467605961895518 0 +614 0 -5.5724964 0.010874255 0.015774155610380477 0 +615 0 -3.9466453 0.03636578 0.053442469747270488 0 +616 0 -5.0078387 0.016592305 0.02413845106369562 0 +617 0 ? ? ? 0 +618 0 -4.533843 0.02360242 0.034459376167277234 0 +619 0 -4.0598474 0.03347344 0.049118716145619364 0 +620 0 -5.0078387 0.016592305 0.02413845106369562 0 +621 0 0.3560543 0.4967158 0.99055482778522197 1 +622 0 -2.2074018 0.12371333 0.19052518105806376 0 +623 0 -6.442978 0.0056481995 0.008171728927378108 0 +624 0 -3.8450818 0.03916424 0.057638251306253135 0 +625 0 -3.4678864 0.0514704 0.076235297856163745 0 +626 1 5.760166 0.98347664 0.024037311317372478 1 +627 0 -4.1699953 0.03087303 0.045242403057694114 0 +628 0 -5.9689827 0.008072471 0.011693375209389432 0 +629 0 -5.020991 0.016430292 0.023900791829114004 0 +630 0 -3.358376 0.05568055 0.082653110243383579 0 +631 0 -4.0598474 0.03347344 0.049118716145619364 0 +632 0 -6.442978 0.0056481995 0.008171728927378108 0 +633 1 4.3299494 0.95263666 0.070002027657626642 1 +634 0 -5.4949865 0.011525215 0.016723929655280523 0 +635 0 -4.6141906 0.022237848 0.032444534178600062 0 +636 1 10.127518 0.9993887 0.00088219670683892097 1 +637 0 -2.4650183 0.1040373 0.1584894220773467 0 +638 0 -5.020991 0.016430292 0.023900791829114004 0 +639 0 -3.93614 0.03664608 0.053862176491974861 0 +640 0 -4.4101357 0.02586451 0.037805647681891714 0 +641 0 -5.0078387 0.016592305 0.02413845106369562 0 +642 0 -5.0078387 0.016592305 0.02413845106369562 0 +643 0 -6.442978 0.0056481995 0.008171728927378108 0 +644 0 -5.9689827 0.008072471 0.011693375209389432 0 +645 0 -5.0078387 0.016592305 0.02413845106369562 0 +646 0 -6.021953 0.007756997 0.011234610933401622 0 +647 0 -5.832123 0.0089476975 0.012966897604500274 0 +648 1 12.236198 0.9998765 0.00017818502951934642 1 +649 0 -5.0078387 0.016592305 0.02413845106369562 0 +650 0 -3.7496572 0.041980937 0.061873731573025101 0 +651 0 -5.2175484 0.0141866375 0.020613558272286822 0 +652 0 -3.8628192 0.038661044 0.056882898238471563 0 +653 0 -4.533843 0.02360242 0.034459376167277234 0 +654 0 -4.520691 0.023833439 0.034800762077037174 0 +655 0 -5.0078387 0.016592305 0.02413845106369562 0 +656 0 -4.0598474 0.03347344 0.049118716145619364 0 +657 0 -0.4869156 0.34240434 0.60472730798336727 0 +658 1 9.086258 0.9986542 0.0019429058245893991 1 +659 0 -6.442978 0.0056481995 0.008171728927378108 0 +660 0 -5.95583 0.008152756 0.011810148833251818 0 +661 0 -4.046695 0.03379773 0.049602852281362811 0 +662 0 -5.3686323 0.012669892 0.018395573044372514 0 +663 0 -5.3686323 0.012669892 0.018395573044372514 0 +664 0 -4.3969836 0.026117079 0.038179751109026085 0 +665 0 -6.442978 0.0056481995 0.008171728927378108 0 +666 0 -3.4969325 0.050405253 0.074616140216202456 0 +667 0 -4.520691 0.023833439 0.034800762077037174 0 +668 1 2.804366 0.8634336 0.21184286026666635 1 +669 1 8.147335 0.99726033 0.0039579294672795707 1 +670 1 6.4856215 0.99040276 0.013912762642680866 1 +671 0 -4.087837 0.03279327 0.048103809585535576 0 +672 0 -4.9946866 0.016755886 0.024378450658658433 0 +673 0 -3.9078827 0.037410382 0.055007231944439391 0 +674 0 -5.95583 0.008152756 0.011810148833251818 0 +675 0 -4.140195 0.03155662 0.046260392474474922 0 +676 0 -5.6622314 0.010165936 0.014741403595886524 0 +677 0 -4.5469956 0.023373578 0.034121284818622755 0 +678 0 -6.442978 0.0056481995 0.008171728927378108 0 +679 0 -5.9689827 0.008072471 0.011693375209389432 0 +680 1 16.780008 0.99999607 5.6754386418026423E-06 1 +681 1 9.801077 0.9992171 0.0011299384356403619 1 +682 0 -3.3756714 0.05499471 0.08160568921637594 0 +683 0 -6.442978 0.0056481995 0.008171728927378108 0 +684 0 -6.442978 0.0056481995 0.008171728927378108 0 +685 0 -6.442978 0.0056481995 0.008171728927378108 0 +686 0 -6.442978 0.0056481995 0.008171728927378108 0 +687 0 -4.613783 0.022244573 0.032454455742594257 0 +688 0 -5.020991 0.016430292 0.023900791829114004 0 +689 0 -4.177704 0.03069855 0.044982686688651997 0 +690 0 -5.832123 0.0089476975 0.012966897604500274 0 +691 1 4.4967804 0.95803064 0.061856295892801602 1 +692 0 -5.4949865 0.011525215 0.016723929655280523 0 +693 0 -4.684228 0.021111501 0.03078355747963463 0 +694 0 -4.954578 0.017264593 0.025125059765309599 0 +695 0 -5.9689827 0.008072471 0.011693375209389432 0 +696 1 6.7127876 0.9919097 0.011719331311161625 1 +697 1 5.064643 0.97231287 0.040507480679364792 1 +698 1 6.1036224 0.9872181 0.018559275661035816 1 diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt new file mode 100644 index 0000000000..5d98ed80f7 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration-out.txt @@ -0,0 +1,39 @@ +maml.exe TrainTest test=%Data% tr=AveragedPerceptron cali={} dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 160 instances with missing features during training (over 10 iterations; 16 inst/iter) +Not training a calibrator because a valid calibrator trainer was not provided. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 234 | 5 | 0.9791 + negative || 12 | 432 | 0.9730 + ||====================== +Precision || 0.9512 | 0.9886 | +OVERALL 0/1 ACCURACY: 0.975110 +LOG LOSS/instance: NaN +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.000000 +AUC: 0.996146 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996146 (0.0000) +Accuracy: 0.975110 (0.0000) +Positive precision: 0.951220 (0.0000) +Positive recall: 0.979079 (0.0000) +Negative precision: 0.988558 (0.0000) +Negative recall: 0.972973 (0.0000) +Log-loss: NaN (0.0000) +Log-loss reduction: 0.000000 (0.0000) +F1 Score: 0.964948 (0.0000) +AUPRC: 0.992065 (0.0000) + +--------------------------------------- +Warning: Data does not contain a probability column. Will not output the Log-loss column +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt new file mode 100644 index 0000000000..9601be0f40 --- /dev/null +++ b/test/BaselineOutput/Common/AveragedPerceptron/osx-arm64/AveragedPerceptron-TrainTest-breast-cancer.nocalibration.txt @@ -0,0 +1,700 @@ +Instance Label Score Assigned +0 0 -3.5726995 0 +1 0 3.6101456 1 +2 0 -4.070944 0 +3 0 2.470542 1 +4 0 -3.4358397 0 +5 1 12.382593 1 +6 0 -1.4209604 0 +7 0 -4.701088 0 +8 0 -4.6745405 0 +9 0 -4.406417 0 +10 0 -5.559344 0 +11 0 -5.4818344 0 +12 1 -0.14206886 0 +13 0 -4.5691886 0 +14 1 9.321613 1 +15 1 1.3856993 1 +16 0 -4.533843 0 +17 0 -4.046695 0 +18 1 7.8903694 1 +19 0 -3.0987039 0 +20 1 7.528511 1 +21 1 7.875204 1 +22 0 -5.0078387 0 +23 1 ? 0 +24 0 -5.4686823 0 +25 1 1.741828 1 +26 0 -4.9710746 0 +27 0 -4.0598474 0 +28 0 -5.4818344 0 +29 0 -5.8557806 0 +30 0 -5.0985007 0 +31 0 -4.9946866 0 +32 1 7.46414 1 +33 0 -4.689259 0 +34 0 -4.71424 0 +35 0 -5.4818344 0 +36 1 9.099108 1 +37 0 -1.113348 0 +38 1 6.140953 1 +39 1 2.5109024 1 +40 0 ? 0 +41 1 3.3300762 1 +42 1 8.577511 1 +43 1 0.49126053 1 +44 1 8.255751 1 +45 0 -5.6322193 0 +46 1 4.5673847 1 +47 0 -5.95583 0 +48 0 -3.4358397 0 +49 1 5.3666544 1 +50 1 2.5949678 1 +51 1 0.12595749 1 +52 1 5.2992125 1 +53 1 8.407228 1 +54 1 7.649309 1 +55 1 4.478709 1 +56 1 5.5541325 1 +57 1 1.6657066 1 +58 1 2.5265894 1 +59 1 1.7368536 1 +60 1 2.3288136 1 +61 0 -5.5060835 0 +62 1 6.380088 1 +63 1 0.3348999 1 +64 0 -5.95583 0 +65 1 3.8072634 1 +66 0 -4.046695 0 +67 1 4.218013 1 +68 1 10.826723 1 +69 0 -5.271654 0 +70 0 -3.4726496 0 +71 1 7.895048 1 +72 0 -2.1755843 0 +73 1 8.9055195 1 +74 1 2.5993576 1 +75 0 -4.04116 0 +76 0 -5.075033 0 +77 0 -3.4995675 0 +78 0 -3.6211967 0 +79 0 -5.3911724 0 +80 0 -2.7157316 0 +81 0 -4.2284155 0 +82 0 -3.4452734 0 +83 0 -2.1223516 0 +84 1 9.694054 1 +85 1 6.2895613 1 +86 1 2.6168842 1 +87 1 6.91914 1 +88 0 -4.046695 0 +89 0 -5.085745 0 +90 0 -5.4686823 0 +91 0 -5.189559 0 +92 0 -4.046695 0 +93 0 -5.95583 0 +94 0 -4.9946866 0 +95 0 -5.4686823 0 +96 0 -5.663555 0 +97 0 -3.5726995 0 +98 1 8.590231 1 +99 1 10.917194 1 +100 1 4.8476706 1 +101 1 -0.84280396 0 +102 0 -3.7530966 0 +103 1 1.7746449 1 +104 1 12.140858 1 +105 1 2.5560703 1 +106 1 9.259367 1 +107 1 6.720646 1 +108 0 -5.5617743 0 +109 1 6.871725 1 +110 0 -2.766693 0 +111 1 3.848031 1 +112 1 9.425768 1 +113 1 9.506622 1 +114 0 -3.0727453 0 +115 0 -4.643991 0 +116 0 -0.6618881 0 +117 1 9.617277 1 +118 0 -5.3621607 0 +119 0 -3.9435177 0 +120 0 -4.8696556 0 +121 0 -3.469522 0 +122 1 9.680521 1 +123 1 3.8165932 1 +124 1 7.6522446 1 +125 0 -5.95583 0 +126 1 8.564953 1 +127 0 -4.520691 0 +128 1 4.848981 1 +129 0 -5.717684 0 +130 0 -3.4726496 0 +131 0 -4.9946866 0 +132 1 8.60223 1 +133 0 -4.8108106 0 +134 0 -4.9171767 0 +135 0 -2.7288966 0 +136 0 -4.533843 0 +137 0 -5.4949865 0 +138 0 -4.2402444 0 +139 0 ? 0 +140 0 -5.4949865 0 +141 0 -5.9689827 0 +142 1 4.4324036 1 +143 0 -4.643991 0 +144 0 -5.4818344 0 +145 0 ? 0 +146 1 1.3394356 1 +147 0 -5.4154215 0 +148 0 -1.012373 0 +149 1 11.461615 1 +150 0 -5.559344 0 +151 1 5.006485 1 +152 1 9.715746 1 +153 0 -4.1214976 0 +154 0 -6.442978 0 +155 1 3.7769232 1 +156 0 -5.5348053 0 +157 0 -4.9946866 0 +158 0 ? 0 +159 1 12.346203 1 +160 1 9.039492 1 +161 0 -3.849667 0 +162 0 -4.520691 0 +163 0 -3.387055 0 +164 0 ? 0 +165 0 -3.39992 0 +166 1 7.976183 1 +167 1 8.355644 1 +168 0 -4.520691 0 +169 0 -6.2282124 0 +170 0 -5.4949865 0 +171 0 -5.4686823 0 +172 0 -5.95583 0 +173 1 15.1560135 1 +174 1 6.1769247 1 +175 1 7.842922 1 +176 0 -4.9946866 0 +177 1 4.766121 1 +178 0 -4.046695 0 +179 1 2.290575 1 +180 0 -5.559344 0 +181 0 -6.442978 0 +182 0 -3.0987039 0 +183 1 9.159964 1 +184 1 6.2014647 1 +185 0 -5.0853486 0 +186 1 5.7654104 1 +187 1 13.977449 1 +188 1 9.065281 1 +189 0 -4.7540584 0 +190 1 11.957216 1 +191 1 10.956871 1 +192 0 -4.0598474 0 +193 0 -5.4686823 0 +194 0 -4.520691 0 +195 0 -4.046695 0 +196 0 6.8652763 1 +197 0 -2.6564164 0 +198 0 -6.442978 0 +199 0 -5.0078387 0 +200 1 10.36586 1 +201 1 9.8694935 1 +202 0 -5.4686823 0 +203 0 -3.5726995 0 +204 0 -5.4686823 0 +205 1 12.086601 1 +206 1 5.944168 1 +207 0 -5.559344 0 +208 0 -5.559344 0 +209 0 -3.6633615 0 +210 1 14.534113 1 +211 1 9.64962 1 +212 0 -5.4686823 0 +213 1 14.529058 1 +214 1 13.868914 1 +215 1 7.643732 1 +216 0 -5.95583 0 +217 0 -5.4686823 0 +218 1 7.88678 1 +219 0 -2.511506 0 +220 0 -5.1632547 0 +221 1 10.395216 1 +222 1 -2.214662 0 +223 1 5.7424126 1 +224 1 9.995327 1 +225 0 -5.95583 0 +226 1 10.225868 1 +227 1 7.459608 1 +228 0 -5.559344 0 +229 1 12.666513 1 +230 1 6.1583214 1 +231 1 8.623034 1 +232 0 1.2822819 1 +233 1 6.3825197 1 +234 0 -2.8964381 0 +235 0 ? 0 +236 1 11.420414 1 +237 1 6.535795 1 +238 1 12.422874 1 +239 1 5.9025297 1 +240 0 -2.0179915 0 +241 0 -4.0004973 0 +242 0 -4.9946866 0 +243 0 -2.6953988 0 +244 0 -5.4686823 0 +245 0 -2.817525 0 +246 1 11.424002 1 +247 1 3.104393 1 +248 0 -3.0615559 0 +249 0 ? 0 +250 0 -6.021953 0 +251 1 8.872498 1 +252 0 4.5387735 1 +253 1 8.577511 1 +254 1 6.380088 1 +255 1 4.052039 1 +256 0 -5.4949865 0 +257 0 -5.0078387 0 +258 0 -4.520691 0 +259 0 2.9647484 1 +260 1 9.870924 1 +261 1 12.206299 1 +262 1 9.653839 1 +263 1 8.981979 1 +264 1 5.664708 1 +265 0 -2.494875 0 +266 1 7.3661633 1 +267 1 3.3009605 1 +268 1 9.372967 1 +269 0 -5.4686823 0 +270 1 6.031377 1 +271 0 -3.5726995 0 +272 1 3.3009605 1 +273 1 0.21747208 1 +274 0 -4.3236628 0 +275 0 ? 0 +276 0 -5.0078387 0 +277 0 -5.95583 0 +278 0 -5.4686823 0 +279 1 7.127905 1 +280 0 -4.520691 0 +281 0 -4.689259 0 +282 1 4.4381237 1 +283 1 6.0636253 1 +284 1 7.431343 1 +285 1 14.218479 1 +286 1 15.281261 1 +287 0 -4.9171767 0 +288 1 2.2163515 1 +289 1 8.312021 1 +290 0 -6.442978 0 +291 0 -5.4686823 0 +292 1 ? 0 +293 1 5.542122 1 +294 0 ? 0 +295 1 7.7866364 1 +296 0 1.823431 1 +297 0 ? 0 +298 0 -2.725597 0 +299 1 7.8274345 1 +300 1 7.348074 1 +301 0 -5.4686823 0 +302 1 15.735762 1 +303 0 -5.4686823 0 +304 1 5.9607973 1 +305 1 8.459471 1 +306 0 -5.4686823 0 +307 0 -5.4686823 0 +308 1 7.422592 1 +309 0 -1.7474074 0 +310 0 -5.3911724 0 +311 0 -6.442978 0 +312 1 3.629469 1 +313 0 -6.442978 0 +314 0 -6.0464916 0 +315 0 ? 0 +316 1 3.6177397 1 +317 1 9.215706 1 +318 0 -5.1966968 0 +319 0 2.6369457 1 +320 1 7.3824844 1 +321 0 ? 0 +322 0 -4.520691 0 +323 1 5.5612926 1 +324 0 -5.4686823 0 +325 0 -4.1927576 0 +326 1 4.4103804 1 +327 0 -5.95583 0 +328 1 3.373887 1 +329 1 7.8321323 1 +330 1 5.8562517 1 +331 0 -3.2490892 0 +332 0 -3.1363664 0 +333 1 4.914962 1 +334 1 5.9119463 1 +335 0 -6.442978 0 +336 1 5.54352 1 +337 0 -5.4686823 0 +338 0 -6.0464916 0 +339 1 5.684024 1 +340 1 6.620782 1 +341 0 -5.4686823 0 +342 0 -5.9689827 0 +343 0 -6.442978 0 +344 1 10.162451 1 +345 0 -6.442978 0 +346 0 -3.335825 0 +347 0 -6.1395845 0 +348 1 0.15727425 1 +349 1 4.0622606 1 +350 0 -3.93614 0 +351 0 -4.9946866 0 +352 0 0.4719286 1 +353 1 8.696344 1 +354 0 -5.95583 0 +355 0 -4.2461534 0 +356 1 -0.69921684 0 +357 1 12.852016 1 +358 1 5.5822067 1 +359 1 5.3672857 1 +360 1 15.333872 1 +361 1 6.31769 1 +362 0 -3.5059962 0 +363 0 -2.065846 0 +364 0 -4.9946866 0 +365 0 -5.4818344 0 +366 1 13.694569 1 +367 1 11.299242 1 +368 0 -5.8557806 0 +369 0 -5.4592943 0 +370 0 -3.8947306 0 +371 0 -5.8557806 0 +372 0 -4.2402444 0 +373 0 -3.7544198 0 +374 0 -4.71424 0 +375 0 -6.442978 0 +376 0 -5.95583 0 +377 0 -6.0464916 0 +378 0 -3.803866 0 +379 0 -2.2557268 0 +380 0 -6.442978 0 +381 1 10.07641 1 +382 0 -3.59721 0 +383 0 -5.9689827 0 +384 0 -5.9689827 0 +385 0 -3.7061968 0 +386 1 6.0875874 1 +387 0 -2.33456 0 +388 0 -5.284807 0 +389 0 -3.3224106 0 +390 0 -5.6504025 0 +391 1 10.030338 1 +392 0 -5.0078387 0 +393 0 -6.53364 0 +394 0 -5.241206 0 +395 0 -5.0078387 0 +396 0 -4.520691 0 +397 0 -5.020991 0 +398 0 -4.6833844 0 +399 0 -5.7283545 0 +400 1 10.056744 1 +401 0 -5.4949865 0 +402 0 -3.2177973 0 +403 0 -4.145746 0 +404 0 -5.5076685 0 +405 0 -5.95583 0 +406 0 -4.1128182 0 +407 0 -5.95583 0 +408 0 -3.6910605 0 +409 0 -4.71424 0 +410 0 -5.95583 0 +411 0 ? 0 +412 1 9.230707 1 +413 0 -3.279101 0 +414 1 6.7173805 1 +415 0 -0.66683483 0 +416 1 8.809383 1 +417 0 -5.95583 0 +418 0 -1.8758616 0 +419 0 -5.4421444 0 +420 0 -2.5893164 0 +421 1 11.824856 1 +422 0 -2.8105893 0 +423 0 -3.4726496 0 +424 0 -5.4949865 0 +425 1 14.817661 1 +426 0 -2.8241491 0 +427 1 4.3530817 1 +428 0 -5.95583 0 +429 0 -5.4818344 0 +430 0 -5.50395 0 +431 0 -2.5834923 0 +432 0 -3.8628192 0 +433 0 -4.463106 0 +434 0 5.0084 1 +435 1 7.44433 1 +436 1 3.841198 1 +437 0 -5.020991 0 +438 0 -3.822938 0 +439 0 -4.5469956 0 +440 1 10.154686 1 +441 0 -1.8604474 0 +442 0 -4.9326286 0 +443 0 -5.9932313 0 +444 0 -2.442047 0 +445 0 -5.9689827 0 +446 0 -6.442978 0 +447 0 -4.5469956 0 +448 0 -6.53364 0 +449 1 10.298002 1 +450 0 -4.01365 0 +451 0 -4.5469956 0 +452 0 -4.8841314 0 +453 1 8.777969 1 +454 0 -5.6234684 0 +455 1 0.8163538 1 +456 1 10.487385 1 +457 1 9.062626 1 +458 0 -4.253397 0 +459 0 -3.9597979 0 +460 0 -3.93614 0 +461 0 -3.6959996 0 +462 0 -3.4621449 0 +463 0 -4.823963 0 +464 0 -5.020991 0 +465 1 9.785397 1 +466 1 9.541931 1 +467 1 7.7145195 1 +468 0 -5.020991 0 +469 0 -5.6622314 0 +470 0 -5.0985007 0 +471 0 -3.4621449 0 +472 0 -4.163662 0 +473 0 -5.020991 0 +474 0 -4.5469956 0 +475 0 -5.4949865 0 +476 0 -4.7273927 0 +477 0 -5.020991 0 +478 0 -4.4195695 0 +479 1 8.32148 1 +480 0 -4.6376576 0 +481 0 -3.0822616 0 +482 1 15.4814205 1 +483 1 10.906593 1 +484 0 -4.253397 0 +485 0 -5.0232906 0 +486 0 -5.0985007 0 +487 1 13.475906 1 +488 1 1.3273249 1 +489 1 -0.6232023 0 +490 0 -6.442978 0 +491 1 6.6713343 1 +492 0 -4.624505 0 +493 1 9.948912 1 +494 0 0.9629116 1 +495 0 -5.0985007 0 +496 0 -6.53364 0 +497 0 -4.8935647 0 +498 0 -4.533843 0 +499 0 -4.533843 0 +500 0 -3.0987039 0 +501 0 -4.533843 0 +502 0 -4.2284155 0 +503 0 -4.046695 0 +504 0 -6.442978 0 +505 0 -5.2401342 0 +506 1 10.447666 1 +507 0 -5.093737 0 +508 0 -4.5469956 0 +509 0 -5.9689827 0 +510 0 -6.442978 0 +511 0 -4.0598474 0 +512 0 -4.5469956 0 +513 0 -5.0985007 0 +514 1 10.719854 1 +515 1 8.6480255 1 +516 0 -6.53364 0 +517 0 -6.0464916 0 +518 0 -4.8959603 0 +519 1 6.535844 1 +520 0 -6.3523164 0 +521 0 -4.9303293 0 +522 1 5.502533 1 +523 1 7.699238 1 +524 0 -5.0078387 0 +525 0 -5.189559 0 +526 0 -5.020991 0 +527 0 -4.046695 0 +528 0 -3.1803741 0 +529 0 -4.624505 0 +530 1 6.515935 1 +531 0 -4.1128182 0 +532 0 -5.559344 0 +533 0 -5.0078387 0 +534 0 -5.4818344 0 +535 0 -4.5760565 0 +536 0 -3.5726995 0 +537 0 -3.279101 0 +538 0 -4.533843 0 +539 0 -3.5858517 0 +540 0 -3.6101003 0 +541 0 -5.4949865 0 +542 0 -4.2921433 0 +543 0 -4.533843 0 +544 0 -4.589209 0 +545 0 -4.0598474 0 +546 1 11.390257 1 +547 0 -6.0596447 0 +548 0 -5.5856485 0 +549 1 6.3187494 1 +550 0 -5.0078387 0 +551 0 -5.4686823 0 +552 0 -3.1100616 0 +553 0 -1.7353673 0 +554 0 -5.4949865 0 +555 0 -1.9254994 0 +556 0 -3.4240565 0 +557 0 -3.93614 0 +558 0 -5.4818344 0 +559 0 -4.0598474 0 +560 0 -3.5726995 0 +561 0 -3.5726995 0 +562 0 -5.4686823 0 +563 0 -5.0078387 0 +564 0 -3.849667 0 +565 1 12.08609 1 +566 0 -4.2270923 0 +567 0 -3.6343493 0 +568 1 4.1473055 1 +569 1 10.713882 1 +570 1 8.017664 1 +571 1 11.034657 1 +572 0 -5.0078387 0 +573 0 -5.95583 0 +574 1 5.950967 1 +575 0 -3.279101 0 +576 0 -4.0598474 0 +577 0 -5.95583 0 +578 0 -5.95583 0 +579 0 -5.4686823 0 +580 0 -3.7662487 0 +581 1 8.417797 1 +582 1 7.907978 1 +583 0 -5.4949865 0 +584 0 -2.9291954 0 +585 0 -6.442978 0 +586 1 13.981018 1 +587 0 -3.8628192 0 +588 1 5.463169 1 +589 0 -4.5469956 0 +590 1 3.9684038 1 +591 1 5.966527 1 +592 1 5.7801704 1 +593 0 -4.253397 0 +594 1 5.101776 1 +595 0 -4.0598474 0 +596 0 -4.2402444 0 +597 0 -2.9855018 0 +598 0 -5.0078387 0 +599 0 -3.6294346 0 +600 0 -5.0078387 0 +601 0 -6.0464916 0 +602 0 -4.533843 0 +603 1 4.8058825 1 +604 1 6.1928043 1 +605 1 9.95545 1 +606 0 -4.715564 0 +607 0 -6.442978 0 +608 1 11.148426 1 +609 0 -4.5469956 0 +610 1 8.926189 1 +611 1 6.9109592 1 +612 1 16.893513 1 +613 0 -5.226982 0 +614 0 -5.5724964 0 +615 0 -3.9466453 0 +616 0 -5.0078387 0 +617 0 ? 0 +618 0 -4.533843 0 +619 0 -4.0598474 0 +620 0 -5.0078387 0 +621 0 0.3560543 1 +622 0 -2.2074018 0 +623 0 -6.442978 0 +624 0 -3.8450818 0 +625 0 -3.4678864 0 +626 1 5.760166 1 +627 0 -4.1699953 0 +628 0 -5.9689827 0 +629 0 -5.020991 0 +630 0 -3.358376 0 +631 0 -4.0598474 0 +632 0 -6.442978 0 +633 1 4.3299494 1 +634 0 -5.4949865 0 +635 0 -4.6141906 0 +636 1 10.127518 1 +637 0 -2.4650183 0 +638 0 -5.020991 0 +639 0 -3.93614 0 +640 0 -4.4101357 0 +641 0 -5.0078387 0 +642 0 -5.0078387 0 +643 0 -6.442978 0 +644 0 -5.9689827 0 +645 0 -5.0078387 0 +646 0 -6.021953 0 +647 0 -5.832123 0 +648 1 12.236198 1 +649 0 -5.0078387 0 +650 0 -3.7496572 0 +651 0 -5.2175484 0 +652 0 -3.8628192 0 +653 0 -4.533843 0 +654 0 -4.520691 0 +655 0 -5.0078387 0 +656 0 -4.0598474 0 +657 0 -0.4869156 0 +658 1 9.086258 1 +659 0 -6.442978 0 +660 0 -5.95583 0 +661 0 -4.046695 0 +662 0 -5.3686323 0 +663 0 -5.3686323 0 +664 0 -4.3969836 0 +665 0 -6.442978 0 +666 0 -3.4969325 0 +667 0 -4.520691 0 +668 1 2.804366 1 +669 1 8.147335 1 +670 1 6.4856215 1 +671 0 -4.087837 0 +672 0 -4.9946866 0 +673 0 -3.9078827 0 +674 0 -5.95583 0 +675 0 -4.140195 0 +676 0 -5.6622314 0 +677 0 -4.5469956 0 +678 0 -6.442978 0 +679 0 -5.9689827 0 +680 1 16.780008 1 +681 1 9.801077 1 +682 0 -3.3756714 0 +683 0 -6.442978 0 +684 0 -6.442978 0 +685 0 -6.442978 0 +686 0 -6.442978 0 +687 0 -4.613783 0 +688 0 -5.020991 0 +689 0 -4.177704 0 +690 0 -5.832123 0 +691 1 4.4967804 1 +692 0 -5.4949865 0 +693 0 -4.684228 0 +694 0 -4.954578 0 +695 0 -5.9689827 0 +696 1 6.7127876 1 +697 1 5.064643 1 +698 1 6.1036224 1 diff --git a/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-1-out.txt b/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-1-out.txt new file mode 100644 index 0000000000..09df0d1081 --- /dev/null +++ b/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-1-out.txt @@ -0,0 +1 @@ +Saving predictor summary diff --git a/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-out.txt b/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-out.txt new file mode 100644 index 0000000000..bc48e58c54 --- /dev/null +++ b/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-out.txt @@ -0,0 +1,15 @@ +maml.exe Train tr=MultiClassLogisticRegression{maxiter=100 t=- stat=+} loader=TextLoader{col=Label:TX:4 col=Features:R4:0-3 sep=,} data=%Data% out=%Output% seed=1 xf=Term{col=Label} +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 15 weights. +Model trained with 150 training examples. +Residual Deviance: 132.4371 +Null Deviance: 329.58368 +AIC: 152.4371 +Not training a calibrator because it is not needed. +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-summary.txt b/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-summary.txt new file mode 100644 index 0000000000..1204009799 --- /dev/null +++ b/test/BaselineOutput/Common/Command/osx-arm64/CommandTrainMlrWithStats-summary.txt @@ -0,0 +1,17 @@ +LbfgsMaximumEntropyMulticlassTrainer bias and non-zero weights + Iris-setosa+(Bias) 2.2171915 + Iris-versicolor+(Bias) 0.76931 + Iris-virginica+(Bias) -2.9864972 + Iris-setosa+f3 -3.179184 + Iris-setosa+f2 -2.8718326 + Iris-setosa+f1 0.5830593 + Iris-versicolor+f1 -0.68959576 + Iris-virginica+f3 3.145027 + Iris-virginica+f2 1.882819 + Iris-virginica+f0 0.0037482954 + +*** MODEL STATISTICS SUMMARY *** +Count of training examples: 150 +Residual Deviance: 132.4371 +Null Deviance: 329.58368 +AIC: 152.4371 diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer-out.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer-out.txt new file mode 100644 index 0000000000..e9a8e91fcc --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer-out.txt @@ -0,0 +1,56 @@ +maml.exe CV tr=LdSvm{iter=1000} threads=- dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 8 rows with missing feature/label values +Training calibrator. +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 8 rows with missing feature/label values +Training calibrator. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 134 | 0 | 1.0000 + negative || 12 | 208 | 0.9455 + ||====================== +Precision || 0.9178 | 1.0000 | +OVERALL 0/1 ACCURACY: 0.966102 +LOG LOSS/instance: 0.121887 +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.872636 +AUC: 0.994437 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 101 | 4 | 0.9619 + negative || 5 | 219 | 0.9777 + ||====================== +Precision || 0.9528 | 0.9821 | +OVERALL 0/1 ACCURACY: 0.972644 +LOG LOSS/instance: 0.160647 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.822185 +AUC: 0.984694 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.989565 (0.0049) +Accuracy: 0.969373 (0.0033) +Positive precision: 0.935319 (0.0175) +Positive recall: 0.980952 (0.0190) +Negative precision: 0.991031 (0.0090) +Negative recall: 0.961567 (0.0161) +Log-loss: 0.141267 (0.0194) +Log-loss reduction: 0.847411 (0.0252) +F1 Score: 0.957244 (0.0001) +AUPRC: 0.986457 (0.0034) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer.txt new file mode 100644 index 0000000000..5c27a8d6d0 --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-CV-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 3.0474453 0.9994966 0.00072646560889982241 1 +6 0 0.20119351 0.3968446 0.72939833128640874 1 +8 0 -1.2698665 0.0103569245 0.015019798026328253 0 +9 0 -1.3894278 0.0074190605 0.010743343940404436 0 +10 0 -1.344451 0.008412023 0.012187316136918923 0 +11 0 -1.3877528 0.0074538635 0.01079393032469096 0 +18 1 1.8441013 0.9853157 0.021342078203631754 1 +20 1 1.8220574 0.98439026 0.02269771346902881 1 +21 1 2.0383902 0.99144894 0.012389621545417531 1 +25 1 0.686989 0.72089237 0.47214421575833482 1 +28 0 -1.3877528 0.0074538635 0.01079393032469096 0 +31 0 -1.3567832 0.00812734 0.011773180672032832 0 +32 1 2.1794708 0.9942355 0.0083404554402042134 1 +35 0 -1.3877528 0.0074538635 0.01079393032469096 0 +37 0 -1.1515085 0.014393092 0.020915727338326071 0 +40 0 ? ? ? 0 +41 1 1.1106282 0.8948665 0.16025558173388371 1 +44 1 2.4147348 0.99701905 0.0043070208631295851 1 +45 0 -1.3475968 0.008338478 0.012080317449367115 0 +46 1 1.3397874 0.94194365 0.08628734590117855 1 +48 0 -1.3355757 0.008623002 0.012494309345479765 0 +50 1 0.93614846 0.83892894 0.25337948358329276 1 +51 1 0.44402552 0.56585175 0.82150397549816123 1 +52 1 1.3920381 0.94948345 0.074785234809580145 1 +54 1 2.0682673 0.99213326 0.011394183648129512 1 +56 1 1.4756995 0.95965576 0.059411105640928115 1 +60 1 0.92486376 0.8345901 0.26086032665918085 1 +63 1 0.628109 0.6863574 0.54296812694597407 1 +64 0 -1.3824838 0.0075644017 0.010954609816905481 0 +66 0 -1.356407 0.008135879 0.01178560127249138 0 +68 1 2.7350605 0.998788 0.0017496080888680819 1 +69 0 -1.3430442 0.00844512 0.01223547138758322 0 +70 0 -1.3274422 0.00882095 0.012782400606890431 0 +71 1 2.5088794 0.9977114 0.0033055068339777546 1 +72 0 -1.0962008 0.016777162 0.024409667586753111 0 +73 1 2.0166745 0.99091476 0.013167132026296508 1 +74 1 0.89674574 0.8233718 0.28038400847454559 1 +76 0 -1.3025879 0.009454169 0.01370436744687141 0 +77 0 -1.372789 0.0077720587 0.01125651057865878 0 +79 0 -1.3969742 0.00726425 0.010518347766608642 0 +82 0 -1.3485314 0.008316752 0.012048709045009985 0 +88 0 -1.356407 0.008135879 0.01178560127249138 0 +90 0 -1.3541391 0.008187561 0.011860776025037548 0 +91 0 -1.4125189 0.006955395 0.010069573522678576 0 +92 0 -1.356407 0.008135879 0.01178560127249138 0 +93 0 -1.3824838 0.0075644017 0.010954609816905481 0 +95 0 -1.3541391 0.008187561 0.011860776025037548 0 +96 0 -1.407162 0.00706033 0.010222030995856075 0 +97 0 -1.3535177 0.00820178 0.011881458472842533 0 +98 1 2.460168 0.99737597 0.0037906576977285817 1 +99 1 2.5687213 0.99806553 0.0027935513577779722 1 +100 1 1.5606362 0.9679606 0.046979775683377911 1 +102 0 -1.3243545 0.008897268 0.012893488577931858 0 +104 1 3.3844311 0.999805 0.00028139105704564227 1 +105 1 1.0054644 0.86358684 0.21158683122054089 1 +106 1 2.0241597 0.9911025 0.012893801739185438 1 +108 0 -1.3611571 0.008028683 0.011629689783881961 0 +109 1 1.7738258 0.9821608 0.025968842270021025 1 +111 1 1.120732 0.8975125 0.15599607005086905 1 +112 1 2.0702221 0.9921761 0.011331866991498407 1 +113 1 2.6673362 0.9985338 0.0021168528741522283 1 +115 0 -1.1908348 0.012904211 0.018738002418879417 0 +117 1 2.4102461 0.99698126 0.0043617034024468595 1 +120 0 -1.3175217 0.009068493 0.013142752549074526 0 +121 0 -1.2930973 0.009707668 0.014073626395855746 0 +122 1 2.5920072 0.9981881 0.0026164213934750788 1 +123 1 1.3575367 0.9446164 0.082199546354106631 1 +125 0 -1.3824838 0.0075644017 0.010954609816905481 0 +128 1 1.2229215 0.92111194 0.11855159937536411 1 +129 0 -1.4810534 0.005742031 0.0083078747943356943 0 +131 0 -1.3567832 0.00812734 0.011773180672032832 0 +132 1 2.1758904 0.99417746 0.0084246990575953199 1 +133 0 -1.3795488 0.0076266807 0.011045147010269162 0 +137 0 -1.4212383 0.006787895 0.0098262504160423186 0 +138 0 -1.3622141 0.00800502 0.011595275332126962 0 +141 0 -1.4153198 0.0069011464 0.0099907633054690075 0 +144 0 -1.3877528 0.0074538635 0.01079393032469096 0 +145 0 ? ? ? 0 +147 0 -1.3370005 0.0085887825 0.012444512371985041 0 +150 0 -1.344451 0.008412023 0.012187316136918923 0 +151 1 1.4807321 0.96020067 0.058592156154614702 1 +152 1 2.4052415 0.9969385 0.0044235471944182687 1 +154 0 -1.4073313 0.0070569874 0.010217174483093856 0 +156 0 -1.3562319 0.008139859 0.01179138964207283 0 +161 0 -1.3440746 0.008420865 0.012200180686361757 0 +164 0 ? ? ? 0 +167 1 2.327409 0.9961915 0.0055049912716457856 1 +169 0 -1.3867735 0.007474287 0.01082361669932313 0 +171 0 -1.3541391 0.008187561 0.011860776025037548 0 +173 1 3.8103282 0.9999412 8.4875934841749479E-05 1 +174 1 1.5558184 0.9675373 0.047610838532133999 1 +176 0 -1.3567832 0.00812734 0.011773180672032832 0 +177 1 1.7681215 0.98187727 0.026385392991038807 1 +179 1 0.9043908 0.8264799 0.27494834069664947 1 +180 0 -1.344451 0.008412023 0.012187316136918923 0 +181 0 -1.4073313 0.0070569874 0.010217174483093856 0 +183 1 2.2621882 0.9954275 0.0066118665007787241 1 +187 1 3.3150563 0.99976295 0.00034202804131799977 1 +188 1 2.2829006 0.99568534 0.0062382076396464391 1 +189 0 -1.2951089 0.009653379 0.01399453881252976 0 +191 1 2.7087271 0.99869484 0.0018841819027780949 1 +192 0 -1.3918755 0.007368491 0.01066984425041485 0 +196 0 1.7893257 0.98290944 5.8706566036667214 1 +198 0 -1.4073313 0.0070569874 0.010217174483093856 0 +199 0 -1.3910311 0.0073858965 0.010695141685133856 0 +201 1 2.6563725 0.9984879 0.0021831649441904225 1 +202 0 -1.3541391 0.008187561 0.011860776025037548 0 +204 0 -1.3541391 0.008187561 0.011860776025037548 0 +205 1 2.96823 0.99937093 0.00090783802421264394 1 +206 1 1.6825624 0.97705513 0.033488123297411646 1 +207 0 -1.344451 0.008412023 0.012187316136918923 0 +209 0 -1.3488902 0.008308425 0.012036595089804467 0 +210 1 3.414202 0.99982065 0.00025877110426424636 1 +211 1 2.3202248 0.996114 0.005617211733971751 1 +212 0 -1.3541391 0.008187561 0.011860776025037548 0 +216 0 -1.3824838 0.0075644017 0.010954609816905481 0 +218 1 2.2236955 0.99490684 0.0073666484815783553 1 +219 0 -1.2781773 0.01011986 0.01467424846644648 0 +223 1 1.5722072 0.9689555 0.045497659528959483 1 +226 1 2.3980641 0.99687624 0.0045136868970818067 1 +228 0 -1.344451 0.008412023 0.012187316136918923 0 +233 1 1.5598208 0.9678893 0.047086029401701909 1 +237 1 1.8704861 0.9863525 0.019824764838181939 1 +239 1 1.43867 0.9554209 0.065791641444191154 1 +240 0 -1.2196602 0.011910447 0.017286292014461076 0 +241 0 -1.3313541 0.008725187 0.012643020660136391 0 +242 0 -1.3567832 0.00812734 0.011773180672032832 0 +244 0 -1.3541391 0.008187561 0.011860776025037548 0 +246 1 2.6854517 0.99860656 0.0020117071256267488 1 +247 1 0.8743888 0.81403214 0.29684234272550675 1 +248 0 -1.2940933 0.009680752 0.014034414465671377 0 +249 0 ? ? ? 0 +250 0 -1.3845378 0.007521119 0.01089169142835447 0 +252 0 1.1779606 0.911411 3.4967284121852713 1 +254 1 1.8960146 0.9872868 0.018458847448513154 1 +257 0 -1.3910311 0.0073858965 0.010695141685133856 0 +258 0 -1.3575174 0.008110696 0.011748972390539974 0 +259 0 1.0746969 0.88496345 3.1198358157646471 1 +260 1 2.202103 0.9945894 0.0078270562933450694 1 +262 1 2.365494 0.9965774 0.0049462633104122239 1 +267 1 1.1555468 0.9061826 0.14212632603824391 1 +268 1 2.5142045 0.9977454 0.0032563801827388637 1 +269 0 -1.3541391 0.008187561 0.011860776025037548 0 +271 0 -1.3535177 0.00820178 0.011881458472842533 0 +272 1 1.1555468 0.9061826 0.14212632603824391 1 +275 0 ? ? ? 0 +276 0 -1.3910311 0.0073858965 0.010695141685133856 0 +277 0 -1.3824838 0.0075644017 0.010954609816905481 0 +278 0 -1.3541391 0.008187561 0.011860776025037548 0 +279 1 1.815 0.98408204 0.023149496455253025 1 +280 0 -1.3575174 0.008110696 0.011748972390539974 0 +283 1 1.4503919 0.9568054 0.063702551009688149 1 +284 1 1.592083 0.97059506 0.043058574951168507 1 +285 1 3.520651 0.9998671 0.00019177340109716992 1 +288 1 0.9325671 0.837562 0.25573206352224315 1 +290 0 -1.4073313 0.0070569874 0.010217174483093856 0 +291 0 -1.3541391 0.008187561 0.011860776025037548 0 +293 1 1.1886965 0.9138209 0.13001662075781911 1 +296 0 0.852236 0.8044064 2.3540689632720206 1 +297 0 ? ? ? 0 +299 1 1.8565731 0.9858151 0.020611004105986565 1 +300 1 1.981561 0.98998034 0.014528219857147667 1 +301 0 -1.3541391 0.008187561 0.011860776025037548 0 +303 0 -1.3541391 0.008187561 0.011860776025037548 0 +304 1 1.3450185 0.9427437 0.085062461973384115 1 +308 1 2.1038568 0.99287784 0.010311868604900213 1 +309 0 -1.045023 0.01932672 0.02815552561065272 0 +311 0 -1.4073313 0.0070569874 0.010217174483093856 0 +312 1 1.3477138 0.9431519 0.084437964410876629 1 +314 0 -1.3709929 0.007811147 0.011313345585146786 0 +316 1 1.16162 0.907626 0.13983020017170766 1 +317 1 2.3650033 0.9965726 0.0049531662590603515 1 +319 0 1.1936406 0.91491073 3.5548790370896386 1 +321 0 ? ? ? 0 +323 1 1.3354267 0.9412687 0.0873214999330158 1 +327 0 -1.3824838 0.0075644017 0.010954609816905481 0 +328 1 1.1397437 0.90233165 0.14827030415607176 1 +329 1 1.9635315 0.98946416 0.015280637915539158 1 +331 0 -1.3103411 0.00925195 0.013409872667286195 0 +332 0 -1.3317995 0.008714351 0.01262725019105076 0 +333 1 1.3300217 0.9404219 0.088619990628239872 1 +336 1 1.3654449 0.9457696 0.080439312852890632 1 +338 0 -1.3709929 0.007811147 0.011313345585146786 0 +343 0 -1.4073313 0.0070569874 0.010217174483093856 0 +344 1 2.7230492 0.99874634 0.0018097902198505884 1 +346 0 -1.3630476 0.00798641 0.011568209473485481 0 +347 0 -1.3742268 0.007740909 0.01121121940556827 0 +348 1 0.61363834 0.6775224 0.56165940530387037 1 +349 1 1.2526011 0.92697334 0.10940024322687147 1 +350 0 -1.4074693 0.0070542675 0.010213222573864719 0 +352 0 0.8068269 0.7835098 2.2076263151939668 1 +353 1 2.2494905 0.99526185 0.0068519540819530645 1 +354 0 -1.3824838 0.0075644017 0.010954609816905481 0 +355 0 -1.3868444 0.0074728057 0.010821463589156165 0 +358 1 1.7222334 0.9794297 0.029986118067341812 1 +360 1 3.9277232 0.99995774 6.0969138008471288E-05 1 +361 1 1.747558 0.980818 0.027942678046863904 1 +366 1 3.396482 0.9998115 0.00027201620468366962 1 +368 0 -1.3595657 0.008064439 0.011681692271414672 0 +370 0 -1.3587415 0.00808302 0.011708718267701181 0 +371 0 -1.3595657 0.008064439 0.011681692271414672 0 +373 0 -1.3815197 0.0075848047 0.010984269712626902 0 +376 0 -1.3824838 0.0075644017 0.010954609816905481 0 +377 0 -1.3709929 0.007811147 0.011313345585146786 0 +378 0 -1.3578423 0.00810334 0.011738272435188768 0 +379 0 0.14695159 0.3609318 0.64595822511674428 1 +381 1 2.3322043 0.99624234 0.0054313621263105127 1 +383 0 -1.4153198 0.0069011464 0.0099907633054690075 0 +384 0 -1.4153198 0.0069011464 0.0099907633054690075 0 +387 0 -1.2609009 0.010618832 0.015401655505292475 0 +388 0 -1.3766942 0.0076877405 0.011133917467405064 0 +389 0 -1.32532 0.008873334 0.012858649473994632 0 +391 1 2.2887917 0.995756 0.0061358699807907233 1 +392 0 -1.3910311 0.0073858965 0.010695141685133856 0 +395 0 -1.3910311 0.0073858965 0.010695141685133856 0 +396 0 -1.3575174 0.008110696 0.011748972390539974 0 +398 0 -1.3772874 0.0076750126 0.011115412819218717 0 +399 0 -1.3591533 0.008073732 0.011695209269925415 0 +404 0 -1.3822056 0.007570284 0.010963160794009349 0 +406 0 -1.3585118 0.008088207 0.01171626185112898 0 +409 0 -1.3624074 0.008000699 0.011588990665730749 0 +413 0 -1.3200362 0.009005106 0.013050470874304736 0 +414 1 1.6673913 0.976078 0.034931693018538663 1 +415 0 0.37982842 0.5210451 1.0620382477020538 1 +416 1 2.4247103 0.99710137 0.0041879167013595996 1 +418 0 -1.183569 0.0131673515 0.019122648125974299 0 +419 0 -1.4414723 0.006414479 0.0092839449732496429 0 +422 0 -1.2530743 0.010852814 0.01574288318926876 0 +423 0 -1.3274422 0.00882095 0.012782400606890431 0 +428 0 -1.3824838 0.0075644017 0.010954609816905481 0 +429 0 -1.3877528 0.0074538635 0.01079393032469096 0 +430 0 -1.3707316 0.00781685 0.0113216386823481 0 +434 0 1.4417589 0.9557898 4.4994770744386834 1 +436 1 1.2907863 0.93392414 0.098622728451793831 1 +439 0 -1.4271215 0.006677149 0.0096653942217366593 0 +440 1 2.3807144 0.99672043 0.0047391902079353112 1 +441 0 -1.1865642 0.013058239 0.018963140001967877 0 +442 0 -1.2831612 0.009980279 0.014470831235235498 0 +449 1 2.5598128 0.99801654 0.0028643749683599827 1 +450 0 -1.3658835 0.007923411 0.011476593217827062 0 +451 0 -1.4271215 0.006677149 0.0096653942217366593 0 +452 0 -1.4037483 0.0071280175 0.010320381265115268 0 +453 1 2.3179283 0.99608886 0.0056536420993072755 1 +454 0 -1.4249032 0.006718695 0.0097257370342523231 0 +455 1 0.3999611 0.5351678 0.9019367445792692 1 +456 1 2.4434888 0.9972502 0.0039725882270034577 1 +457 1 2.5207386 0.9977864 0.0031970856809103807 1 +464 0 -1.4251505 0.0067140497 0.0097189897681745352 0 +465 1 2.518958 0.9977753 0.0032131156401730746 1 +466 1 2.3248029 0.99616355 0.0055454759549929339 1 +467 1 1.9593796 0.9893416 0.015459329697282682 1 +474 0 -1.4271215 0.006677149 0.0096653942217366593 0 +480 0 -1.4192325 0.0068260683 0.0098816999293552307 0 +482 1 4.1095786 0.99997467 3.6546776211294152E-05 1 +483 1 2.647091 0.99844795 0.0022408675370981235 1 +484 0 -1.3973569 0.007256486 0.010507064806219669 0 +487 1 3.2511928 0.9997163 0.00040937678560373927 1 +489 1 0.360086 0.5071632 0.97947795256207215 1 +492 0 -1.3849015 0.0075134803 0.010880587631990467 0 +493 1 2.46663 0.9974232 0.003722375003509186 1 +495 0 -1.3822527 0.0075692884 0.010961713514555773 0 +497 0 -1.4234164 0.0067466837 0.009766389709648847 0 +501 0 -1.3923836 0.0073580374 0.010654650977829595 0 +502 0 -1.382547 0.0075630667 0.010952669066255206 0 +504 0 -1.4073313 0.0070569874 0.010217174483093856 0 +507 0 -1.2444968 0.011115104 0.016125490562689179 0 +510 0 -1.4073313 0.0070569874 0.010217174483093856 0 +513 0 -1.3822527 0.0075692884 0.010961713514555773 0 +514 1 2.462861 0.99739575 0.0037620337506648277 1 +517 0 -1.3709929 0.007811147 0.011313345585146786 0 +519 1 1.8880223 0.9870013 0.018876110208130979 1 +520 0 -1.4197407 0.006816377 0.0098676222503032048 0 +521 0 -1.4334685 0.006559685 0.0094948004434342627 0 +522 1 1.506361 0.96286803 0.054590010762978612 1 +523 1 1.8088264 0.9838075 0.023552035355914804 1 +527 0 -1.356407 0.008135879 0.01178560127249138 0 +528 0 -1.3525504 0.008223958 0.011913720269502576 0 +529 0 -1.3849015 0.0075134803 0.010880587631990467 0 +531 0 -1.3585118 0.008088207 0.01171626185112898 0 +532 0 -1.344451 0.008412023 0.012187316136918923 0 +533 0 -1.3910311 0.0073858965 0.010695141685133856 0 +534 0 -1.3877528 0.0074538635 0.01079393032469096 0 +535 0 -1.2884777 0.009833484 0.014256931645800466 0 +538 0 -1.3923836 0.0073580374 0.010654650977829595 0 +539 0 -1.3895725 0.0074160607 0.010738983816747956 0 +540 0 -1.3330666 0.008683593 0.012582486582521051 0 +541 0 -1.4212383 0.006787895 0.0098262504160423186 0 +544 0 -1.3229525 0.008932139 0.012944248701999188 0 +546 1 2.6300147 0.9983716 0.0023511978747729474 1 +547 0 -1.4033918 0.007135122 0.010330704649961858 0 +548 0 -1.410696 0.006990927 0.010121195066890354 0 +549 1 1.7215137 0.97938883 0.030046348300619523 1 +557 0 -1.4074693 0.0070542675 0.010213222573864719 0 +558 0 -1.3877528 0.0074538635 0.01079393032469096 0 +559 0 -1.3918755 0.007368491 0.01066984425041485 0 +560 0 -1.3535177 0.00820178 0.011881458472842533 0 +561 0 -1.3535177 0.00820178 0.011881458472842533 0 +563 0 -1.3910311 0.0073858965 0.010695141685133856 0 +565 1 2.928609 0.9992967 0.0010149685917346942 1 +566 0 -1.3269476 0.008833132 0.012800131596193528 0 +569 1 2.7571857 0.9988611 0.0016440586543661584 1 +577 0 -1.3824838 0.0075644017 0.010954609816905481 0 +578 0 -1.3824838 0.0075644017 0.010954609816905481 0 +581 1 2.177377 0.9942016 0.0083896690298902142 1 +582 1 1.9229525 0.98820424 0.017118847879020967 1 +584 0 -1.3828883 0.0075558587 0.01094219095323869 0 +586 1 3.317056 0.99976426 0.00034013578484417618 1 +590 1 1.585611 0.9700706 0.043838346248815642 1 +593 0 -1.3973569 0.007256486 0.010507064806219669 0 +594 1 1.5261061 0.964805 0.051690700576640013 1 +600 0 -1.3910311 0.0073858965 0.010695141685133856 0 +602 0 -1.3923836 0.0073580374 0.010654650977829595 0 +604 1 1.70296 0.9783077 0.031639762574771253 1 +606 0 -1.4158835 0.006890279 0.0099749758022521888 0 +607 0 -1.4073313 0.0070569874 0.010217174483093856 0 +609 0 -1.4271215 0.006677149 0.0096653942217366593 0 +612 1 4.109482 0.99997467 3.6546776211294152E-05 1 +613 0 -1.3851435 0.0075084018 0.010873205455246756 0 +614 0 -1.3776377 0.0076675047 0.011104497537299673 0 +617 0 ? ? ? 0 +618 0 -1.3923836 0.0073580374 0.010654650977829595 0 +619 0 -1.3918755 0.007368491 0.01066984425041485 0 +621 0 0.61711067 0.67965436 1.642298738940817 1 +622 0 -1.3276519 0.0088157905 0.012774890758155792 0 +624 0 -1.3756379 0.007710458 0.011166945872080688 0 +627 0 -1.1951448 0.012750577 0.018513475652985063 0 +629 0 -1.4251505 0.0067140497 0.0097189897681745352 0 +633 1 1.3483261 0.9432442 0.084296742148500872 1 +634 0 -1.4212383 0.006787895 0.0098262504160423186 0 +638 0 -1.4251505 0.0067140497 0.0097189897681745352 0 +639 0 -1.4074693 0.0070542675 0.010213222573864719 0 +641 0 -1.3910311 0.0073858965 0.010695141685133856 0 +642 0 -1.3910311 0.0073858965 0.010695141685133856 0 +644 0 -1.4153198 0.0069011464 0.0099907633054690075 0 +645 0 -1.3910311 0.0073858965 0.010695141685133856 0 +649 0 -1.3910311 0.0073858965 0.010695141685133856 0 +652 0 -1.379579 0.0076260385 0.011044213468574433 0 +653 0 -1.3923836 0.0073580374 0.010654650977829595 0 +654 0 -1.3575174 0.008110696 0.011748972390539974 0 +656 0 -1.3918755 0.007368491 0.01066984425041485 0 +657 0 0.64017576 0.693623 1.7066201278605437 1 +660 0 -1.3824838 0.0075644017 0.010954609816905481 0 +661 0 -1.356407 0.008135879 0.01178560127249138 0 +665 0 -1.4073313 0.0070569874 0.010217174483093856 0 +668 1 1.3234377 0.9393749 0.090227013030842892 1 +670 1 1.8425549 0.98525256 0.021434503131456006 1 +678 0 -1.4073313 0.0070569874 0.010217174483093856 0 +679 0 -1.4153198 0.0069011464 0.0099907633054690075 0 +680 1 3.9408443 0.9999593 5.8733270792676804E-05 1 +681 1 2.3274963 0.99619246 0.0055036101511020952 1 +682 0 -1.3407955 0.0084982915 0.012312836438304837 0 +683 0 -1.4073313 0.0070569874 0.010217174483093856 0 +685 0 -1.4073313 0.0070569874 0.010217174483093856 0 +688 0 -1.4251505 0.0067140497 0.0097189897681745352 0 +689 0 -1.1513464 0.014399563 0.020925199130617543 0 +691 1 1.4054792 0.9512678 0.072076582536243106 1 +692 0 -1.4212383 0.006787895 0.0098262504160423186 0 +693 0 -1.352827 0.00821761 0.011904486282730001 0 +694 0 -1.3739014 0.0077479486 0.011221455056539601 0 +696 1 2.152322 0.9937805 0.0090008704335700369 1 +697 1 1.6673131 0.9760728 0.034939357636925593 1 +698 1 1.9113084 0.987816 0.017685792990479114 1 +0 0 -1.103597 0.011257218 0.016332837483991669 0 +1 0 0.9380432 0.9071013 3.4281973707518283 1 +2 0 -1.0947816 0.011586489 0.016813363566499914 0 +3 0 0.97399205 0.91664946 3.5846646575167198 1 +4 0 -1.0552648 0.013183323 0.019145997404969063 0 +7 0 -1.0816802 0.01209351 0.017553603831283827 0 +12 1 0.81085116 0.86505973 0.20912833891104976 1 +13 0 -1.08543 0.011946194 0.017338486561560486 0 +14 1 1.2325727 0.96278465 0.05471495734906804 1 +15 1 0.9356877 0.9064425 0.14171255247781248 1 +16 0 -1.1016618 0.011328702 0.016437144547401424 0 +17 0 -1.0994736 0.011410069 0.016555882084793881 0 +19 0 -1.1079798 0.011096976 0.016099043383804201 0 +22 0 -1.0978961 0.011469085 0.016642009507170059 0 +23 1 ? ? ? 0 +24 0 -1.0884995 0.011826927 0.017164350730323762 0 +26 0 -1.0741371 0.012395302 0.017994395299103891 0 +27 0 -1.1056606 0.011181489 0.01622234314268324 0 +29 0 -1.0728217 0.012448683 0.018072377284377807 0 +30 0 -1.0907942 0.011738536 0.017035309163344819 0 +33 0 -1.0700709 0.0125610605 0.018236556216255508 0 +34 0 -1.0876638 0.011859284 0.017211591403777794 0 +36 1 1.3743507 0.9763888 0.034472330770586292 1 +38 1 1.0857828 0.94089395 0.087895974700874124 1 +39 1 0.8862045 0.8916059 0.16552190948141449 1 +42 1 1.1615124 0.9533819 0.068873864876898908 1 +43 1 -0.9134902 0.020907631 5.5798265774171121 0 +47 0 -1.0909995 0.011730661 0.017023812652535754 0 +49 1 1.1022451 0.94385093 0.083369066900986 1 +53 1 1.1653497 0.95394284 0.068025279029229266 1 +55 1 1.1298144 0.9484933 0.076290509332116146 1 +57 1 1.0510933 0.9341795 0.098228331871400884 1 +58 1 0.910616 0.89916754 0.15333814347018798 1 +59 1 1.0195312 0.9274608 0.10864180477578742 1 +61 0 -1.0892956 0.011796188 0.017119473319349994 0 +62 1 1.1242945 0.94759387 0.077659232478247534 1 +65 1 1.161406 0.9533662 0.068897586645284573 1 +67 1 1.0657707 0.9371029 0.093720599663138948 1 +75 0 -1.0819998 0.012080885 0.017535166943368548 0 +78 0 -1.0940113 0.01161571 0.016856015624575775 0 +80 0 -1.0493842 0.013438825 0.019519581433307301 0 +81 0 -1.0796597 0.012173628 0.017670610662950496 0 +83 0 -1.0870427 0.011883386 0.017246781904223855 0 +84 1 1.2523631 0.9650607 0.05130839129486961 1 +85 1 1.1293315 0.9484152 0.076409280095274132 1 +86 1 0.90340096 0.8969828 0.15684779135421412 1 +87 1 1.1045921 0.94426095 0.082742478677826262 1 +89 0 -1.0795351 0.012178585 0.017677849520204104 0 +94 0 -1.0919409 0.011694611 0.016971187646484108 0 +101 1 0.707588 0.82000047 0.28630335880121377 1 +103 1 -1.1061933 0.011162019 6.4852581392503597 0 +107 1 1.0485215 0.9336544 0.099039429261441866 1 +110 0 -1.0487775 0.013465464 0.019558538233823187 0 +114 0 -1.0504954 0.013390176 0.019448442089621657 0 +116 0 0.8715467 0.88682973 3.1434331341615076 1 +118 0 -1.1038024 0.011249658 0.016321805878316376 0 +119 0 -1.0779619 0.012241355 0.01776952717260406 0 +124 1 1.2388756 0.9635246 0.053606624013046736 1 +126 1 1.2079848 0.95975786 0.059257617993875175 1 +127 0 -1.0955936 0.011555769 0.016768524258512836 0 +130 0 -1.0855348 0.0119421035 0.017332514070531858 0 +134 0 -1.1048955 0.011209508 0.016263224818061604 0 +135 0 -1.1188179 0.01071033 0.015535081843973186 0 +136 0 -1.1016618 0.011328702 0.016437144547401424 0 +139 0 ? ? ? 0 +140 0 -1.1002523 0.011381048 0.016513531101510076 0 +142 1 1.0826001 0.9403057 0.088798216432388818 1 +143 0 -1.0859479 0.011925991 0.017308987428709611 0 +146 1 0.80388266 0.862346 0.21366126619665729 1 +148 0 -1.1344801 0.010175022 0.014754646586115123 0 +149 1 1.352465 0.9746608 0.037027852818175687 1 +153 0 -1.102286 0.011305597 0.016403429255271371 0 +155 1 0.9237521 0.9030398 0.14713850052383501 1 +157 0 -1.0919409 0.011694611 0.016971187646484108 0 +158 0 ? ? ? 0 +159 1 1.4114181 0.9790566 0.030535834140009131 1 +160 1 1.2843381 0.9684572 0.046239770367874695 1 +162 0 -1.0955936 0.011555769 0.016768524258512836 0 +163 0 -1.1043085 0.011231052 0.016294657996817927 0 +165 0 -1.1066109 0.011146782 0.016171706694053146 0 +166 1 1.183991 0.9565778 0.064045818240003688 1 +168 0 -1.0955936 0.011555769 0.016768524258512836 0 +170 0 -1.1002523 0.011381048 0.016513531101510076 0 +172 0 -1.0909995 0.011730661 0.017023812652535754 0 +175 1 1.1484989 0.9514307 0.071829549915720561 1 +178 0 -1.0994736 0.011410069 0.016555882084793881 0 +182 0 -1.1079798 0.011096976 0.016099043383804201 0 +184 1 1.081766 0.9401506 0.089036189977322114 1 +185 0 -1.0848032 0.011970695 0.017374262191659114 0 +186 1 1.0755384 0.9389808 0.090832409164848291 1 +190 1 1.4100392 0.97896284 0.030673998606164141 1 +193 0 -1.0884995 0.011826927 0.017164350730323762 0 +194 0 -1.0955936 0.011555769 0.016768524258512836 0 +195 0 -1.0994736 0.011410069 0.016555882084793881 0 +197 0 -1.0368917 0.013997923 0.020337408753480009 0 +200 1 1.3334913 0.9730635 0.039394097368700608 1 +203 0 -1.103597 0.011257218 0.016332837483991669 0 +208 0 -1.0812428 0.012110809 0.01757886721132379 0 +213 1 1.4693599 0.9826464 0.025255722592783136 1 +214 1 1.4227808 0.97981364 0.029420726195870262 1 +215 1 1.2645429 0.9663942 0.049316319679557651 1 +217 0 -1.0884995 0.011826927 0.017164350730323762 0 +220 0 -1.0667298 0.012698894 0.018437952094809751 0 +221 1 1.3954041 0.9779423 0.032178766095936485 1 +222 1 -1.0506585 0.01338305 6.2234491973879358 0 +224 1 1.3574893 0.9750681 0.036425124168706191 1 +225 0 -1.0909995 0.011730661 0.017023812652535754 0 +227 1 1.2244624 0.9618113 0.056174212693061179 1 +229 1 1.4407855 0.9809587 0.027735696770754461 1 +230 1 1.1713125 0.9548018 0.066726811908073697 1 +231 1 1.2451832 0.9642509 0.052519474248880565 1 +232 0 1.0068482 0.92458683 3.7290397432738498 1 +234 0 -1.0949883 0.01157866 0.016801936791878368 0 +235 0 ? ? ? 0 +236 1 1.3706756 0.9761069 0.034888965719727362 1 +238 1 1.3665903 0.97578967 0.035357889995842662 1 +243 0 -1.0791821 0.012192641 0.017698378855789051 0 +245 0 -1.0816741 0.01209375 0.017553954727422431 0 +251 1 1.2431154 0.96401435 0.052873470742026529 1 +253 1 1.1615124 0.9533819 0.068873864876898908 1 +255 1 0.996883 0.92225575 0.11676120915580489 1 +256 0 -1.1002523 0.011381048 0.016513531101510076 0 +261 1 1.3128438 0.9712141 0.042138705021020198 1 +263 1 1.2708015 0.96706015 0.048322470381149368 1 +264 1 1.0702485 0.9379704 0.092385699496338874 1 +265 0 -1.0811291 0.012115311 0.017585441883014617 0 +266 1 1.1493502 0.9515607 0.071632442261376744 1 +270 1 1.1819775 0.95630026 0.064464428947407115 1 +273 1 0.87023985 0.88639516 0.17397809693953897 1 +274 0 -1.103006 0.011279003 0.016364624145436615 0 +281 0 -1.0700709 0.0125610605 0.018236556216255508 0 +282 1 0.93685424 0.9067693 0.14119258624831393 1 +286 1 1.4828836 0.9833931 0.024159901886131995 1 +287 0 -1.1048955 0.011209508 0.016263224818061604 0 +289 1 1.1977514 0.9584298 0.061255308887407767 1 +292 1 ? ? ? 0 +294 0 ? ? ? 0 +295 1 1.1470981 0.9512161 0.072154958474069192 1 +298 0 -1.1234312 0.010549825 0.015301034037583273 0 +302 1 1.518474 0.98521036 0.021496297604064341 1 +305 1 1.2657756 0.9665264 0.049118971932777873 1 +306 0 -1.0884995 0.011826927 0.017164350730323762 0 +307 0 -1.0884995 0.011826927 0.017164350730323762 0 +310 0 -1.1014614 0.011336129 0.016447982695112121 0 +313 0 -1.0935397 0.0116336355 0.016882180328207173 0 +315 0 ? ? ? 0 +318 0 -1.10964 0.011036865 0.016011352002137082 0 +320 1 1.1547967 0.9523845 0.070383996439072352 1 +322 0 -1.0955936 0.011555769 0.016768524258512836 0 +324 0 -1.0884995 0.011826927 0.017164350730323762 0 +325 0 -1.0856267 0.011938516 0.017327275922522554 0 +326 1 1.1202202 0.94692045 0.078684856855128715 1 +330 1 1.1521754 0.95198965 0.070982205100966159 1 +334 1 1.1022068 0.9438442 0.083379362016548247 1 +335 0 -1.0935397 0.0116336355 0.016882180328207173 0 +337 0 -1.0884995 0.011826927 0.017164350730323762 0 +339 1 1.0864742 0.941021 0.087701137517788297 1 +340 1 1.2295539 0.9624252 0.055253718043350157 1 +341 0 -1.0884995 0.011826927 0.017164350730323762 0 +342 0 -1.0968008 0.011510239 0.016702072591070899 0 +345 0 -1.0935397 0.0116336355 0.016882180328207173 0 +351 0 -1.0919409 0.011694611 0.016971187646484108 0 +356 1 -1.0869937 0.011885289 6.3946791933439648 0 +357 1 1.3295544 0.97272 0.039903473668244906 1 +359 1 1.1623132 0.9534995 0.068695918953253263 1 +362 0 -1.0823158 0.012068413 0.017516954695639821 0 +363 0 -0.9993662 0.015818853 0.023004214358089338 0 +364 0 -1.0919409 0.011694611 0.016971187646484108 0 +365 0 -1.0943474 0.011602954 0.016837395975629225 0 +367 1 1.3127937 0.97120947 0.042145611159769288 1 +369 0 -1.0631511 0.012848186 0.018656121634162283 0 +372 0 -1.0915 0.011711478 0.016995810004522636 0 +374 0 -1.0876638 0.011859284 0.017211591403777794 0 +375 0 -1.0935397 0.0116336355 0.016882180328207173 0 +380 0 -1.0935397 0.0116336355 0.016882180328207173 0 +382 0 -1.0539795 0.013238755 0.019227039994442988 0 +385 0 -1.0621094 0.012891971 0.01872011254886604 0 +386 1 1.0803336 0.9398834 0.089446287995186849 1 +390 0 -1.0692856 0.0125933215 0.01828369185508159 0 +393 0 -1.0861095 0.01191969 0.017299788195903165 0 +394 0 -1.0536267 0.013254013 0.019249347929614569 0 +397 0 -1.1039101 0.011245698 0.0163160278401215 0 +400 1 1.1638825 0.95372915 0.068348478095838619 1 +401 0 -1.1002523 0.011381048 0.016513531101510076 0 +402 0 -1.0521226 0.013319246 0.019344725969919055 0 +403 0 -1.0967253 0.0115130795 0.016706218339618103 0 +405 0 -1.0909995 0.011730661 0.017023812652535754 0 +407 0 -1.0909995 0.011730661 0.017023812652535754 0 +408 0 -1.0253848 0.014533163 0.021120772548466161 0 +410 0 -1.0909995 0.011730661 0.017023812652535754 0 +411 0 ? ? ? 0 +412 1 1.3131464 0.9712421 0.042097180345277631 1 +417 0 -1.0909995 0.011730661 0.017023812652535754 0 +420 0 -1.024097 0.014594306 0.021210287192536478 0 +421 1 1.3204175 0.97190636 0.041110767426511867 1 +424 0 -1.1002523 0.011381048 0.016513531101510076 0 +425 1 1.4826084 0.9833782 0.024181762925043242 1 +426 0 -1.0242592 0.014586589 0.021198989159764935 0 +427 1 1.1589515 0.9530039 0.069446001953173728 1 +431 0 -1.0795144 0.01217941 0.017679054639763658 0 +432 0 -1.1131485 0.010910894 0.015827596859625356 0 +433 0 -1.0293427 0.014346827 0.020848007471042391 0 +435 1 1.1699984 0.95461386 0.067010805231597345 1 +437 0 -1.1039101 0.011245698 0.0163160278401215 0 +438 0 -1.0393234 0.013887322 0.020175588938369814 0 +443 0 -1.0916717 0.011704907 0.016986217145857654 0 +444 0 -1.0003841 0.015766514 0.022927494296997884 0 +445 0 -1.0968008 0.011510239 0.016702072591070899 0 +446 0 -1.0935397 0.0116336355 0.016882180328207173 0 +447 0 -1.1077906 0.011103846 0.01610906648825304 0 +448 0 -1.0861095 0.01191969 0.017299788195903165 0 +458 0 -1.0976627 0.011477843 0.016654791511414323 0 +459 0 -1.0875691 0.011862954 0.017216950149079598 0 +460 0 -1.0635786 0.012830262 0.018629926099930225 0 +461 0 -1.0956296 0.011554408 0.016766538289742634 0 +462 0 -1.0675564 0.012664655 0.018387920969336297 0 +463 0 -1.1113461 0.010975428 0.01592173005108205 0 +468 0 -1.1039101 0.011245698 0.0163160278401215 0 +469 0 -1.0806559 0.012134059 0.017612822162979647 0 +470 0 -1.0907942 0.011738536 0.017035309163344819 0 +471 0 -1.0675564 0.012664655 0.018387920969336297 0 +472 0 -1.1050582 0.011203543 0.016254521432733531 0 +473 0 -1.1039101 0.011245698 0.0163160278401215 0 +475 0 -1.1002523 0.011381048 0.016513531101510076 0 +476 0 -1.0937078 0.011627244 0.016872850593249566 0 +477 0 -1.1039101 0.011245698 0.0163160278401215 0 +478 0 -1.0910274 0.011729591 0.017022250515457169 0 +479 1 1.1301439 0.9485465 0.076209551354968486 1 +481 0 -0.9977804 0.015900739 0.023124254122063342 0 +485 0 -1.0400265 0.013855505 0.020129041356837008 0 +486 0 -1.0907942 0.011738536 0.017035309163344819 0 +488 1 0.81125855 0.865217 0.20886613215925134 1 +490 0 -1.0935397 0.0116336355 0.016882180328207173 0 +491 1 1.058896 0.935749 0.095806502225841333 1 +494 0 0.8144846 0.86645675 2.9046210068870706 1 +496 0 -1.0861095 0.01191969 0.017299788195903165 0 +498 0 -1.1016618 0.011328702 0.016437144547401424 0 +499 0 -1.1016618 0.011328702 0.016437144547401424 0 +500 0 -1.1079798 0.011096976 0.016099043383804201 0 +503 0 -1.0994736 0.011410069 0.016555882084793881 0 +505 0 -1.0667124 0.012699616 0.018439006789857774 0 +506 1 1.318034 0.9716903 0.041431532081250479 1 +508 0 -1.1077906 0.011103846 0.01610906648825304 0 +509 0 -1.0968008 0.011510239 0.016702072591070899 0 +511 0 -1.1056606 0.011181489 0.01622234314268324 0 +512 0 -1.1077906 0.011103846 0.01610906648825304 0 +515 1 1.1859002 0.9568393 0.063651413969064236 1 +516 0 -1.0861095 0.01191969 0.017299788195903165 0 +518 0 -1.0680709 0.012643389 0.018356847674593505 0 +524 0 -1.0978961 0.011469085 0.016642009507170059 0 +525 0 -1.0783838 0.012224492 0.01774489704714019 0 +526 0 -1.1039101 0.011245698 0.0163160278401215 0 +530 1 1.1889415 0.9572529 0.06302793950619516 1 +536 0 -1.103597 0.011257218 0.016332837483991669 0 +537 0 -1.0935656 0.011632652 0.01688074477129765 0 +542 0 -1.0742434 0.012390996 0.017988105823041431 0 +543 0 -1.1016618 0.011328702 0.016437144547401424 0 +545 0 -1.1056606 0.011181489 0.01622234314268324 0 +550 0 -1.0978961 0.011469085 0.016642009507170059 0 +551 0 -1.0884995 0.011826927 0.017164350730323762 0 +552 0 -1.0517638 0.0133348545 0.019367549113442281 0 +553 0 -1.0470994 0.013539411 0.019666681418593002 0 +554 0 -1.1002523 0.011381048 0.016513531101510076 0 +555 0 -1.1158273 0.010815667 0.01568870480123831 0 +556 0 -1.0501429 0.01340559 0.019470982242887167 0 +562 0 -1.0884995 0.011826927 0.017164350730323762 0 +564 0 -1.1069282 0.011135216 0.016154832349016074 0 +567 0 -1.1004523 0.011373605 0.016502669357137817 0 +568 1 1.0532598 0.93461883 0.097549990002011672 1 +570 1 1.1522361 0.95199883 0.070968294655339326 1 +571 1 1.3707739 0.97611445 0.034877777543325689 1 +572 0 -1.0978961 0.011469085 0.016642009507170059 0 +573 0 -1.0909995 0.011730661 0.017023812652535754 0 +574 1 1.2208612 0.9613713 0.056834355908999074 1 +575 0 -1.0935656 0.011632652 0.01688074477129765 0 +576 0 -1.1056606 0.011181489 0.01622234314268324 0 +579 0 -1.0884995 0.011826927 0.017164350730323762 0 +580 0 -1.0955791 0.011556313 0.016769319462380323 0 +583 0 -1.1002523 0.011381048 0.016513531101510076 0 +585 0 -1.0935397 0.0116336355 0.016882180328207173 0 +587 0 -1.1131485 0.010910894 0.015827596859625356 0 +588 1 1.0960636 0.94275725 0.085041756568073057 1 +589 0 -1.1077906 0.011103846 0.01610906648825304 0 +591 1 1.0461429 0.9331653 0.099795415303121082 1 +592 1 1.1199123 0.9468692 0.078762956912257806 1 +595 0 -1.1056606 0.011181489 0.01622234314268324 0 +596 0 -1.0915 0.011711478 0.016995810004522636 0 +597 0 -1.0835739 0.012018889 0.01744463566796306 0 +598 0 -1.0978961 0.011469085 0.016642009507170059 0 +599 0 -1.0541656 0.013230716 0.019215286358158366 0 +601 0 -1.0836573 0.0120156165 0.017439856777617436 0 +603 1 1.1535959 0.952204 0.070657422157570718 1 +605 1 1.3815804 0.97693396 0.033667060186928464 1 +608 1 1.2204146 0.96131635 0.056916827965321486 1 +610 1 1.2345251 0.9630154 0.05436925954250825 1 +611 1 1.1447213 0.95084995 0.072710401559871421 1 +615 0 -1.0813706 0.012105752 0.01757148196213932 0 +616 0 -1.0978961 0.011469085 0.016642009507170059 0 +620 0 -1.0978961 0.011469085 0.016642009507170059 0 +623 0 -1.0935397 0.0116336355 0.016882180328207173 0 +625 0 -1.0839473 0.012004231 0.017423231421586114 0 +626 1 1.093857 0.94236207 0.085646622785533991 1 +628 0 -1.0968008 0.011510239 0.016702072591070899 0 +630 0 -1.0751703 0.012353529 0.017933375070056705 0 +631 0 -1.1056606 0.011181489 0.01622234314268324 0 +632 0 -1.0935397 0.0116336355 0.016882180328207173 0 +635 0 -1.0695266 0.012583414 0.018269216260346811 0 +636 1 1.4326748 0.980451 0.028482582167382239 1 +637 0 -1.0106356 0.0152487885 0.022168808187305586 0 +640 0 -1.0598584 0.012987077 0.018859121162898018 0 +643 0 -1.0935397 0.0116336355 0.016882180328207173 0 +646 0 -1.0664736 0.0127095245 0.018453485449242586 0 +647 0 -1.0500876 0.013408011 0.01947452175033889 0 +648 1 1.4234484 0.9798573 0.029356397394955016 1 +650 0 -1.0820583 0.012078574 0.01753179267565326 0 +651 0 -1.0307575 0.014280787 0.020751348207637833 0 +655 0 -1.0978961 0.011469085 0.016642009507170059 0 +658 1 1.1824496 0.95636547 0.064366058898902706 1 +659 0 -1.0935397 0.0116336355 0.016882180328207173 0 +662 0 -1.0703293 0.01255046 0.018221068739425958 0 +663 0 -1.0703293 0.01255046 0.018221068739425958 0 +664 0 -1.0539311 0.013240847 0.019230098243123571 0 +666 0 -1.0657336 0.012740281 0.018498430234817634 0 +667 0 -1.0955936 0.011555769 0.016768524258512836 0 +669 1 1.2208824 0.96137387 0.05683050971340884 1 +671 0 -1.0569075 0.01311281 0.019042914323724156 0 +672 0 -1.0919409 0.011694611 0.016971187646484108 0 +673 0 -1.0707719 0.012532325 0.018194573592618835 0 +674 0 -1.0909995 0.011730661 0.017023812652535754 0 +675 0 -1.0733933 0.012425458 0.018038448249165742 0 +676 0 -1.0806559 0.012134059 0.017612822162979647 0 +677 0 -1.1077906 0.011103846 0.01610906648825304 0 +684 0 -1.0935397 0.0116336355 0.016882180328207173 0 +686 0 -1.0935397 0.0116336355 0.016882180328207173 0 +687 0 -1.1127064 0.010926686 0.015850632046388868 0 +690 0 -1.0500876 0.013408011 0.01947452175033889 0 +695 0 -1.0968008 0.011510239 0.016702072591070899 0 diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer-out.txt new file mode 100644 index 0000000000..4aa31718a3 --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer-out.txt @@ -0,0 +1,38 @@ +maml.exe TrainTest test=%Data% tr=LdSvm{iter=1000} dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 16 rows with missing feature/label values +Training calibrator. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 232 | 7 | 0.9707 + negative || 11 | 433 | 0.9752 + ||====================== +Precision || 0.9547 | 0.9841 | +OVERALL 0/1 ACCURACY: 0.973646 +LOG LOSS/instance: 0.111359 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.880772 +AUC: 0.996136 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996136 (0.0000) +Accuracy: 0.973646 (0.0000) +Positive precision: 0.954733 (0.0000) +Positive recall: 0.970711 (0.0000) +Negative precision: 0.984091 (0.0000) +Negative recall: 0.975225 (0.0000) +Log-loss: 0.111359 (0.0000) +Log-loss reduction: 0.880772 (0.0000) +F1 Score: 0.962656 (0.0000) +AUPRC: 0.992151 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer.txt new file mode 100644 index 0000000000..8486822ac9 --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-def-TrainTest-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -1.6979287 0.0141066555 0.020496512862373559 0 +1 0 1.2372792 0.90693295 3.4255857120479631 1 +2 0 -1.8190479 0.010813418 0.015685424497332002 0 +3 0 1.1770598 0.89500415 3.2515958336060868 1 +4 0 -1.7235069 0.013337473 0.019371378425638679 0 +5 1 4.018024 0.9997876 0.00030641963103913685 1 +6 0 -0.9741748 0.06671247 0.099606473789045274 0 +7 0 -1.9396944 0.008291172 0.012011496317186047 0 +8 0 -1.831505 0.010521247 0.015259366235253431 0 +9 0 -1.8257009 0.010656392 0.015456426104857037 0 +10 0 -2.0861638 0.0060012164 0.00868400852917783 0 +11 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +12 1 -0.30384967 0.24076506 2.0543020228599955 0 +13 0 -1.9126533 0.008800232 0.012752244869750353 0 +14 1 3.0721388 0.9982647 0.0025057262084261572 1 +15 1 0.65185755 0.72623795 0.46148576850218248 1 +16 0 -1.8844163 0.009364879 0.013574324770758142 0 +17 0 -1.8210877 0.010765032 0.015614856982887804 0 +18 1 2.6420846 0.99549925 0.0065078611110761875 1 +19 0 -1.5534164 0.01934635 0.028184404738522736 0 +20 1 2.2591074 0.98952067 0.015198252467018785 1 +21 1 2.7564151 0.9965056 0.0050501561797554892 1 +22 0 -1.9766132 0.0076430053 0.011068879752087216 0 +23 1 ? ? ? 0 +24 0 -2.0770772 0.006122896 0.0088606257813178772 0 +25 1 0.4178961 0.6119763 0.7084522519811538 1 +26 0 -1.9519752 0.0080697285 0.011689386068046937 0 +27 0 -1.7729771 0.011965377 0.017366497221651251 0 +28 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +29 0 -2.0414429 0.0066242004 0.0095884942722895689 0 +30 0 -1.9953918 0.007332869 0.010618071778059289 0 +31 0 -2.0088024 0.0071190656 0.010307373783591825 0 +32 1 2.8049169 0.99686164 0.004534820943819135 1 +33 0 -1.9752414 0.0076661636 0.011102547784042583 0 +34 0 -1.9022511 0.009004205 0.013049159793288823 0 +35 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +36 1 3.273538 0.99889016 0.0016020476511360339 1 +37 0 -1.0912381 0.052227724 0.077387635180763498 0 +38 1 1.7112601 0.9654503 0.050726121303869762 1 +39 1 0.75232315 0.7683305 0.38020104311280456 1 +40 0 ? ? ? 0 +41 1 1.2553327 0.91026485 0.13564172352945933 1 +42 1 3.0561576 0.998202 0.0025962630385443488 1 +43 1 0.45135656 0.6294819 0.66776317259747109 1 +44 1 3.200448 0.99869466 0.001884440213915599 1 +45 0 -2.0555813 0.0064205974 0.0092928288611342641 0 +46 1 1.5604259 0.95234585 0.070442505907108599 1 +47 0 -2.1108282 0.005682916 0.0082220995494617696 0 +48 0 -1.7235069 0.013337473 0.019371378425638679 0 +49 1 2.041307 0.9831057 0.024581528570578288 1 +50 1 1.2093661 0.9015627 0.14950028102486801 1 +51 1 -0.17042683 0.29902384 1.7416676006439706 0 +52 1 1.9746852 0.98046213 0.028466181259378828 1 +53 1 2.834811 0.99706274 0.0042438021509357956 1 +54 1 2.6007624 0.99506843 0.0071323516168398261 1 +55 1 1.7888393 0.9707622 0.042810171751307614 1 +56 1 2.228361 0.98878783 0.016267108406473354 1 +57 1 0.6835781 0.7400289 0.43434644747508949 1 +58 1 0.7784648 0.77851087 0.36121091442339415 1 +59 1 0.656216 0.72815967 0.45767326509748202 1 +60 1 0.78649324 0.7815724 0.35554857037536886 1 +61 0 -2.0407305 0.0066346275 0.0096036377723122887 0 +62 1 2.6868663 0.9959239 0.0058926204799738448 1 +63 1 0.31415755 0.55602944 0.84676682644352463 1 +64 0 -2.1108282 0.005682916 0.0082220995494617696 0 +65 1 1.5602854 0.95233166 0.070463996091502334 1 +66 0 -1.8210877 0.010765032 0.015614856982887804 0 +67 1 1.582609 0.9545341 0.067131336897901156 1 +68 1 3.5416539 0.9993881 0.00088305714634083943 1 +69 0 -2.0451186 0.006570659 0.0095107375542961212 0 +70 0 -1.5562775 0.019226074 0.028007469902421717 0 +71 1 2.984467 0.99789214 0.0030442067396467226 1 +72 0 -1.4068404 0.026598468 0.038893050292558608 0 +73 1 2.850626 0.99716395 0.0040973661703731503 1 +74 1 1.1689649 0.89330137 0.16278112399294384 1 +75 0 -1.8308115 0.010537304 0.015282778001089332 0 +76 0 -1.9336009 0.008403274 0.012174587202272632 0 +77 0 -1.5651243 0.018858796 0.027467313517709434 0 +78 0 -1.7009535 0.014013462 0.020360145403262066 0 +79 0 -2.0367014 0.006693906 0.0096897325915544941 0 +80 0 -1.6464378 0.015790034 0.022961969902122407 0 +81 0 -1.84128 0.0102974605 0.014933114388036186 0 +82 0 -1.6200775 0.016726825 0.024335810661685643 0 +83 0 -1.5063006 0.02143634 0.03126238601880784 0 +84 1 3.1558115 0.9985587 0.0020808561696485897 1 +85 1 2.7473595 0.99643487 0.0051525894476566166 1 +86 1 0.82813185 0.7969593 0.32742208039138704 1 +87 1 2.1870222 0.9877221 0.017822906356576546 1 +88 0 -1.8210877 0.010765032 0.015614856982887804 0 +89 0 -2.0040424 0.0071942364 0.010416604003721507 0 +90 0 -2.0770772 0.006122896 0.0088606257813178772 0 +91 0 -1.9907602 0.007408181 0.010727531279015544 0 +92 0 -1.8210877 0.010765032 0.015614856982887804 0 +93 0 -2.1108282 0.005682916 0.0082220995494617696 0 +94 0 -2.0088024 0.0071190656 0.010307373783591825 0 +95 0 -2.0770772 0.006122896 0.0088606257813178772 0 +96 0 -2.0621092 0.0063287015 0.0091594005042440422 0 +97 0 -1.6979287 0.0141066555 0.020496512862373559 0 +98 1 3.4725258 0.99928653 0.0010296835320264596 1 +99 1 3.3776271 0.99911916 0.0012713398113142337 1 +100 1 2.1505148 0.98669815 0.019319290029125646 1 +101 1 -0.5161338 0.16516323 2.5980355231889334 0 +102 0 -1.7245767 0.01330622 0.01932568063259622 0 +103 1 0.54144806 0.67485523 0.56735004180705539 1 +104 1 4.390914 0.99990726 0.00013380870749991588 1 +105 1 0.92753166 0.83037937 0.26815749858725652 1 +106 1 3.0189931 0.99804753 0.0028195713070249401 1 +107 1 2.1113539 0.98550606 0.021063355588640677 1 +108 0 -2.0518808 0.0064732786 0.0093693249220531492 0 +109 1 2.1627166 0.9870494 0.018805802997061357 1 +110 0 -1.5082549 0.021345414 0.031128341611605607 0 +111 1 1.4278762 0.93704784 0.093805391118248302 1 +112 1 2.740507 0.9963803 0.0052315551871060257 1 +113 1 3.4638057 0.9992726 0.0010498200093284533 1 +114 0 -1.4269408 0.025465952 0.037215504389040324 0 +115 0 -1.829574 0.010566019 0.015324647458079784 0 +116 0 -0.34027433 0.22627853 0.37011378446917603 0 +117 1 2.882901 0.9973597 0.0038141952845232607 1 +118 0 -1.9713391 0.007732426 0.011198885671261708 0 +119 0 -1.7558881 0.012422823 0.018034599344525983 0 +120 0 -1.987683 0.007458641 0.010800874846980736 0 +121 0 -1.6242988 0.016573215 0.024110445240653519 0 +122 1 3.617357 0.9994828 0.00074633974695011271 1 +123 1 1.3861201 0.9313462 0.1026105828139495 1 +124 1 2.543282 0.9944002 0.008101503649827228 1 +125 0 -2.1108282 0.005682916 0.0082220995494617696 0 +126 1 2.6430554 0.9955089 0.0064938676026793998 1 +127 0 -1.9241241 0.008580612 0.012432622773726924 0 +128 1 1.749937 0.9682057 0.046614521588692066 1 +129 0 -2.0219424 0.0069155823 0.010011734880687358 0 +130 0 -1.5562775 0.019226074 0.028007469902421717 0 +131 0 -2.0088024 0.0071190656 0.010307373783591825 0 +132 1 2.943983 0.99769413 0.0033305017372104338 1 +133 0 -1.9337548 0.008400424 0.012170440905464475 0 +134 0 -1.95451 0.008024759 0.01162398197757962 0 +135 0 -1.4032819 0.02680401 0.03919771833183755 0 +136 0 -1.8844163 0.009364879 0.013574324770758142 0 +137 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +138 0 -1.7963822 0.011365756 0.016491216502789483 0 +139 0 ? ? ? 0 +140 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +141 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +142 1 1.6503053 0.96063507 0.057939622697925609 1 +143 0 -1.829574 0.010566019 0.015324647458079784 0 +144 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +145 0 ? ? ? 0 +146 1 0.46531555 0.63668835 0.65134072488216466 1 +147 0 -2.0274284 0.0068323454 0.0098908181611053157 0 +148 0 -0.6635147 0.12478651 0.19229312152869157 0 +149 1 4.018351 0.9997878 0.00030616160228799812 1 +150 0 -2.0861638 0.0060012164 0.00868400852917783 0 +151 1 1.729568 0.96678215 0.048737254507332635 1 +152 1 3.3278491 0.9990162 0.0014199854136602056 1 +153 0 -1.7236766 0.013332512 0.019364124257126018 0 +154 0 -2.1395605 0.00533323 0.0077148151042732366 0 +155 1 1.1383559 0.88664156 0.17357710339220947 1 +156 0 -2.0238934 0.006885866 0.0099685656030244936 0 +157 0 -2.0088024 0.0071190656 0.010307373783591825 0 +158 0 ? ? ? 0 +159 1 4.238213 0.9998698 0.00018781727970963838 1 +160 1 3.095754 0.99835324 0.002377726645938875 1 +161 0 -1.7637938 0.012209091 0.017722404248601161 0 +162 0 -1.9241241 0.008580612 0.012432622773726924 0 +163 0 -1.5454203 0.019686412 0.028684774854121881 0 +164 0 ? ? ? 0 +165 0 -1.6342065 0.016218109 0.023589596124405372 0 +166 1 2.7333584 0.9963226 0.0053151859122977782 1 +167 1 3.1546676 0.99855506 0.0020861092212725134 1 +168 0 -1.9241241 0.008580612 0.012432622773726924 0 +169 0 -2.1221886 0.005542009 0.0080176666684965443 0 +170 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +171 0 -2.0770772 0.006122896 0.0088606257813178772 0 +172 0 -2.1108282 0.005682916 0.0082220995494617696 0 +173 1 4.8757067 0.9999684 4.5576122367809359E-05 1 +174 1 1.9599658 0.9798255 0.029403261476492672 1 +175 1 2.735905 0.99634326 0.0052852370974816138 1 +176 0 -2.0088024 0.0071190656 0.010307373783591825 0 +177 1 2.1451683 0.9865413 0.019548688617565313 1 +178 0 -1.8210877 0.010765032 0.015614856982887804 0 +179 1 0.7522786 0.76831293 0.3802340598039281 1 +180 0 -2.0861638 0.0060012164 0.00868400852917783 0 +181 0 -2.1395605 0.00533323 0.0077148151042732366 0 +182 0 -1.5534164 0.01934635 0.028184404738522736 0 +183 1 2.8847365 0.9973704 0.0037986759533998197 1 +184 1 2.0720346 0.98420334 0.022971684488458925 1 +185 0 -2.024593 0.006875239 0.0099531273950220316 0 +186 1 1.7865514 0.97061753 0.04302517445729083 1 +187 1 4.487133 0.99992514 0.0001080091477601344 1 +188 1 2.7616086 0.9965456 0.0049922548288243883 1 +189 0 -1.9060998 0.008928197 0.012938511289547289 0 +190 1 4.017385 0.99978733 0.00030684967906025452 1 +191 1 3.7019148 0.9995714 0.00061849617963674294 1 +192 0 -1.7729771 0.011965377 0.017366497221651251 0 +193 0 -2.0770772 0.006122896 0.0088606257813178772 0 +194 0 -1.9241241 0.008580612 0.012432622773726924 0 +195 0 -1.8210877 0.010765032 0.015614856982887804 0 +196 0 2.2283585 0.9887878 6.4787829804398207 1 +197 0 -1.5237226 0.020638961 0.030087291588501503 0 +198 0 -2.1395605 0.00533323 0.0077148151042732366 0 +199 0 -1.9766132 0.0076430053 0.011068879752087216 0 +200 1 3.4169989 0.99919295 0.0011647926307234656 1 +201 1 3.438084 0.99922985 0.0011115219910887719 1 +202 0 -2.0770772 0.006122896 0.0088606257813178772 0 +203 0 -1.6979287 0.0141066555 0.020496512862373559 0 +204 0 -2.0770772 0.006122896 0.0088606257813178772 0 +205 1 3.9214063 0.9997368 0.0003797876780361476 1 +206 1 2.4813914 0.9935797 0.0092924177629003946 1 +207 0 -2.0861638 0.0060012164 0.00868400852917783 0 +208 0 -2.0861638 0.0060012164 0.00868400852917783 0 +209 0 -1.7382178 0.012913987 0.018752290789860196 0 +210 1 4.659828 0.999949 7.3610452445895346E-05 1 +211 1 3.148445 0.998535 0.0021151305233341878 1 +212 0 -2.0770772 0.006122896 0.0088606257813178772 0 +213 1 4.7815685 0.9999611 5.6153428310976729E-05 1 +214 1 4.28083 0.99988157 0.00017087488256653464 1 +215 1 2.6911023 0.99596196 0.0058374481846250968 1 +216 0 -2.1108282 0.005682916 0.0082220995494617696 0 +217 0 -2.0770772 0.006122896 0.0088606257813178772 0 +218 1 2.7494812 0.99645156 0.0051284259320336359 1 +219 0 -1.2882378 0.03434525 0.050420620449096884 0 +220 0 -2.04941 0.0065086912 0.0094207483066953354 0 +221 1 3.5677843 0.9994226 0.00083323854449181625 1 +222 1 -1.2821814 0.034794495 4.8449971415142272 0 +223 1 1.8506434 0.97441876 0.037386186853565574 1 +224 1 3.153159 0.99855024 0.0020930846144663223 1 +225 0 -2.1108282 0.005682916 0.0082220995494617696 0 +226 1 3.2951663 0.9989422 0.0015268957728291649 1 +227 1 2.5746884 0.9947758 0.0075567239473740676 1 +228 0 -2.0861638 0.0060012164 0.00868400852917783 0 +229 1 4.4110694 0.99991137 0.00012787476790525535 1 +230 1 1.9813008 0.98074186 0.028054640905028346 1 +231 1 2.8851404 0.9973728 0.0037952272358214895 1 +232 0 0.5385225 0.67342687 1.6145219867982137 1 +233 1 2.1356723 0.98625815 0.019962779167662398 1 +234 0 -1.2729098 0.035493217 0.052136711277069585 0 +235 0 ? ? ? 0 +236 1 4.1597137 0.999845 0.00022359477204222957 1 +237 1 2.6077023 0.9951436 0.0070233832655753909 1 +238 1 4.317946 0.999891 0.00015728670782410122 1 +239 1 1.9573735 0.9797113 0.029571423034349245 1 +240 0 -1.0824589 0.05320207 0.078871543450200948 0 +241 0 -1.8704811 0.009656619 0.013999258818893516 0 +242 0 -2.0088024 0.0071190656 0.010307373783591825 0 +243 0 -1.5484667 0.019556168 0.028493112394100961 0 +244 0 -2.0770772 0.006122896 0.0088606257813178772 0 +245 0 -1.4973415 0.021858035 0.031884224970784358 0 +246 1 3.710666 0.99957967 0.00060653830959106643 1 +247 1 1.0840324 0.8739285 0.19441286463227483 1 +248 0 -1.4873346 0.02233864 0.032593260355383034 0 +249 0 ? ? ? 0 +250 0 -2.0634615 0.0063098283 0.0091319989998496307 0 +251 1 2.661223 0.9956859 0.0062374303642461623 1 +252 0 1.4098848 0.93464744 3.9356124592830772 1 +253 1 3.0561576 0.998202 0.0025962630385443488 1 +254 1 2.6868663 0.9959239 0.0058926204799738448 1 +255 1 1.4556358 0.9405907 0.088361058349326144 1 +256 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +257 0 -1.9766132 0.0076430053 0.011068879752087216 0 +258 0 -1.9241241 0.008580612 0.012432622773726924 0 +259 0 1.2432624 0.9080493 3.4429954032963326 1 +260 1 3.0628464 0.9982285 0.0025580146265078208 1 +261 1 4.0787425 0.99981445 0.00026771583407346375 1 +262 1 3.2189302 0.9987471 0.001808670929839482 1 +263 1 2.8374913 0.99708015 0.0042186189334714706 1 +264 1 2.1708932 0.98727965 0.018469299321633308 1 +265 0 -1.242099 0.03791351 0.055761497210708437 0 +266 1 2.5861225 0.9949062 0.0073675992287747958 1 +267 1 0.8378437 0.8004297 0.32115339209660898 1 +268 1 3.339207 0.9990407 0.0013846086094242874 1 +269 0 -2.0770772 0.006122896 0.0088606257813178772 0 +270 1 2.129872 0.9860823 0.020220011035333038 1 +271 0 -1.6979287 0.0141066555 0.020496512862373559 0 +272 1 0.8378437 0.8004297 0.32115339209660898 1 +273 1 0.03913543 0.40463537 1.3053056613663949 1 +274 0 -1.876212 0.009535567 0.013822925039434244 0 +275 0 ? ? ? 0 +276 0 -1.9766132 0.0076430053 0.011068879752087216 0 +277 0 -2.1108282 0.005682916 0.0082220995494617696 0 +278 0 -2.0770772 0.006122896 0.0088606257813178772 0 +279 1 2.5891593 0.9949403 0.0073181612053460727 1 +280 0 -1.9241241 0.008580612 0.012432622773726924 0 +281 0 -1.9752414 0.0076661636 0.011102547784042583 0 +282 1 1.1001687 0.87782717 0.18799117462502984 1 +283 1 2.022229 0.9823868 0.025636878715856688 1 +284 1 2.2360675 0.9889761 0.015992407679174481 1 +285 1 4.5641475 0.99993694 9.0981691067276404E-05 1 +286 1 5.286509 0.9999873 1.8316268586878855E-05 1 +287 0 -1.95451 0.008024759 0.01162398197757962 0 +288 1 0.74805516 0.7666378 0.3833829571816717 1 +289 1 2.73319 0.9963212 0.0053171710142123005 1 +290 0 -2.1395605 0.00533323 0.0077148151042732366 0 +291 0 -2.0770772 0.006122896 0.0088606257813178772 0 +292 1 ? ? ? 0 +293 1 1.7901489 0.9708447 0.042687580514387806 1 +294 0 ? ? ? 0 +295 1 2.3968108 0.9922622 0.011206721781397895 1 +296 0 0.6243073 0.71389693 1.8053931175482543 1 +297 0 ? ? ? 0 +298 0 -1.1085565 0.05035493 0.074539690495730532 0 +299 1 2.3571885 0.99155587 0.012234030961554124 1 +300 1 2.5234287 0.994149 0.0084659577366315922 1 +301 0 -2.0770772 0.006122896 0.0088606257813178772 0 +302 1 5.381066 0.99998975 1.4790583790855475E-05 1 +303 0 -2.0770772 0.006122896 0.0088606257813178772 0 +304 1 1.7784729 0.9701011 0.04379296103038112 1 +305 1 2.96819 0.99781466 0.0031562359448434633 1 +306 0 -2.0770772 0.006122896 0.0088606257813178772 0 +307 0 -2.0770772 0.006122896 0.0088606257813178772 0 +308 1 2.5684881 0.99470365 0.0076613236759635762 1 +309 0 -1.2220645 0.03957155 0.058249954505043909 0 +310 0 -2.0367014 0.006693906 0.0096897325915544941 0 +311 0 -2.1395605 0.00533323 0.0077148151042732366 0 +312 1 1.5531313 0.9516046 0.07156584204804485 1 +313 0 -2.1395605 0.00533323 0.0077148151042732366 0 +314 0 -2.1161346 0.0056166598 0.0081259690123832457 0 +315 0 ? ? ? 0 +316 1 1.2619252 0.9114545 0.13375745841503331 1 +317 1 2.97708 0.9978573 0.0030946188054405887 1 +318 0 -2.0320435 0.0067630946 0.0097902265552967868 0 +319 0 0.80119026 0.7870976 2.2317357007736502 1 +320 1 2.4732184 0.9934628 0.009462146382692797 1 +321 0 ? ? ? 0 +322 0 -1.9241241 0.008580612 0.012432622773726924 0 +323 1 1.5189447 0.9479829 0.077067048192861032 1 +324 0 -2.0770772 0.006122896 0.0088606257813178772 0 +325 0 -1.7333978 0.013051258 0.018952936406214465 0 +326 1 1.3450122 0.92526907 0.11205513402130703 1 +327 0 -2.1108282 0.005682916 0.0082220995494617696 0 +328 1 1.607278 0.9568552 0.063627508698338692 1 +329 1 2.538067 0.9943353 0.0081956786203745101 1 +330 1 1.9420168 0.97902167 0.030587303907693066 1 +331 0 -1.6003517 0.017463377 0.025416911228275607 0 +332 0 -1.4519428 0.02412266 0.035228269661144826 0 +333 1 1.5168809 0.94775623 0.0774120587542797 1 +334 1 2.051045 0.98346144 0.024059607685749506 1 +335 0 -2.1395605 0.00533323 0.0077148151042732366 0 +336 1 1.7356335 0.9672123 0.048095474590327758 1 +337 0 -2.0770772 0.006122896 0.0088606257813178772 0 +338 0 -2.1161346 0.0056166598 0.0081259690123832457 0 +339 1 1.790858 0.9708893 0.042621328893022191 1 +340 1 2.09669 0.9850331 0.021755898215355802 1 +341 0 -2.0770772 0.006122896 0.0088606257813178772 0 +342 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +343 0 -2.1395605 0.00533323 0.0077148151042732366 0 +344 1 3.292407 0.9989357 0.0015362787831638904 1 +345 0 -2.1395605 0.00533323 0.0077148151042732366 0 +346 0 -1.4122857 0.026286917 0.038431368200269447 0 +347 0 -2.0957828 0.0058750254 0.0085008659494948367 0 +348 1 -0.23360322 0.27044553 1.8865900656947949 0 +349 1 1.0470448 0.86458933 0.20991305711778149 1 +350 0 -1.7459413 0.012696991 0.018435170425375094 0 +351 0 -2.0088024 0.0071190656 0.010307373783591825 0 +352 0 0.27644232 0.53525114 1.1054767704247415 1 +353 1 2.828802 0.9970234 0.0043007247416632227 1 +354 0 -2.1108282 0.005682916 0.0082220995494617696 0 +355 0 -1.7983156 0.011317572 0.016420903106940152 0 +356 1 -0.35230222 0.22163254 2.173758380575201 0 +357 1 4.422603 0.9999136 0.00012469281034939005 1 +358 1 2.3685956 0.9917655 0.011929056187982685 1 +359 1 1.890255 0.976524 0.034272600065104235 1 +360 1 5.100476 0.99998087 2.7603479534265425E-05 1 +361 1 1.980393 0.9807037 0.028110757117606456 1 +362 0 -1.5021503 0.021630691 0.031548947536499165 0 +363 0 -0.89484733 0.07856455 0.11804498698218974 0 +364 0 -2.0088024 0.0071190656 0.010307373783591825 0 +365 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +366 1 4.5122647 0.9999292 0.00010216131169268089 1 +367 1 3.4995663 0.99932814 0.00096961998291377079 1 +368 0 -2.0414429 0.0066242004 0.0095884942722895689 0 +369 0 -2.0149868 0.0070225657 0.010167162418896113 0 +370 0 -1.6083719 0.017160142 0.024971728840796258 0 +371 0 -2.0414429 0.0066242004 0.0095884942722895689 0 +372 0 -1.7963822 0.011365756 0.016491216502789483 0 +373 0 -1.7223344 0.013371811 0.019421588021978915 0 +374 0 -1.9022511 0.009004205 0.013049159793288823 0 +375 0 -2.1395605 0.00533323 0.0077148151042732366 0 +376 0 -2.1108282 0.005682916 0.0082220995494617696 0 +377 0 -2.1161346 0.0056166598 0.0081259690123832457 0 +378 0 -1.7723103 0.011982912 0.017392101382631458 0 +379 0 -0.9743592 0.06668695 0.099567027710878414 0 +380 0 -2.1395605 0.00533323 0.0077148151042732366 0 +381 1 3.2342808 0.99878913 0.001747972271999727 1 +382 0 -1.666457 0.015113259 0.021970265962128015 0 +383 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +384 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +385 0 -1.508 0.021357251 0.031145791530414111 0 +386 1 1.8787036 0.9759282 0.035153102361938471 1 +387 0 -1.1235944 0.0487805 0.072149805599987515 0 +388 0 -2.0165403 0.0069985297 0.010132240926318306 0 +389 0 -1.5236804 0.020640858 0.030090084839999733 0 +390 0 -2.0864172 0.005997857 0.0086791328600652178 0 +391 1 3.2880473 0.9989253 0.0015512572930978794 1 +392 0 -1.9766132 0.0076430053 0.011068879752087216 0 +393 0 -2.1411867 0.0053140903 0.0076870546965327954 0 +394 0 -1.9586834 0.007951258 0.011517088716497481 0 +395 0 -1.9766132 0.0076430053 0.011068879752087216 0 +396 0 -1.9241241 0.008580612 0.012432622773726924 0 +397 0 -1.9413918 0.00826021 0.011966455107331223 0 +398 0 -1.8809837 0.009435922 0.013677790992939001 0 +399 0 -2.0051599 0.0071765184 0.010390857411446509 0 +400 1 3.2452497 0.9988182 0.001705958242760046 1 +401 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +402 0 -1.3746339 0.02851592 0.041737740821738978 0 +403 0 -1.7244993 0.0133084785 0.01932898284130613 0 +404 0 -2.0314448 0.006772038 0.009803217200004509 0 +405 0 -2.1108282 0.005682916 0.0082220995494617696 0 +406 0 -1.7293247 0.013168382 0.019124155354161638 0 +407 0 -2.1108282 0.005682916 0.0082220995494617696 0 +408 0 -1.6604869 0.01531204 0.022261477126787964 0 +409 0 -1.9022511 0.009004205 0.013049159793288823 0 +410 0 -2.1108282 0.005682916 0.0082220995494617696 0 +411 0 ? ? ? 0 +412 1 3.345637 0.9990543 0.0013649838950340267 1 +413 0 -1.5860678 0.018016526 0.026229350250600417 0 +414 1 2.2064846 0.9882358 0.017072816215150159 1 +415 0 -0.5990454 0.14129479 0.21976515371532615 0 +416 1 3.0546255 0.9981959 0.0026051361258822947 1 +417 0 -2.1108282 0.005682916 0.0082220995494617696 0 +418 0 -1.050132 0.056939542 0.084577832749019324 0 +419 0 -1.951688 0.00807484 0.011696819831654097 0 +420 0 -1.3870429 0.027761744 0.040618192429341816 0 +421 1 4.029366 0.99979293 0.00029876479771217244 1 +422 0 -1.2762372 0.03524091 0.051759364341142991 0 +423 0 -1.5562775 0.019226074 0.028007469902421717 0 +424 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +425 1 4.8383813 0.9999657 4.9445859448727876E-05 1 +426 0 -1.0591058 0.055877987 0.082954777938986216 0 +427 1 1.8137723 0.9722946 0.04053454356545709 1 +428 0 -2.1108282 0.005682916 0.0082220995494617696 0 +429 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +430 0 -2.0111666 0.007082021 0.010253547305789682 0 +431 0 -1.3949145 0.027293416 0.039923411435110093 0 +432 0 -1.7114922 0.013693484 0.019892029372140331 0 +433 0 -1.8223854 0.010734361 0.015570126892996224 0 +434 0 1.8059217 0.9718207 5.1492210345156115 1 +435 1 2.6103046 0.9951714 0.0069830299058571072 1 +436 1 1.997739 0.98141986 0.02705762689151283 1 +437 0 -1.9413918 0.00826021 0.011966455107331223 0 +438 0 -1.6695932 0.015009858 0.02181880863968956 0 +439 0 -1.8412602 0.010297908 0.014933767391009958 0 +440 1 2.9407735 0.9976776 0.0033543765836277469 1 +441 0 -0.9934466 0.06409462 0.095565410982209956 0 +442 0 -1.9419338 0.008250348 0.011952109143882539 0 +443 0 -2.0760477 0.006136836 0.0088808610419898772 0 +444 0 -1.4347162 0.025040574 0.036585914653860227 0 +445 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +446 0 -2.1395605 0.00533323 0.0077148151042732366 0 +447 0 -1.8412602 0.010297908 0.014933767391009958 0 +448 0 -2.1411867 0.0053140903 0.0076870546965327954 0 +449 1 3.2467127 0.9988221 0.0017003622041536356 1 +450 0 -1.8283089 0.010595454 0.015367566508255352 0 +451 0 -1.8412602 0.010297908 0.014933767391009958 0 +452 0 -1.9559186 0.0079998765 0.011587794685980611 0 +453 1 2.5907705 0.9949583 0.0072920599951926636 1 +454 0 -1.9993156 0.007269661 0.010526211310644672 0 +455 1 0.31870025 0.55852044 0.84031802493902652 1 +456 1 3.2902014 0.99893045 0.0015438541020849322 1 +457 1 3.1172588 0.99843 0.0022667913936044253 1 +458 0 -1.7470961 0.012664857 0.018388216273631009 0 +459 0 -1.6422623 0.015934903 0.023174340541566984 0 +460 0 -1.7459413 0.012696991 0.018435170425375094 0 +461 0 -1.5999671 0.017478049 0.025438454914022489 0 +462 0 -1.6102562 0.01708965 0.024868258747708639 0 +463 0 -1.8949165 0.009150836 0.013262640359309954 0 +464 0 -1.9413918 0.00826021 0.011966455107331223 0 +465 1 3.456134 0.9992601 0.0010678053912072201 1 +466 1 3.1057255 0.9983893 0.0023256170217098261 1 +467 1 2.4353888 0.99289346 0.010289177444763545 1 +468 0 -1.9413918 0.00826021 0.011966455107331223 0 +469 0 -2.0593233 0.006367759 0.0092161083299926345 0 +470 0 -1.9953918 0.007332869 0.010618071778059289 0 +471 0 -1.6102562 0.01708965 0.024868258747708639 0 +472 0 -1.7600996 0.012308508 0.017867612483760363 0 +473 0 -1.9413918 0.00826021 0.011966455107331223 0 +474 0 -1.8412602 0.010297908 0.014933767391009958 0 +475 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +476 0 -1.8614767 0.0098499 0.014280850944257358 0 +477 0 -1.9413918 0.00826021 0.011966455107331223 0 +478 0 -1.7776704 0.011842685 0.017187356961261228 0 +479 1 2.4828815 0.9936008 0.0092617804557794114 1 +480 0 -1.8714142 0.009636807 0.013970397693486448 0 +481 0 -1.4056832 0.026665146 0.038991876958939083 0 +482 1 5.277314 0.99998707 1.8660238296575832E-05 1 +483 1 3.5018392 0.99933153 0.00096471519034472956 1 +484 0 -1.7470961 0.012664857 0.018388216273631009 0 +485 0 -1.958919 0.007947127 0.011511082038125042 0 +486 0 -1.9953918 0.007332869 0.010618071778059289 0 +487 1 4.3509455 0.9998987 0.00014619266005581354 1 +488 1 0.26450816 0.52864724 0.9196227338407934 1 +489 1 -0.4498617 0.18648571 2.4228630281285062 0 +490 0 -2.1395605 0.00533323 0.0077148151042732366 0 +491 1 2.1101224 0.9854669 0.021120683925557771 1 +492 0 -1.9110273 0.008831811 0.012798209372907151 0 +493 1 3.1992917 0.9986913 0.0018892620303051387 1 +494 0 -0.12031364 0.3228792 0.56251484761776283 0 +495 0 -1.9953918 0.007332869 0.010618071778059289 0 +496 0 -2.1411867 0.0053140903 0.0076870546965327954 0 +497 0 -1.8891847 0.009267069 0.013431888762680325 0 +498 0 -1.8844163 0.009364879 0.013574324770758142 0 +499 0 -1.8844163 0.009364879 0.013574324770758142 0 +500 0 -1.5534164 0.01934635 0.028184404738522736 0 +501 0 -1.8844163 0.009364879 0.013574324770758142 0 +502 0 -1.84128 0.0102974605 0.014933114388036186 0 +503 0 -1.8210877 0.010765032 0.015614856982887804 0 +504 0 -2.1395605 0.00533323 0.0077148151042732366 0 +505 0 -1.933728 0.008400921 0.012171163119051462 0 +506 1 3.716362 0.9995849 0.00059896791072669214 1 +507 0 -1.9222403 0.008616304 0.012484562051996264 0 +508 0 -1.8412602 0.010297908 0.014933767391009958 0 +509 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +510 0 -2.1395605 0.00533323 0.0077148151042732366 0 +511 0 -1.7729771 0.011965377 0.017366497221651251 0 +512 0 -1.8412602 0.010297908 0.014933767391009958 0 +513 0 -1.9953918 0.007332869 0.010618071778059289 0 +514 1 3.2025757 0.9987008 0.0018755715579931295 1 +515 1 2.607668 0.9951432 0.0070239881425085589 1 +516 0 -2.1411867 0.0053140903 0.0076870546965327954 0 +517 0 -2.1161346 0.0056166598 0.0081259690123832457 0 +518 0 -1.91914 0.008675363 0.012570509103271947 0 +519 1 2.0160062 0.9821459 0.025990730737056527 1 +520 0 -2.1352096 0.005384774 0.00778957810161771 0 +521 0 -1.9159621 0.008736316 0.012659218270240052 0 +522 1 1.8317342 0.97335 0.038969445248893606 1 +523 1 2.3257642 0.9909506 0.013114978345237449 1 +524 0 -1.9766132 0.0076430053 0.011068879752087216 0 +525 0 -1.9907602 0.007408181 0.010727531279015544 0 +526 0 -1.9413918 0.00826021 0.011966455107331223 0 +527 0 -1.8210877 0.010765032 0.015614856982887804 0 +528 0 -1.4264991 0.025490325 0.037251586073616991 0 +529 0 -1.9110273 0.008831811 0.012798209372907151 0 +530 1 2.106619 0.98535496 0.021284566529886695 1 +531 0 -1.7293247 0.013168382 0.019124155354161638 0 +532 0 -2.0861638 0.0060012164 0.00868400852917783 0 +533 0 -1.9766132 0.0076430053 0.011068879752087216 0 +534 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +535 0 -1.9176143 0.008704573 0.012613019642415449 0 +536 0 -1.6979287 0.0141066555 0.020496512862373559 0 +537 0 -1.5860678 0.018016526 0.026229350250600417 0 +538 0 -1.8844163 0.009364879 0.013574324770758142 0 +539 0 -1.6407728 0.015986899 0.023250571247634823 0 +540 0 -1.6442599 0.015865432 0.023072495613070104 0 +541 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +542 0 -1.707338 0.0138187455 0.020075264780888301 0 +543 0 -1.8844163 0.009364879 0.013574324770758142 0 +544 0 -1.8795643 0.009465455 0.013720804861753986 0 +545 0 -1.7729771 0.011965377 0.017366497221651251 0 +546 1 3.577821 0.99943537 0.00081482588699171134 1 +547 0 -2.096413 0.005866851 0.0084890034010907563 0 +548 0 -2.0377126 0.0066789803 0.0096680542030993244 0 +549 1 2.1057863 0.98532826 0.021323663745981446 1 +550 0 -1.9766132 0.0076430053 0.011068879752087216 0 +551 0 -2.0770772 0.006122896 0.0088606257813178772 0 +552 0 -1.582391 0.018161673 0.026442610245887146 0 +553 0 -0.78610474 0.09793998 0.14870467101543611 0 +554 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +555 0 -0.98925275 0.06465603 0.096431080292713203 0 +556 0 -1.5804027 0.018240642 0.026558650062196692 0 +557 0 -1.7459413 0.012696991 0.018435170425375094 0 +558 0 -2.0514433 0.0064795353 0.0093784101637167123 0 +559 0 -1.7729771 0.011965377 0.017366497221651251 0 +560 0 -1.6979287 0.0141066555 0.020496512862373559 0 +561 0 -1.6979287 0.0141066555 0.020496512862373559 0 +562 0 -2.0770772 0.006122896 0.0088606257813178772 0 +563 0 -1.9766132 0.0076430053 0.011068879752087216 0 +564 0 -1.7637938 0.012209091 0.017722404248601161 0 +565 1 3.6600745 0.99952966 0.00067871717549795733 1 +566 0 -1.8420085 0.010280972 0.014909079739942498 0 +567 0 -1.647498 0.015753454 0.02290834972973815 0 +568 1 1.6208777 0.9580859 0.061773092228292338 1 +569 1 3.5066917 0.9993387 0.00095438936575734329 1 +570 1 2.7509215 0.9964629 0.0051120294912044865 1 +571 1 3.455895 0.9992597 0.0010684077762990441 1 +572 0 -1.9766132 0.0076430053 0.011068879752087216 0 +573 0 -2.1108282 0.005682916 0.0082220995494617696 0 +574 1 2.2885 0.99017686 0.01424186541884738 1 +575 0 -1.5860678 0.018016526 0.026229350250600417 0 +576 0 -1.7729771 0.011965377 0.017366497221651251 0 +577 0 -2.1108282 0.005682916 0.0082220995494617696 0 +578 0 -2.1108282 0.005682916 0.0082220995494617696 0 +579 0 -2.0770772 0.006122896 0.0088606257813178772 0 +580 0 -1.6700786 0.014993915 0.021795458348953141 0 +581 1 2.6902075 0.9959539 0.0058491041275696154 1 +582 1 2.612234 0.995192 0.0069532192622421222 1 +583 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +584 0 -1.5307728 0.020324606 0.029624290240734947 0 +585 0 -2.1395605 0.00533323 0.0077148151042732366 0 +586 1 4.408295 0.9999108 0.00012873475763856818 1 +587 0 -1.7114922 0.013693484 0.019892029372140331 0 +588 1 2.0439057 0.9832014 0.024441147571932411 1 +589 0 -1.8412602 0.010297908 0.014933767391009958 0 +590 1 1.3668727 0.92855996 0.10693302407508505 1 +591 1 1.7476552 0.96804917 0.046847769004473676 1 +592 1 1.829736 0.97323453 0.039140581097978487 1 +593 0 -1.7470961 0.012664857 0.018388216273631009 0 +594 1 1.6241407 0.95837617 0.061336060088741054 1 +595 0 -1.7729771 0.011965377 0.017366497221651251 0 +596 0 -1.7963822 0.011365756 0.016491216502789483 0 +597 0 -1.4632366 0.023538768 0.034365328739600694 0 +598 0 -1.9766132 0.0076430053 0.011068879752087216 0 +599 0 -1.4928745 0.022071311 0.032198828215143006 0 +600 0 -1.9766132 0.0076430053 0.011068879752087216 0 +601 0 -2.1161346 0.0056166598 0.0081259690123832457 0 +602 0 -1.8844163 0.009364879 0.013574324770758142 0 +603 1 1.5267757 0.9488345 0.075771659234546915 1 +604 1 1.6900831 0.96384543 0.053126289353653156 1 +605 1 3.4040127 0.9991693 0.0011989591651587993 1 +606 0 -1.902351 0.009002225 0.013046275961575742 0 +607 0 -2.1395605 0.00533323 0.0077148151042732366 0 +608 1 3.569285 0.9994245 0.00083048523496985222 1 +609 0 -1.8412602 0.010297908 0.014933767391009958 0 +610 1 2.6197243 0.995271 0.0068386484347241804 1 +611 1 2.3421092 0.9912706 0.012649149977065767 1 +612 1 5.415392 0.99999046 1.3758677675616606E-05 1 +613 0 -1.9699296 0.0077564996 0.011233887834383015 0 +614 0 -2.0631404 0.006314305 0.009138498781614178 0 +615 0 -1.6978732 0.014108369 0.020499020489358269 0 +616 0 -1.9766132 0.0076430053 0.011068879752087216 0 +617 0 ? ? ? 0 +618 0 -1.8844163 0.009364879 0.013574324770758142 0 +619 0 -1.7729771 0.011965377 0.017366497221651251 0 +620 0 -1.9766132 0.0076430053 0.011068879752087216 0 +621 0 -0.2204264 0.27626252 0.46646161235740108 0 +622 0 -1.2072085 0.04084568 0.060165144741735357 0 +623 0 -2.1395605 0.00533323 0.0077148151042732366 0 +624 0 -1.7607975 0.012289667 0.017840091334604163 0 +625 0 -1.4640026 0.023499666 0.034307556996721882 0 +626 1 2.0040405 0.98167354 0.026684767318888431 1 +627 0 -1.7249869 0.013294256 0.019308187903785017 0 +628 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +629 0 -1.9413918 0.00826021 0.011966455107331223 0 +630 0 -1.3992649 0.027037887 0.039544466973288284 0 +631 0 -1.7729771 0.011965377 0.017366497221651251 0 +632 0 -2.1395605 0.00533323 0.0077148151042732366 0 +633 1 1.7147171 0.96570563 0.050344601783385325 1 +634 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +635 0 -1.7945263 0.011412198 0.016558989041344247 0 +636 1 3.56986 0.9994253 0.00082936670447748611 1 +637 0 -1.2068733 0.04087488 0.060209064308079971 0 +638 0 -1.9413918 0.00826021 0.011966455107331223 0 +639 0 -1.7459413 0.012696991 0.018435170425375094 0 +640 0 -1.8607017 0.009866713 0.014305347365718283 0 +641 0 -1.9766132 0.0076430053 0.011068879752087216 0 +642 0 -1.9766132 0.0076430053 0.011068879752087216 0 +643 0 -2.1395605 0.00533323 0.0077148151042732366 0 +644 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +645 0 -1.9766132 0.0076430053 0.011068879752087216 0 +646 0 -2.0634615 0.0063098283 0.0091319989998496307 0 +647 0 -2.095068 0.005884311 0.0085143416903531825 0 +648 1 4.2648826 0.99987733 0.00017698100276736985 1 +649 0 -1.9766132 0.0076430053 0.011068879752087216 0 +650 0 -1.6336701 0.016237142 0.02361750715932474 0 +651 0 -2.0241148 0.006882501 0.0099636767967341573 0 +652 0 -1.7114922 0.013693484 0.019892029372140331 0 +653 0 -1.8844163 0.009364879 0.013574324770758142 0 +654 0 -1.9241241 0.008580612 0.012432622773726924 0 +655 0 -1.9766132 0.0076430053 0.011068879752087216 0 +656 0 -1.7729771 0.011965377 0.017366497221651251 0 +657 0 0.1395793 0.45935336 0.88724211404775588 1 +658 1 2.8440132 0.99712205 0.0041579912780709306 1 +659 0 -2.1395605 0.00533323 0.0077148151042732366 0 +660 0 -2.1108282 0.005682916 0.0082220995494617696 0 +661 0 -1.8210877 0.010765032 0.015614856982887804 0 +662 0 -2.000537 0.007250098 0.010497781620986074 0 +663 0 -2.000537 0.007250098 0.010497781620986074 0 +664 0 -1.9016739 0.00901566 0.013065835151383973 0 +665 0 -2.1395605 0.00533323 0.0077148151042732366 0 +666 0 -1.515485 0.021012297 0.030637356394743041 0 +667 0 -1.9241241 0.008580612 0.012432622773726924 0 +668 1 1.2555181 0.91029847 0.13558844429757172 1 +669 1 2.768939 0.9966012 0.0049117490625971158 1 +670 1 2.065668 0.98398185 0.023296393533992148 1 +671 0 -1.8258522 0.0106528485 0.015451258593970538 0 +672 0 -2.0088024 0.0071190656 0.010307373783591825 0 +673 0 -1.5452154 0.019695204 0.028697713343940751 0 +674 0 -2.1108282 0.005682916 0.0082220995494617696 0 +675 0 -1.6712103 0.014956814 0.021741119028564113 0 +676 0 -2.0593233 0.006367759 0.0092161083299926345 0 +677 0 -1.8412602 0.010297908 0.014933767391009958 0 +678 0 -2.1395605 0.00533323 0.0077148151042732366 0 +679 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +680 1 5.3492837 0.999989 1.5908482915272255E-05 1 +681 1 3.1247778 0.99845594 0.0022293268338834755 1 +682 0 -1.630583 0.016347103 0.023778775116022555 0 +683 0 -2.1395605 0.00533323 0.0077148151042732366 0 +684 0 -2.1395605 0.00533323 0.0077148151042732366 0 +685 0 -2.1395605 0.00533323 0.0077148151042732366 0 +686 0 -2.1395605 0.00533323 0.0077148151042732366 0 +687 0 -1.8868146 0.009315559 0.013502500121861149 0 +688 0 -1.9413918 0.00826021 0.011966455107331223 0 +689 0 -1.701221 0.014005249 0.020348129069867764 0 +690 0 -2.095068 0.005884311 0.0085143416903531825 0 +691 1 1.7261825 0.9665396 0.049099220849118427 1 +692 0 -2.0232255 0.0068960236 0.0099833214156227722 0 +693 0 -1.9053091 0.008943762 0.012961168236415301 0 +694 0 -1.911545 0.0088217445 0.01278355691017753 0 +695 0 -2.0886703 0.0059680766 0.0086359101723780425 0 +696 1 2.564271 0.99465406 0.0077332511955024294 1 +697 1 1.6151412 0.9575709 0.062548768818870587 1 +698 1 1.9524133 0.979491 0.02989586522372812 1 diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer-out.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer-out.txt new file mode 100644 index 0000000000..8ec2c1eb21 --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer-out.txt @@ -0,0 +1,56 @@ +maml.exe CV tr=LdSvm{iter=1000 bias=-} threads=- dout=%Output% data=%Data% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 8 rows with missing feature/label values +Training calibrator. +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 8 rows with missing feature/label values +Training calibrator. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 127 | 7 | 0.9478 + negative || 9 | 211 | 0.9591 + ||====================== +Precision || 0.9338 | 0.9679 | +OVERALL 0/1 ACCURACY: 0.954802 +LOG LOSS/instance: 0.251296 +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.737412 +AUC: 0.983989 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 100 | 5 | 0.9524 + negative || 18 | 206 | 0.9196 + ||====================== +Precision || 0.8475 | 0.9763 | +OVERALL 0/1 ACCURACY: 0.930091 +LOG LOSS/instance: 0.240850 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.733412 +AUC: 0.973257 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.978623 (0.0054) +Accuracy: 0.942447 (0.0124) +Positive precision: 0.890641 (0.0432) +Positive recall: 0.950071 (0.0023) +Negative precision: 0.972097 (0.0042) +Negative recall: 0.939367 (0.0197) +Log-loss: 0.246073 (0.0052) +Log-loss reduction: 0.735412 (0.0020) +F1 Score: 0.918801 (0.0219) +AUPRC: 0.970562 (0.0033) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer.txt new file mode 100644 index 0000000000..e9b826bd8e --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-CV-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 4.38921 0.9983863 0.0023299235308770474 1 +6 0 1.4871957 0.83000684 2.5564513786611816 1 +8 0 -1.789545 0.02020371 0.029446265437504442 0 +9 0 -1.2595471 0.047552932 0.070289177539636649 0 +10 0 -1.0991983 0.061246082 0.091181071277202791 0 +11 0 -1.3889315 0.038676996 0.056906837369682765 0 +18 1 2.8827336 0.9804319 0.028510648324834895 1 +20 1 1.7030119 0.8749835 0.19267230059596716 1 +21 1 2.03325 0.92391384 0.11416978164475633 1 +25 1 2.1190407 0.93338525 0.099455421307458561 1 +28 0 -1.3889315 0.038676996 0.056906837369682765 0 +31 0 -1.6187624 0.026686924 0.039024157146878811 0 +32 1 0.32542905 0.41272762 1.2767380926200071 1 +35 0 -1.3889315 0.038676996 0.056906837369682765 0 +37 0 -2.1026425 0.012082117 0.017536966284034301 0 +40 0 ? ? ? 0 +41 1 -0.1704051 0.23505455 2.088932471853953 0 +44 1 1.5664527 0.8478599 0.2381021682534647 1 +45 0 -1.4012891 0.037917633 0.055767681205217509 0 +46 1 4.7222567 0.9990736 0.0013370966022132728 1 +48 0 -2.037825 0.013443471 0.019526376053339328 0 +50 1 0.37107015 0.4312998 1.2132370289438086 1 +51 1 0.96179277 0.6701923 0.57735298097786281 1 +52 1 1.7985383 0.891402 0.16585188706852269 1 +54 1 0.06642011 0.31327546 1.6744963487209026 1 +56 1 4.4593163 0.9985642 0.0020729335705898188 1 +60 1 1.9373803 0.911879 0.13308568857130698 1 +63 1 0.51103824 0.4892474 1.0313638770269231 1 +64 0 -1.2421025 0.04888868 0.072313887346198175 0 +66 0 -1.8721781 0.017647615 0.025687460034371612 0 +68 1 2.180874 0.9395202 0.090003944845657533 1 +69 0 -1.2986295 0.044685178 0.065951845503602918 0 +70 0 -1.656721 0.025090262 0.036659442170502099 0 +71 1 0.41680816 0.45010725 1.1516593028730733 1 +72 0 -1.1498413 0.056564312 0.084003919810608327 0 +73 1 3.2480757 0.9892672 0.015567894024113666 1 +74 1 0.534637 0.4990892 1.0026303773426599 1 +76 0 -1.1687667 0.054902643 0.08146514198065502 0 +77 0 -0.96949893 0.07493427 0.11237221032430987 0 +79 0 -1.7668339 0.020967618 0.030571515844293989 0 +82 0 -1.5629362 0.029215995 0.042777756915457606 0 +88 0 -1.8721781 0.017647615 0.025687460034371612 0 +90 0 -1.4782608 0.033500873 0.04915966491084222 0 +91 0 -1.3838395 0.038994122 0.057382840051025646 0 +92 0 -1.8721781 0.017647615 0.025687460034371612 0 +93 0 -1.2421025 0.04888868 0.072313887346198175 0 +95 0 -1.4782608 0.033500873 0.04915966491084222 0 +96 0 -1.2495949 0.04831067 0.071437400200405704 0 +97 0 -1.9873046 0.014608508 0.021231079567364915 0 +98 1 1.0421079 0.699109 0.51641065037893874 1 +99 1 3.7579327 0.9953874 0.0066700056708755518 1 +100 1 0.011141605 0.293783 1.7671771348844385 1 +102 0 -1.8236064 0.019108871 0.027835077061854816 0 +104 1 0.6201594 0.5347063 0.9031814347147501 1 +105 1 -0.9835185 0.073328845 3.7694753700626982 0 +106 1 4.6467824 0.9989494 0.0015164798420031636 1 +108 0 -0.87914485 0.08607731 0.12985596426483204 0 +109 1 3.28623 0.98992246 0.014612564984447142 1 +111 1 1.9571568 0.9144947 0.12895329670330957 1 +112 1 1.9909616 0.91880316 0.12217228355228488 1 +113 1 1.4061366 0.81006473 0.30389089517709955 1 +115 0 0.05718066 0.3099686 0.53526606204362948 1 +117 1 3.0376432 0.98482114 0.022066362968412405 1 +120 0 -1.5626013 0.029231846 0.042801313653820727 0 +121 0 -1.1464152 0.056870136 0.084471659450469694 0 +122 1 2.4382527 0.95978576 0.059215687255961075 1 +123 1 0.92451096 0.65630054 0.60757146432841569 1 +125 0 -1.2421025 0.04888868 0.072313887346198175 0 +128 1 2.6813264 0.9728288 0.039742147294461821 1 +129 0 -4.2350287 0.00034843778 0.00050277705736297715 0 +131 0 -1.6187624 0.026686924 0.039024157146878811 0 +132 1 4.7827926 0.99916255 0.0012086842964467166 1 +133 0 -1.327218 0.042692628 0.062945875284355496 0 +137 0 -1.3065091 0.044127304 0.065109603494435009 0 +138 0 -1.609322 0.027099118 0.039635261933173495 0 +141 0 -1.1630192 0.05540236 0.082228165158220221 0 +144 0 -1.3889315 0.038676996 0.056906837369682765 0 +145 0 ? ? ? 0 +147 0 -1.3983339 0.038097914 0.056038048788518424 0 +150 0 -1.0991983 0.061246082 0.091181071277202791 0 +151 1 0.8815683 0.63996273 0.64394020037120614 1 +152 1 3.642528 0.99441344 0.0080823062007805146 1 +154 0 -1.0096279 0.07042313 0.10535392895055969 0 +156 0 -0.85848695 0.08882774 0.13420426374737743 0 +161 0 -1.65159 0.025300523 0.036970625007632096 0 +164 0 ? ? ? 0 +167 1 -0.2511229 0.21170771 2.2398542760097984 0 +169 0 -0.73199 0.10745774 0.16400761893694021 0 +171 0 -1.4782608 0.033500873 0.04915966491084222 0 +173 1 4.5482097 0.99876183 0.0017874045846193382 1 +174 1 2.6057878 0.9692912 0.044997926297964418 1 +176 0 -1.6187624 0.026686924 0.039024157146878811 0 +177 1 2.2635002 0.94689506 0.078723543099167695 1 +179 1 1.1358476 0.7309525 0.45215043476943528 1 +180 0 -1.0991983 0.061246082 0.091181071277202791 0 +181 0 -1.0096279 0.07042313 0.10535392895055969 0 +183 1 4.9186087 0.99933225 0.00096368260456025092 1 +187 1 2.2348757 0.9444416 0.082466479997964873 1 +188 1 4.3157206 0.99817616 0.0026336509799176769 1 +189 0 -1.0146329 0.06987842 0.10450878843862402 0 +191 1 3.524315 0.9932037 0.0098384594615741963 1 +192 0 -1.7750438 0.020688262 0.030159917885149184 0 +196 0 2.030802 0.92362624 3.7107792150143868 1 +198 0 -1.0096279 0.07042313 0.10535392895055969 0 +199 0 -1.5259786 0.031016603 0.045456148991977224 0 +201 1 1.3283681 0.7892941 0.34136508658872283 1 +202 0 -1.4782608 0.033500873 0.04915966491084222 0 +204 0 -1.4782608 0.033500873 0.04915966491084222 0 +205 1 5.493015 0.9997438 0.00036963806580691465 1 +206 1 2.3735528 0.95540607 0.065814052515674862 1 +207 0 -1.0991983 0.061246082 0.091181071277202791 0 +209 0 -1.6223669 0.026531152 0.03879328355488787 0 +210 1 5.221181 0.99959683 0.00058176260649806227 1 +211 1 4.5054064 0.99867034 0.0019195709594881612 1 +212 0 -1.4782608 0.033500873 0.04915966491084222 0 +216 0 -1.2421025 0.04888868 0.072313887346198175 0 +218 1 3.3408513 0.99079216 0.013345648995778904 1 +219 0 -1.9561605 0.015375698 0.022354746982843447 0 +223 1 2.313915 0.9509693 0.072529359501716711 1 +226 1 3.367172 0.9911843 0.012774767401761035 1 +228 0 -1.0991983 0.061246082 0.091181071277202791 0 +233 1 1.5266875 0.8391027 0.2530807231653861 1 +237 1 1.9691423 0.9160455 0.12650885668006737 1 +239 1 1.8543327 0.9000908 0.15185752702968258 1 +240 0 -0.85262626 0.08962236 0.13546297664533707 0 +241 0 -1.5401276 0.030314896 0.044411773384807715 0 +242 0 -1.6187624 0.026686924 0.039024157146878811 0 +244 0 -1.4782608 0.033500873 0.04915966491084222 0 +246 1 5.205105 0.99958587 0.00059759147883748926 1 +247 1 2.3455982 0.9533761 0.068882613924781677 1 +248 0 -0.6534741 0.12068339 0.18554536879882186 0 +249 0 ? ? ? 0 +250 0 -0.65150064 0.12103324 0.18611948113813023 0 +252 0 2.7684507 0.9764182 5.406182172215412 1 +254 1 2.2543614 0.9461231 0.07990015484603176 1 +257 0 -1.5259786 0.031016603 0.045456148991977224 0 +258 0 -1.7496994 0.02156259 0.031448528355765899 0 +259 0 3.033926 0.98472816 6.0329820624152122 1 +260 1 2.7310734 0.97493875 0.036616509319139547 1 +262 1 4.2755127 0.99804986 0.0028162110885150181 1 +267 1 1.7994419 0.89154786 0.16561585039924034 1 +268 1 1.6002723 0.8549967 0.22600927489618666 1 +269 0 -1.4782608 0.033500873 0.04915966491084222 0 +271 0 -1.9873046 0.014608508 0.021231079567364915 0 +272 1 1.7994419 0.89154786 0.16561585039924034 1 +275 0 ? ? ? 0 +276 0 -1.5259786 0.031016603 0.045456148991977224 0 +277 0 -1.2421025 0.04888868 0.072313887346198175 0 +278 0 -1.4782608 0.033500873 0.04915966491084222 0 +279 1 1.3748666 0.80190724 0.31849272877057389 1 +280 0 -1.7496994 0.02156259 0.031448528355765899 0 +283 1 2.3807766 0.95591676 0.065043095687814273 1 +284 1 4.461702 0.99856985 0.0020647526715676769 1 +285 1 4.070682 0.99725753 0.0039619821683063855 1 +288 1 0.94212246 0.662898 0.59314118588264719 1 +290 0 -1.0096279 0.07042313 0.10535392895055969 0 +291 0 -1.4782608 0.033500873 0.04915966491084222 0 +293 1 2.8977983 0.98090833 0.027809771790855316 1 +296 0 1.4231535 0.8143947 2.4296902841189891 1 +297 0 ? ? ? 0 +299 1 1.5014235 0.83333004 0.26304011566910157 1 +300 1 2.1540763 0.9369291 0.093988205235428807 1 +301 0 -1.4782608 0.033500873 0.04915966491084222 0 +303 0 -1.4782608 0.033500873 0.04915966491084222 0 +304 1 2.6342995 0.970676 0.042938265920648519 1 +308 1 2.197426 0.9410705 0.08762529338451211 1 +309 0 -0.90468603 0.08278349 0.12466577172212889 0 +311 0 -1.0096279 0.07042313 0.10535392895055969 0 +312 1 -0.88008404 0.085954115 3.5402894837321548 0 +314 0 -0.86962867 0.087334596 0.13184204948350903 0 +316 1 2.6397831 0.97093534 0.042552866175990571 1 +317 1 3.967321 0.996743 0.0047064926310306596 1 +319 0 -0.14992335 0.24125457 0.39831216937738856 0 +321 0 ? ? ? 0 +323 1 3.2501328 0.9893035 0.015514871194525385 1 +327 0 -1.2421025 0.04888868 0.072313887346198175 0 +328 1 2.889314 0.9806414 0.028202389062896519 1 +329 1 1.1993089 0.7512601 0.41261560977987793 1 +331 0 -2.1314886 0.011520931 0.01671767697871912 0 +332 0 -1.0717334 0.06393435 0.095318377324535949 0 +333 1 2.9458618 0.9823536 0.025685635454329992 1 +336 1 3.5330057 0.99330086 0.0096973413753056337 1 +338 0 -0.86962867 0.087334596 0.13184204948350903 0 +343 0 -1.0096279 0.07042313 0.10535392895055969 0 +344 1 1.4951427 0.8318695 0.2655709018670106 1 +346 0 -0.9718896 0.07465824 0.1119417907201231 0 +347 0 -0.3167019 0.1940229 0.31118923553017969 0 +348 1 -0.8565554 0.089088924 3.4886101065451323 0 +349 1 1.8038111 0.8922507 0.1644789397906696 1 +350 0 -1.6959457 0.023538211 0.034364505889505084 0 +352 0 0.2789227 0.39405578 0.72274311082918985 1 +353 1 5.141368 0.99953943 0.00066460803098809611 1 +354 0 -1.2421025 0.04888868 0.072313887346198175 0 +355 0 -1.8079311 0.019605305 0.028565417275874517 0 +358 1 2.427272 0.95907265 0.060287991767891035 1 +360 1 4.038141 0.99710494 0.0041827422321968248 1 +361 1 3.8166091 0.99581575 0.0060492556767450609 1 +366 1 4.829831 0.9992257 0.0011175460358639291 1 +368 0 -0.9840372 0.07327005 0.10977910167878116 0 +370 0 -1.1100659 0.060211822 0.089592475915633407 0 +371 0 -0.9840372 0.07327005 0.10977910167878116 0 +373 0 -1.8396409 0.018613815 0.027107132647797103 0 +376 0 -1.2421025 0.04888868 0.072313887346198175 0 +377 0 -0.86962867 0.087334596 0.13184204948350903 0 +378 0 -1.9563572 0.01537073 0.02234746824573014 0 +379 0 -1.5383756 0.030400945 0.044539801981254977 0 +381 1 3.1192732 0.9867282 0.019275366800679612 1 +383 0 -1.1630192 0.05540236 0.082228165158220221 0 +384 0 -1.1630192 0.05540236 0.082228165158220221 0 +387 0 -1.3057146 0.044183254 0.06519405129286425 0 +388 0 -1.2041761 0.051916495 0.076913960876204529 0 +389 0 -1.5991156 0.027551718 0.040306570101917412 0 +391 1 4.470048 0.99858963 0.0020361629466958595 1 +392 0 -1.5259786 0.031016603 0.045456148991977224 0 +395 0 -1.5259786 0.031016603 0.045456148991977224 0 +396 0 -1.7496994 0.02156259 0.031448528355765899 0 +398 0 -0.92452294 0.080304846 0.12077235647330893 0 +399 0 -0.6034913 0.12981679 0.20060890669874568 0 +404 0 -0.60654056 0.12924315 0.19965817833890895 0 +406 0 -1.1937314 0.052780982 0.07823004776277992 0 +409 0 -1.4914016 0.032798186 0.048111144421152011 0 +413 0 -1.9296815 0.016059065 0.023356380626732298 0 +414 1 3.2384 0.9890944 0.015819909489576411 1 +415 0 0.63835895 0.54225254 1.1273762160835958 1 +416 1 1.6467713 0.86435276 0.21030786452458911 1 +418 0 -1.02644 0.06860883 0.10254088678107415 0 +419 0 -1.4921767 0.032757185 0.048049988591604087 0 +422 0 -0.35743052 0.18361667 0.29268136752175405 0 +423 0 -1.656721 0.025090262 0.036659442170502099 0 +428 0 -1.2421025 0.04888868 0.072313887346198175 0 +429 0 -1.3889315 0.038676996 0.056906837369682765 0 +430 0 -0.30353782 0.19748066 0.31739194114487723 0 +434 0 3.3038962 0.99021226 6.6748087534175795 1 +436 1 1.9893683 0.9186046 0.12248406748087257 1 +439 0 -1.5676202 0.028995154 0.042449599789901947 0 +440 1 1.113274 0.7234815 0.4669720157699816 1 +441 0 -0.122674175 0.24967448 0.41441147495490249 0 +442 0 -0.6872927 0.114822574 0.17596143515734189 0 +449 1 4.78117 0.9991603 0.0012119547093085619 1 +450 0 -1.4283801 0.036302723 0.053348066217759942 0 +451 0 -1.5676202 0.028995154 0.042449599789901947 0 +452 0 -1.4694096 0.033982344 0.049878537263532689 0 +453 1 3.1194155 0.9867313 0.019270835115116482 1 +454 0 -0.788473 0.098747745 0.14999713104955087 0 +455 1 -0.012530572 0.28565577 1.807650440014122 0 +456 1 2.987521 0.98351896 0.023975233048196497 1 +457 1 2.2119367 0.94239885 0.085590322119130147 1 +464 0 -1.4410144 0.03557241 0.052255170698413268 0 +465 1 2.6536257 0.9715801 0.041595171646900957 1 +466 1 2.9131367 0.9813818 0.027113616713377978 1 +467 1 3.593443 0.9939396 0.0087699416913710262 1 +474 0 -1.5676202 0.028995154 0.042449599789901947 0 +480 0 -1.2165405 0.050910417 0.075383827594704161 0 +482 1 1.9812155 0.91758174 0.12409141772488662 1 +483 1 4.1854587 0.9977344 0.0032722384276620527 1 +484 0 -1.5170687 0.031466518 0.046126170931140922 0 +487 1 3.1902328 0.98819256 0.017135903461981364 1 +489 1 -0.58272815 0.13378063 2.9020588673448664 0 +492 0 -1.2924968 0.04512402 0.06661472851863974 0 +493 1 5.0201783 0.99943626 0.00081353528897062694 1 +495 0 -1.1602777 0.05564222 0.082594553073433163 0 +497 0 -1.0652949 0.06458027 0.096314234991044356 0 +501 0 -1.6543101 0.025188845 0.036805334106556641 0 +502 0 -1.7274431 0.022360107 0.032624938658919793 0 +504 0 -1.0096279 0.07042313 0.10535392895055969 0 +507 0 -0.256497 0.21021517 0.34046843084659001 0 +510 0 -1.0096279 0.07042313 0.10535392895055969 0 +513 0 -1.1602777 0.05564222 0.082594553073433163 0 +514 1 4.9791303 0.9993963 0.00087118312653780821 1 +517 0 -0.86962867 0.087334596 0.13184204948350903 0 +519 1 3.0133994 0.9842045 0.02297002443084778 1 +520 0 -1.3841922 0.038972072 0.057349738223301486 0 +521 0 -1.8050288 0.019698597 0.028702707851348572 0 +522 1 0.39227363 0.43999743 1.1844329826770548 1 +523 1 3.2263098 0.9888746 0.016140490873454934 1 +527 0 -1.8721781 0.017647615 0.025687460034371612 0 +528 0 -1.6018199 0.027431086 0.040127614672302449 0 +529 0 -1.2924968 0.04512402 0.06661472851863974 0 +531 0 -1.1937314 0.052780982 0.07823004776277992 0 +532 0 -1.0991983 0.061246082 0.091181071277202791 0 +533 0 -1.5259786 0.031016603 0.045456148991977224 0 +534 0 -1.3889315 0.038676996 0.056906837369682765 0 +535 0 -1.527893 0.03092075 0.045313442059629498 0 +538 0 -1.6543101 0.025188845 0.036805334106556641 0 +539 0 -1.8892723 0.017159907 0.024971384338280767 0 +540 0 -1.4844836 0.03316632 0.048660362810890867 0 +541 0 -1.3065091 0.044127304 0.065109603494435009 0 +544 0 -1.4086933 0.037469532 0.055095886820824058 0 +546 1 6.2186513 0.99992365 0.00011015909345007119 1 +547 0 -0.8000234 0.09704586 0.14727538003149623 0 +548 0 -0.94714886 0.07756054 0.11647385977451025 0 +549 1 2.7942324 0.9773886 0.032995787337599912 1 +557 0 -1.6959457 0.023538211 0.034364505889505084 0 +558 0 -1.3889315 0.038676996 0.056906837369682765 0 +559 0 -1.7750438 0.020688262 0.030159917885149184 0 +560 0 -1.9873046 0.014608508 0.021231079567364915 0 +561 0 -1.9873046 0.014608508 0.021231079567364915 0 +563 0 -1.5259786 0.031016603 0.045456148991977224 0 +565 1 5.066706 0.99947834 0.00075279244804966243 1 +566 0 -1.7112954 0.022956705 0.033505601782162775 0 +569 1 2.0056367 0.9206112 0.11933609637762213 1 +577 0 -1.2421025 0.04888868 0.072313887346198175 0 +578 0 -1.2421025 0.04888868 0.072313887346198175 0 +581 1 4.0940003 0.9973619 0.0038110051861610984 1 +582 1 5.4790177 0.99973774 0.00037841145524422003 1 +584 0 -2.370013 0.0077677732 0.011250279521934524 0 +586 1 5.2233357 0.99959826 0.00057969798377913563 1 +590 1 1.0815192 0.71275765 0.48851648224794303 1 +593 0 -1.5170687 0.031466518 0.046126170931140922 0 +594 1 3.3520546 0.99096113 0.013099618968271484 1 +600 0 -1.5259786 0.031016603 0.045456148991977224 0 +602 0 -1.6543101 0.025188845 0.036805334106556641 0 +604 1 0.5906201 0.5224258 0.93670202949225323 1 +606 0 -1.509442 0.031856652 0.046707419666680912 0 +607 0 -1.0096279 0.07042313 0.10535392895055969 0 +609 0 -1.5676202 0.028995154 0.042449599789901947 0 +612 1 4.481719 0.99861676 0.0019969821657094995 1 +613 0 -0.63763624 0.12351581 0.19020002217881865 0 +614 0 -1.0195905 0.06934272 0.10367810637974482 0 +617 0 ? ? ? 0 +618 0 -1.6543101 0.025188845 0.036805334106556641 0 +619 0 -1.7750438 0.020688262 0.030159917885149184 0 +621 0 -1.577003 0.028557632 0.041799686351900095 0 +622 0 -2.0232275 0.013770353 0.020004472684868373 0 +624 0 -1.4724458 0.033816434 0.049630781644446412 0 +627 0 -0.037767686 0.27714157 0.46821497031623233 0 +629 0 -1.4410144 0.03557241 0.052255170698413268 0 +633 1 2.067929 0.92788285 0.10798542546922167 1 +634 0 -1.3065091 0.044127304 0.065109603494435009 0 +638 0 -1.4410144 0.03557241 0.052255170698413268 0 +639 0 -1.6959457 0.023538211 0.034364505889505084 0 +641 0 -1.5259786 0.031016603 0.045456148991977224 0 +642 0 -1.5259786 0.031016603 0.045456148991977224 0 +644 0 -1.1630192 0.05540236 0.082228165158220221 0 +645 0 -1.5259786 0.031016603 0.045456148991977224 0 +649 0 -1.5259786 0.031016603 0.045456148991977224 0 +652 0 -1.5538899 0.02964714 0.043418628986131802 0 +653 0 -1.6543101 0.025188845 0.036805334106556641 0 +654 0 -1.7496994 0.02156259 0.031448528355765899 0 +656 0 -1.7750438 0.020688262 0.030159917885149184 0 +657 0 -0.8611142 0.08847359 0.13364363546319985 0 +660 0 -1.2421025 0.04888868 0.072313887346198175 0 +661 0 -1.8721781 0.017647615 0.025687460034371612 0 +665 0 -1.0096279 0.07042313 0.10535392895055969 0 +668 1 0.9582182 0.6688727 0.58019640164558495 1 +670 1 4.2844434 0.99807864 0.0027745967233110875 1 +678 0 -1.0096279 0.07042313 0.10535392895055969 0 +679 0 -1.1630192 0.05540236 0.082228165158220221 0 +680 1 4.6836014 0.99901193 0.0014261828993189973 1 +681 1 5.665325 0.9998078 0.00027734868204272028 1 +682 0 -1.7566909 0.02131785 0.0310877092433001 0 +683 0 -1.0096279 0.07042313 0.10535392895055969 0 +685 0 -1.0096279 0.07042313 0.10535392895055969 0 +688 0 -1.4410144 0.03557241 0.052255170698413268 0 +689 0 -2.15186 0.011140212 0.016162122030987266 0 +691 1 3.681757 0.9947655 0.0075715922067385658 1 +692 0 -1.3065091 0.044127304 0.065109603494435009 0 +693 0 -1.6767763 0.024284642 0.035467758337720257 0 +694 0 -1.4192799 0.036837667 0.05414912241587725 0 +696 1 2.8735878 0.980137 0.028944690791167602 1 +697 1 2.490746 0.9630334 0.054342293059749268 1 +698 1 2.4055572 0.9576266 0.062464896635113148 1 +0 0 -1.9410646 0.001192067 0.0017208150907104959 0 +1 0 1.6791358 0.87929744 3.0504717637469292 1 +2 0 -1.1700144 0.007582132 0.010980384072498654 0 +3 0 1.9909576 0.93915176 4.0386407481960029 1 +4 0 -1.628589 0.0025262258 0.003649184644165655 0 +7 0 -1.4832628 0.0035807888 0.0051752576068810775 0 +12 1 0.83856314 0.49046987 1.0277635730775456 1 +13 0 -0.62621194 0.027518569 0.040257391344700633 0 +14 1 2.568976 0.98414576 0.023056087829742153 1 +15 1 -0.30142927 0.058250707 4.101580638480339 0 +16 0 -1.4357035 0.0040134904 0.0058018934186602703 0 +17 0 -1.813548 0.0016197846 0.0023387498961668449 0 +19 0 -2.0670757 0.0008803753 0.0012706724549602783 0 +22 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +23 1 ? ? ? 0 +24 0 -1.4167407 0.004200201 0.0060723707112565403 0 +26 0 -0.5220323 0.035089016 0.051532239354903531 0 +27 0 -1.5386347 0.0031352425 0.0045303043240178939 0 +29 0 -0.7649356 0.019859627 0.028939711896028876 0 +30 0 -0.9081248 0.014150192 0.02056022293037775 0 +33 0 -1.5028313 0.0034165492 0.0049374779403812859 0 +34 0 -1.2477535 0.006295974 0.0091118846121484194 0 +36 1 2.7148654 0.98878926 0.016265021214201036 1 +38 1 2.2861774 0.9691541 0.045201986784783543 1 +39 1 1.272027 0.7321509 0.44978704478657189 1 +42 1 2.6080902 0.98555017 0.020998787586886031 1 +43 1 -0.85634524 0.015998984 5.9658759207348115 0 +47 0 -1.1100199 0.008750148 0.012679349645484884 0 +49 1 2.4369645 0.978342 0.031589222090589737 1 +53 1 1.6045754 0.85891026 0.21942068585993257 1 +55 1 2.2719011 0.9681098 0.046757432229425237 1 +57 1 -3.6487494 1.9548097E-05 15.642612302700631 0 +58 1 1.3153045 0.7520855 0.41103139922000331 1 +59 1 1.1841078 0.6886622 0.53813166380609623 1 +61 0 -0.768809 0.019678898 0.02867371692321944 0 +62 1 2.4224632 0.97758967 0.032699058986601123 1 +65 1 -0.44640642 0.041804142 4.5802102863618268 0 +67 1 1.7305 0.89182 0.16517551904519945 1 +75 0 -1.1090804 0.00876979 0.012707936897886758 0 +78 0 -0.6651293 0.025118908 0.036701833275156047 0 +80 0 -1.9865134 0.0010686342 0.0015425376320073701 0 +81 0 -1.3557341 0.0048615565 0.0070308477077071123 0 +83 0 -2.8159208 0.00014518737 0.00020947630372734593 0 +84 1 2.1479392 0.95748985 0.062670904058843457 1 +85 1 1.7951268 0.905943 0.14250785051666695 1 +86 1 1.4529378 0.80863386 0.30644147290647683 1 +87 1 2.192469 0.9616461 0.05642206633063214 1 +89 0 -1.615545 0.0026066164 0.0037654621820073374 0 +94 0 -1.5520364 0.00303599 0.0043866701154380355 0 +101 1 1.0639932 0.62355435 0.68141278417137152 1 +103 1 -4.214465 5.006665E-06 17.60771861213145 0 +107 1 1.8668658 0.9196652 0.12081931751898244 1 +110 0 -0.4008639 0.04642411 0.06858033463209498 0 +114 0 0.2109612 0.17519371 0.27787276379929232 1 +116 0 0.35918143 0.23283467 0.38239056612665878 1 +118 0 -0.86477715 0.015682487 0.022804331350059225 0 +119 0 -0.68580073 0.023928467 0.034941213229539692 0 +124 1 1.852119 0.91700256 0.12500233551581344 1 +126 1 2.5237556 0.9823543 0.025684672558446649 1 +127 0 -1.684065 0.0022110513 0.0031934044307615765 0 +130 0 -1.2829499 0.0057873623 0.0083736530764152595 0 +134 0 -1.7972842 0.001684364 0.0024320724820691927 0 +135 0 -0.9278078 0.013504067 0.019614992323366286 0 +136 0 -1.4357035 0.0040134904 0.0058018934186602703 0 +139 0 ? ? ? 0 +140 0 -1.0205095 0.010831844 0.015712298759644357 0 +142 1 1.9419854 0.9320541 0.10151439426875479 1 +143 0 0.19244853 0.16884561 0.26681160503266288 1 +146 1 1.2146833 0.7042235 0.50589469615492777 1 +148 0 -4.81073 1.1913603E-06 1.7187706169898286E-06 0 +149 1 2.760654 0.9899478 0.014575647097398583 1 +153 0 -0.23370914 0.06786689 0.10139210880164361 0 +155 1 2.00836 0.94150263 0.086962968918982669 1 +157 0 -1.5520364 0.00303599 0.0043866701154380355 0 +158 0 ? ? ? 0 +159 1 3.2794943 0.997097 0.0041942123305341843 1 +160 1 2.9630537 0.9938013 0.0089706719554643356 1 +162 0 -1.684065 0.0022110513 0.0031934044307615765 0 +163 0 -0.32742986 0.054909896 0.081476213971798522 0 +165 0 -1.0722358 0.009575556 0.013881173756314376 0 +166 1 2.2697067 0.96794623 0.047001185711108062 1 +168 0 -1.684065 0.0022110513 0.0031934044307615765 0 +170 0 -1.0205095 0.010831844 0.015712298759644357 0 +172 0 -1.1100199 0.008750148 0.012679349645484884 0 +175 1 2.251175 0.9665325 0.049109808108086163 1 +178 0 -1.813548 0.0016197846 0.0023387498961668449 0 +182 0 -2.0670757 0.0008803753 0.0012706724549602783 0 +184 1 2.5326447 0.98272145 0.02514555178829974 1 +185 0 -1.113962 0.008668203 0.012560089034732162 0 +186 1 1.8862869 0.92305297 0.11551465996209012 1 +190 1 3.3153696 0.9973366 0.0038475624117643614 1 +193 0 -1.4167407 0.004200201 0.0060723707112565403 0 +194 0 -1.684065 0.0022110513 0.0031934044307615765 0 +195 0 -1.813548 0.0016197846 0.0023387498961668449 0 +197 0 -1.5945389 0.0027414747 0.0039605432425691891 0 +200 1 3.0219395 0.99461627 0.0077880637561908959 1 +203 0 -1.9410646 0.001192067 0.0017208150907104959 0 +208 0 -1.0065912 0.011196861 0.016244771801139084 0 +213 1 3.521982 0.9983788 0.0023407759909938272 1 +214 1 3.695906 0.9989329 0.0015403246871841256 1 +215 1 2.5027149 0.98145425 0.027007071438759002 1 +217 0 -1.4167407 0.004200201 0.0060723707112565403 0 +220 0 -1.3867683 0.004513103 0.0065257682219262486 0 +221 1 2.755882 0.9898328 0.01474321845933552 1 +222 1 0.6392969 0.37333977 1.4214388864486092 1 +224 1 3.0695844 0.995197 0.0069459611118257505 1 +225 0 -1.1100199 0.008750148 0.012679349645484884 0 +227 1 2.7176712 0.9888639 0.016156143537930656 1 +229 1 3.2921982 0.9971842 0.0040680462641387903 1 +230 1 2.277562 0.9685279 0.046134466811166924 1 +231 1 2.5833235 0.9846759 0.022279169444172298 1 +232 0 0.6935893 0.40439367 0.74756901530397146 1 +234 0 -0.201918 0.072872415 0.10916020877181815 0 +235 0 ? ? ? 0 +236 1 2.9834652 0.9940968 0.0085417314658116986 1 +238 1 3.0967264 0.9954995 0.0065075155907160214 1 +243 0 -0.21619971 0.07058299 0.10560205105437631 0 +245 0 -1.1873484 0.0072744475 0.010533167402236299 0 +251 1 2.8251028 0.9913802 0.012489628142642727 1 +253 1 2.6080902 0.98555017 0.020998787586886031 1 +255 1 2.1319199 0.9558919 0.065080608210147411 1 +256 0 -1.0205095 0.010831844 0.015712298759644357 0 +261 1 2.7683282 0.99013 0.014310126740400863 1 +263 1 2.6537402 0.98703474 0.018827234571977533 1 +264 1 1.5694102 0.84833455 0.23729477387219305 1 +265 0 -1.3031069 0.0055146995 0.0079780481647539273 0 +266 1 2.9958088 0.99426866 0.0082923678599691551 1 +270 1 2.5350125 0.982818 0.025003803479022872 1 +273 1 0.74433064 0.43413085 1.2037981570054761 1 +274 0 -1.5564581 0.0030039353 0.0043402848393438729 0 +281 0 -1.5028313 0.0034165492 0.0049374779403812859 0 +282 1 1.7026582 0.88518053 0.1759563714380919 1 +286 1 3.3221705 0.9973798 0.0037851397842280509 1 +287 0 -1.7972842 0.001684364 0.0024320724820691927 0 +289 1 2.3948984 0.9760886 0.034916011512399134 1 +292 1 ? ? ? 0 +294 0 ? ? ? 0 +295 1 2.2851088 0.9690771 0.045316628207136778 1 +298 0 -2.433933 0.0003641446 0.00052544527569141841 0 +302 1 3.4657972 0.9981444 0.0026795688326975249 1 +305 1 2.9694707 0.9938957 0.0088336186126011969 1 +306 0 -1.4167407 0.004200201 0.0060723707112565403 0 +307 0 -1.4167407 0.004200201 0.0060723707112565403 0 +310 0 -1.6601807 0.002341626 0.003382213674731278 0 +313 0 -0.84398466 0.016474335 0.023965394215641256 0 +315 0 ? ? ? 0 +318 0 -2.8471804 0.0001346622 0.00019428957183655182 0 +320 1 2.3883457 0.97571754 0.035464525014403891 1 +322 0 -1.684065 0.0022110513 0.0031934044307615765 0 +324 0 -1.4167407 0.004200201 0.0060723707112565403 0 +325 0 -0.525773 0.03478534 0.051078269236428116 0 +326 1 2.1891627 0.9613514 0.056864231358782942 1 +330 1 2.4954257 0.9811321 0.027480714924275822 1 +334 1 2.544424 0.9831965 0.02444831935415584 1 +335 0 -0.84398466 0.016474335 0.023965394215641256 0 +337 0 -1.4167407 0.004200201 0.0060723707112565403 0 +339 1 2.500147 0.9813414 0.027172938504099329 1 +340 1 2.6550112 0.98707384 0.018770084413010549 1 +341 0 -1.4167407 0.004200201 0.0060723707112565403 0 +342 0 -0.9346932 0.013284984 0.019294630708243193 0 +345 0 -0.84398466 0.016474335 0.023965394215641256 0 +351 0 -1.5520364 0.00303599 0.0043866701154380355 0 +356 1 0.36857775 0.23690028 2.0776481613835456 1 +357 1 2.9354243 0.9933777 0.0095857553121704159 1 +359 1 2.2594817 0.9671735 0.048153353790865661 1 +362 0 -0.57925767 0.030711232 0.045001560872914105 0 +363 0 0.8084502 0.4723705 0.92240288090340528 1 +364 0 -1.5520364 0.00303599 0.0043866701154380355 0 +365 0 -1.2222241 0.0066924538 0.0096876231056354702 0 +367 1 2.8786092 0.99241424 0.010985664213203896 1 +369 0 -0.6534561 0.025816444 0.037734464327772929 0 +372 0 -1.3332565 0.0051305336 0.0074208481492193017 0 +374 0 -1.2477535 0.006295974 0.0091118846121484194 0 +375 0 -0.84398466 0.016474335 0.023965394215641256 0 +380 0 -0.84398466 0.016474335 0.023965394215641256 0 +382 0 -0.8210037 0.0173953 0.025316956236260582 0 +385 0 -0.43328854 0.0430878 0.063541535003640681 0 +386 1 2.5319362 0.9826925 0.025188078997013006 1 +390 0 -1.0862796 0.0092601245 0.013421775746749401 0 +393 0 -0.5158507 0.035596453 0.052291137300382116 0 +394 0 -0.6491204 0.0260803 0.038125267126245171 0 +397 0 -1.102509 0.008908408 0.012909703912987401 0 +400 1 2.4873896 0.9807705 0.02801246750065545 1 +401 0 -1.0205095 0.010831844 0.015712298759644357 0 +402 0 -0.21994601 0.06999354 0.10468735840048385 0 +403 0 0.06799295 0.1308467 0.2023174251692392 1 +405 0 -1.1100199 0.008750148 0.012679349645484884 0 +407 0 -1.1100199 0.008750148 0.012679349645484884 0 +408 0 -0.11050915 0.08921253 0.13481364989028646 0 +410 0 -1.1100199 0.008750148 0.012679349645484884 0 +411 0 ? ? ? 0 +412 1 2.6989603 0.9883567 0.016896273603374423 1 +417 0 -1.1100199 0.008750148 0.012679349645484884 0 +420 0 0.0398658 0.12333536 0.18990303884793364 1 +421 1 3.075857 0.99526864 0.0068421044351939164 1 +424 0 -1.0205095 0.010831844 0.015712298759644357 0 +425 1 3.3802888 0.99772114 0.003291458164674888 1 +426 0 0.2806678 0.2007814 0.32333794488705697 1 +427 1 2.0998676 0.9525211 0.070177065321215107 1 +431 0 -2.687169 0.00019794298 0.00028559962258516429 0 +432 0 -1.3763553 0.004627158 0.0066910700898478595 0 +433 0 -0.4124536 0.04520428 0.066735998257679063 0 +435 1 2.9684389 0.9938806 0.0088555082034038682 1 +437 0 -1.102509 0.008908408 0.012909703912987401 0 +438 0 -0.72343844 0.021900743 0.031947218707154161 0 +443 0 -0.55743754 0.03231435 0.047389625224945449 0 +444 0 -1.4542328 0.0038390383 0.0055492201981865025 0 +445 0 -0.9346932 0.013284984 0.019294630708243193 0 +446 0 -0.84398466 0.016474335 0.023965394215641256 0 +447 0 -1.1816251 0.0073746415 0.010678783375661881 0 +448 0 -0.5158507 0.035596453 0.052291137300382116 0 +458 0 -1.0702376 0.009621292 0.013947796795022158 0 +459 0 -0.9487444 0.01284872 0.018656901545907288 0 +460 0 -0.99727196 0.011448036 0.016611290480945329 0 +461 0 0.33404192 0.2221978 0.36252478109407243 1 +462 0 -1.0415406 0.010302503 0.014940464421935628 0 +463 0 -0.9794613 0.0119436635 0.017334791827741097 0 +468 0 -1.102509 0.008908408 0.012909703912987401 0 +469 0 -1.0688922 0.0096522095 0.013992834784132503 0 +470 0 -0.9081248 0.014150192 0.02056022293037775 0 +471 0 -1.0415406 0.010302503 0.014940464421935628 0 +472 0 -0.8042972 0.018096382 0.026346675608861177 0 +473 0 -1.102509 0.008908408 0.012909703912987401 0 +475 0 -1.0205095 0.010831844 0.015712298759644357 0 +476 0 -1.0099447 0.011107816 0.016114858643392994 0 +477 0 -1.102509 0.008908408 0.012909703912987401 0 +478 0 -0.6927537 0.023540562 0.034367978925539999 0 +479 1 2.5305254 0.9826346 0.025273049664435297 1 +481 0 0.103772104 0.14095935 0.21920169703596643 1 +485 0 0.019605232 0.118156925 0.18140614526818333 1 +486 0 -0.9081248 0.014150192 0.02056022293037775 0 +488 1 1.3311257 0.75911987 0.39760038353281563 1 +490 0 -0.84398466 0.016474335 0.023965394215641256 0 +491 1 2.5195055 0.982176 0.025946516375758951 1 +494 0 0.743315 0.43353018 0.81992900392802948 1 +496 0 -0.5158507 0.035596453 0.052291137300382116 0 +498 0 -1.4357035 0.0040134904 0.0058018934186602703 0 +499 0 -1.4357035 0.0040134904 0.0058018934186602703 0 +500 0 -2.0670757 0.0008803753 0.0012706724549602783 0 +503 0 -1.813548 0.0016197846 0.0023387498961668449 0 +505 0 -0.29403874 0.059234597 0.088093089064183214 0 +506 1 2.7088149 0.9886266 0.01650237172039886 1 +508 0 -1.1816251 0.0073746415 0.010678783375661881 0 +509 0 -0.9346932 0.013284984 0.019294630708243193 0 +511 0 -1.5386347 0.0031352425 0.0045303043240178939 0 +512 0 -1.1816251 0.0073746415 0.010678783375661881 0 +515 1 2.7714708 0.9902037 0.014202785963399144 1 +516 0 -0.5158507 0.035596453 0.052291137300382116 0 +518 0 -0.8831168 0.01501522 0.021826663086945169 0 +524 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +525 0 -0.9676115 0.012285099 0.017833420279483907 0 +526 0 -1.102509 0.008908408 0.012909703912987401 0 +530 1 2.4274664 0.97785205 0.032311899590092667 1 +536 0 -1.9410646 0.001192067 0.0017208150907104959 0 +537 0 -1.8132617 0.0016208995 0.0023403609811358849 0 +542 0 -0.2586702 0.06416219 0.095669572617852583 0 +543 0 -1.4357035 0.0040134904 0.0058018934186602703 0 +545 0 -1.5386347 0.0031352425 0.0045303043240178939 0 +550 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +551 0 -1.4167407 0.004200201 0.0060723707112565403 0 +552 0 -1.1245939 0.008450972 0.012243985242675455 0 +553 0 0.9967695 0.584871 1.2683683553837328 1 +554 0 -1.0205095 0.010831844 0.015712298759644357 0 +555 0 0.14363796 0.15298788 0.23954548573198095 1 +556 0 -0.35182872 0.051939737 0.076949328703294739 0 +562 0 -1.4167407 0.004200201 0.0060723707112565403 0 +564 0 -1.6624031 0.0023291581 0.0033641842663160357 0 +567 0 -0.43304074 0.04311241 0.063578637806794971 0 +568 1 2.0629215 0.9483321 0.076535768109378358 1 +570 1 2.6283183 0.98622763 0.02000742086703973 1 +571 1 3.0955446 0.9954867 0.0065260874273883052 1 +572 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +573 0 -1.1100199 0.008750148 0.012679349645484884 0 +574 1 2.446653 0.97883075 0.030868663435068319 1 +575 0 -1.8132617 0.0016208995 0.0023403609811358849 0 +576 0 -1.5386347 0.0031352425 0.0045303043240178939 0 +579 0 -1.4167407 0.004200201 0.0060723707112565403 0 +580 0 -1.4170449 0.0041971384 0.0060679336051624047 0 +583 0 -1.0205095 0.010831844 0.015712298759644357 0 +585 0 -0.84398466 0.016474335 0.023965394215641256 0 +587 0 -1.3763553 0.004627158 0.0066910700898478595 0 +588 1 2.0838974 0.9507515 0.072859810018676807 1 +589 0 -1.1816251 0.0073746415 0.010678783375661881 0 +591 1 2.0590532 0.9478738 0.077233147369898572 1 +592 1 2.4287353 0.97791815 0.032214378541652072 1 +595 0 -1.5386347 0.0031352425 0.0045303043240178939 0 +596 0 -1.3332565 0.0051305336 0.0074208481492193017 0 +597 0 -1.6700103 0.002286981 0.0033031948946440162 0 +598 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +599 0 -0.017039511 0.109268665 0.16693774794914348 0 +601 0 -0.7408358 0.021021176 0.03065044141952155 0 +603 1 1.2111527 0.70244974 0.50953309221476062 1 +605 1 2.906173 0.99289787 0.010282768555773047 1 +608 1 2.634149 0.986417 0.019730437939671656 1 +610 1 2.7428794 0.98951286 0.015209636673968477 1 +611 1 2.1997087 0.9622839 0.055465489727269973 1 +615 0 -1.2174277 0.0067696646 0.0097997696557439208 0 +616 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +620 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +623 0 -0.84398466 0.016474335 0.023965394215641256 0 +625 0 0.008689669 0.11544578 0.17697751360065736 1 +626 1 1.7645093 0.8994705 0.1528521158201831 1 +628 0 -0.9346932 0.013284984 0.019294630708243193 0 +630 0 -0.4494443 0.041512128 0.061167917627896994 0 +631 0 -1.5386347 0.0031352425 0.0045303043240178939 0 +632 0 -0.84398466 0.016474335 0.023965394215641256 0 +635 0 -0.76611876 0.019804252 0.028858206864592353 0 +636 1 2.615698 0.98580873 0.020620337602208414 1 +637 0 0.06967519 0.13130802 0.20308337525895584 1 +640 0 -0.9517382 0.012757612 0.018523756438730818 0 +643 0 -0.84398466 0.016474335 0.023965394215641256 0 +646 0 -0.5245545 0.03488398 0.051225710186684481 0 +647 0 -0.80117935 0.018230258 0.026543390495916013 0 +648 1 2.2464035 0.9661589 0.049667572911313948 1 +650 0 -0.10785483 0.08973319 0.13563861788193066 0 +651 0 -0.69024915 0.023679577 0.034573384522241762 0 +655 0 -1.3304825 0.0051647387 0.0074704510871764244 0 +658 1 2.840867 0.99169856 0.012026429526210291 1 +659 0 -0.84398466 0.016474335 0.023965394215641256 0 +662 0 -1.0110589 0.011078386 0.016071922791097676 0 +663 0 -1.0110589 0.011078386 0.016071922791097676 0 +664 0 -1.1948186 0.0071457 0.010346075174863223 0 +666 0 -0.5690098 0.031454317 0.046107997848965125 0 +667 0 -1.684065 0.0022110513 0.0031934044307615765 0 +669 1 2.5356512 0.98284394 0.024965743804826277 1 +671 0 -1.1000211 0.008961453 0.012986922100933671 0 +672 0 -1.5520364 0.00303599 0.0043866701154380355 0 +673 0 -0.47798833 0.03886207 0.057184609532734888 0 +674 0 -1.1100199 0.008750148 0.012679349645484884 0 +675 0 -0.79359007 0.018560208 0.027028329484131617 0 +676 0 -1.0688922 0.0096522095 0.013992834784132503 0 +677 0 -1.1816251 0.0073746415 0.010678783375661881 0 +684 0 -0.84398466 0.016474335 0.023965394215641256 0 +686 0 -0.84398466 0.016474335 0.023965394215641256 0 +687 0 -1.0863818 0.009257868 0.013418489743824452 0 +690 0 -0.80117935 0.018230258 0.026543390495916013 0 +695 0 -0.9346932 0.013284984 0.019294630708243193 0 diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer-out.txt new file mode 100644 index 0000000000..8aa452acde --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer-out.txt @@ -0,0 +1,38 @@ +maml.exe TrainTest test=%Data% tr=LdSvm{iter=1000 bias=-} dout=%Output% data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Warning: Skipped 16 rows with missing feature/label values +Training calibrator. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 229 | 10 | 0.9582 + negative || 16 | 428 | 0.9640 + ||====================== +Precision || 0.9347 | 0.9772 | +OVERALL 0/1 ACCURACY: 0.961933 +LOG LOSS/instance: 0.188051 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.798662 +AUC: 0.984121 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.984121 (0.0000) +Accuracy: 0.961933 (0.0000) +Positive precision: 0.934694 (0.0000) +Positive recall: 0.958159 (0.0000) +Negative precision: 0.977169 (0.0000) +Negative recall: 0.963964 (0.0000) +Log-loss: 0.188051 (0.0000) +Log-loss reduction: 0.798662 (0.0000) +F1 Score: 0.946281 (0.0000) +AUPRC: 0.975440 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer.txt b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer.txt new file mode 100644 index 0000000000..585542b52f --- /dev/null +++ b/test/BaselineOutput/Common/LdSvm/osx-arm64/LDSVM-nob-TrainTest-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -1.5166649 0.006964742 0.010083153224863847 0 +1 0 1.424426 0.9159792 3.5731097800083513 1 +2 0 -1.1632446 0.016678385 0.024264739513032887 0 +3 0 2.33517 0.9906648 6.7431002839237948 1 +4 0 -1.4185479 0.008882563 0.012872082608351099 0 +5 1 3.342828 0.99924076 0.0010957735357256543 1 +6 0 0.9181184 0.7546985 2.027372126851668 1 +7 0 -1.2316811 0.01409384 0.020477758948969971 0 +8 0 -1.3945911 0.009425347 0.013662389000185569 0 +9 0 -0.9936987 0.025254248 0.036902132172541999 0 +10 0 -0.9099828 0.030948197 0.045354305142961772 0 +11 0 -1.1573107 0.016923299 0.024624112960426398 0 +12 1 0.45580518 0.49216545 1.0227847215860462 1 +13 0 -0.81015044 0.03937116 0.057948971459453442 0 +14 1 2.2242744 0.9877208 0.017824821683182605 1 +15 1 -0.30707327 0.12591976 2.9894234069917291 0 +16 0 -1.3235726 0.011234913 0.01630029190799356 0 +17 0 -1.4580065 0.008055299 0.011668398896248513 0 +18 1 2.4141383 0.99232364 0.011117376129945683 1 +19 0 -1.5662465 0.0061581964 0.0089118681279986445 0 +20 1 1.5971196 0.9437702 0.08349252202207938 1 +21 1 1.6978776 0.9557312 0.06532315875418121 1 +22 0 -1.2466321 0.01358406 0.019731981218025697 0 +23 1 ? ? ? 0 +24 0 -1.2144252 0.014705682 0.021373357684105029 0 +25 1 1.4695715 0.92426324 0.11362429153734438 1 +26 0 -0.6639797 0.05576013 0.082774694106039853 0 +27 0 -1.3895355 0.0095440205 0.013835238495719349 0 +28 0 -1.1573107 0.016923299 0.024624112960426398 0 +29 0 -0.8008734 0.040257286 0.059280392584601375 0 +30 0 -0.9553531 0.027723253 0.040561076299560427 0 +31 0 -1.3082597 0.011668 0.016932342791898359 0 +32 1 0.917285 0.7543128 0.40676516213351255 1 +33 0 -1.3104507 0.011605038 0.016840438287768784 0 +34 0 -1.16802 0.01648382 0.02397930685271572 0 +35 0 -1.1573107 0.016923299 0.024624112960426398 0 +36 1 2.01278 0.9793472 0.03010763470497288 1 +37 0 -1.3311511 0.011026492 0.015996219891699876 0 +38 1 2.764644 0.9967882 0.0046410997003339107 1 +39 1 1.3087728 0.8908983 0.16666736436294069 1 +40 0 ? ? ? 0 +41 1 0.31533676 0.405566 1.3019913590490735 1 +42 1 2.6952915 0.9961828 0.0055175940576855731 1 +43 1 -0.68051344 0.05362449 4.2209642106509664 0 +44 1 1.6389191 0.94906265 0.07542477552718016 1 +45 0 -1.1577207 0.016906265 0.024599115424074045 0 +46 1 3.1795168 0.9988586 0.0016476744126396037 1 +47 0 -1.0542315 0.021786569 0.031778821219079288 0 +48 0 -1.4185479 0.008882563 0.012872082608351099 0 +49 1 2.9009974 0.9977134 0.0033026626138105198 1 +50 1 0.82696027 0.71013826 0.49382815548281794 1 +51 1 0.79940456 0.6957632 0.5233317810159267 1 +52 1 1.4733944 0.9249292 0.1125851556426318 1 +53 1 0.81164783 0.70219976 0.51004659771727034 1 +54 1 0.7726236 0.6814158 0.55339270314646971 1 +55 1 1.6301404 0.9479917 0.077053623207186894 1 +56 1 3.2824094 0.99911714 0.0012742660969259742 1 +57 1 -1.3078568 0.011679617 6.419863253932288 0 +58 1 0.47369486 0.5033399 0.99039516759852497 1 +59 1 0.3691281 0.4383358 1.1898915624581983 1 +60 1 1.363127 0.9034154 0.14653861700514642 1 +61 0 -0.87970436 0.03329947 0.048859059964702536 0 +62 1 2.0239322 0.97990334 0.029288649016899908 1 +63 1 0.37381548 0.4412214 1.1804253742014978 1 +64 0 -1.0542315 0.021786569 0.031778821219079288 0 +65 1 -0.5150922 0.078906395 3.6637139693946796 0 +66 0 -1.4580065 0.008055299 0.011668398896248513 0 +67 1 1.5984813 0.9439504 0.083217017510469893 1 +68 1 1.999997 0.97869116 0.031074425304617452 1 +69 0 -1.1080252 0.019098781 0.027820236837736798 0 +70 0 -1.1803957 0.015989918 0.023254998022803841 0 +71 1 0.8985444 0.7455317 0.42365843988268198 1 +72 0 -0.5755561 0.068601094 0.10252890757353271 0 +73 1 2.3261805 0.9904548 0.013836966756119232 1 +74 1 0.84669644 0.7201831 0.47356440074500072 1 +75 0 -0.92644995 0.02973774 0.043553338337483434 0 +76 0 -0.85918087 0.03499035 0.051384728090851442 0 +77 0 -0.66630954 0.055454414 0.082307669240731005 0 +78 0 -0.921605 0.030089036 0.044075777647160697 0 +79 0 -1.4613667 0.007988487 0.011571231213336825 0 +80 0 -1.0862045 0.020147448 0.029363426361641971 0 +81 0 -1.3124263 0.011548551 0.01675798954778842 0 +82 0 -1.1531326 0.017097866 0.024880318256804923 0 +83 0 -1.6793015 0.0046497467 0.0067238106523038119 0 +84 1 2.342116 0.9908239 0.013299390412266276 1 +85 1 1.6191392 0.94661963 0.079143255625440237 1 +86 1 1.5005854 0.9295127 0.10545354965878719 1 +87 1 2.9310532 0.9978785 0.0030639404837917803 1 +88 0 -1.4580065 0.008055299 0.011668398896248513 0 +89 0 -1.467181 0.007874176 0.011404996165441224 0 +90 0 -1.2144252 0.014705682 0.021373357684105029 0 +91 0 -1.1077127 0.019113412 0.027841756171368557 0 +92 0 -1.4580065 0.008055299 0.011668398896248513 0 +93 0 -1.0542315 0.021786569 0.031778821219079288 0 +94 0 -1.3082597 0.011668 0.016932342791898359 0 +95 0 -1.2144252 0.014705682 0.021373357684105029 0 +96 0 -1.020456 0.023659654 0.034543945101960009 0 +97 0 -1.5166649 0.006964742 0.010083153224863847 0 +98 1 1.2589055 0.8781843 0.18740432193849321 1 +99 1 2.762668 0.99677235 0.0046640472777580702 1 +100 1 0.26300505 0.37447038 1.4170764752456277 1 +101 1 1.405085 0.91218436 0.13260266416130695 1 +102 0 -1.3576324 0.0103277955 0.014977334625081115 0 +103 1 -1.7079087 0.004330371 7.8512936394186861 0 +104 1 1.2554573 0.87725955 0.18892434266887306 1 +105 1 -0.08950112 0.19878827 2.3306954627405396 0 +106 1 3.570614 0.99957013 0.00062030277293805892 1 +107 1 2.8995357 0.99770504 0.0033147290409650883 1 +108 0 -0.85302854 0.035513155 0.052166534183634761 0 +109 1 2.43183 0.99265313 0.010638418331652081 1 +110 0 -0.27243206 0.13575903 0.21049446329285942 0 +111 1 1.6585999 0.9513881 0.071894083445029733 1 +112 1 1.8759369 0.97117066 0.042203252145681658 1 +113 1 1.7178715 0.9577974 0.062207563385955698 1 +114 0 -0.103799835 0.19315901 0.30964372286457947 0 +115 0 -0.124895744 0.18507655 0.29526354841008973 0 +116 0 -0.22372428 0.1506816 0.23562258937350594 0 +117 1 2.496618 0.9937443 0.0090533947938667148 1 +118 0 -1.1224453 0.018435339 0.026844785183447368 0 +119 0 -0.8139165 0.039016794 0.057416876613144395 0 +120 0 -1.153008 0.017103096 0.024887995276340686 0 +121 0 -0.8572751 0.035151497 0.05162566074497664 0 +122 1 2.2622426 0.9888197 0.0162205821286476 1 +123 1 0.92520744 0.75796294 0.39980078016078757 1 +124 1 1.5019412 0.9297343 0.10510963004535183 1 +125 0 -1.0542315 0.021786569 0.031778821219079288 0 +126 1 2.1337557 0.98465216 0.022313927033285566 1 +127 0 -1.3889898 0.009556919 0.013854026994985983 0 +128 1 1.9225148 0.9742565 0.037626420197095105 1 +129 0 -3.5750072 4.0953288E-05 5.9084314901007843E-05 0 +130 0 -1.1803957 0.015989918 0.023254998022803841 0 +131 0 -1.3082597 0.011668 0.016932342791898359 0 +132 1 3.3527374 0.9992593 0.0010690101616423894 1 +133 0 -1.1242057 0.018355912 0.026728048931467945 0 +134 0 -1.5457978 0.0064789327 0.0093775351759104609 0 +135 0 -0.9335104 0.029232915 0.042802902571054464 0 +136 0 -1.3235726 0.011234913 0.01630029190799356 0 +137 0 -1.1030966 0.019330861 0.028161617060908448 0 +138 0 -1.2331572 0.014042684 0.020402903812247394 0 +139 0 ? ? ? 0 +140 0 -1.1030966 0.019330861 0.028161617060908448 0 +141 0 -1.004656 0.02458897 0.035917809040185239 0 +142 1 1.0179403 0.7979052 0.32571073437398357 1 +143 0 -0.124895744 0.18507655 0.29526354841008973 0 +144 0 -1.1573107 0.016923299 0.024624112960426398 0 +145 0 ? ? ? 0 +146 1 0.9862483 0.78483444 0.34953973547617923 1 +147 0 -1.1769855 0.016124545 0.023452392476165505 0 +148 0 -1.9106809 0.002613562 0.0037755087451708576 0 +149 1 2.179959 0.9863027 0.01989765010359465 1 +150 0 -0.9099828 0.030948197 0.045354305142961772 0 +151 1 0.9195655 0.7553673 0.40474980431920415 1 +152 1 2.8719876 0.9975419 0.0035506479667966216 1 +153 0 -0.74567086 0.045937784 0.067844745045810853 0 +154 0 -0.8918934 0.03233287 0.047417239626470389 0 +155 1 2.3107345 0.9900829 0.014378738702460092 1 +156 0 -0.71287656 0.049665734 0.073493045831510229 0 +157 0 -1.3082597 0.011668 0.016932342791898359 0 +158 0 ? ? ? 0 +159 1 3.2563596 0.99905777 0.0013599916857192891 1 +160 1 2.707895 0.9963007 0.0053468615600900417 1 +161 0 -1.3120011 0.011560686 0.016775701499037895 0 +162 0 -1.3889898 0.009556919 0.013854026994985983 0 +163 0 -0.7381059 0.046773378 0.069108850481507292 0 +164 0 ? ? ? 0 +165 0 -1.0611539 0.021420974 0.031239733657779139 0 +166 1 2.8370674 0.99731845 0.0038738600454920284 1 +167 1 0.85483235 0.7242614 0.46541760080011579 1 +168 0 -1.3889898 0.009556919 0.013854026994985983 0 +169 0 -0.6247108 0.061157178 0.091044448291314431 0 +170 0 -1.1030966 0.019330861 0.028161617060908448 0 +171 0 -1.2144252 0.014705682 0.021373357684105029 0 +172 0 -1.0542315 0.021786569 0.031778821219079288 0 +173 1 3.490415 0.99947476 0.00075795462970916819 1 +174 1 2.1823995 0.9863848 0.019777513439734721 1 +175 1 2.5748878 0.9948498 0.0074493658316804141 1 +176 0 -1.3082597 0.011668 0.016932342791898359 0 +177 1 1.8891116 0.9720782 0.04085571088344031 1 +178 0 -1.4580065 0.008055299 0.011668398896248513 0 +179 1 0.9973569 0.7894846 0.34101693358944851 1 +180 0 -0.9099828 0.030948197 0.045354305142961772 0 +181 0 -0.8918934 0.03233287 0.047417239626470389 0 +182 0 -1.5662465 0.0061581964 0.0089118681279986445 0 +183 1 3.4444995 0.999411 0.00085001663796287154 1 +184 1 2.3392794 0.9907593 0.013393471342130535 1 +185 0 -1.0087811 0.024342963 0.035553994901253577 0 +186 1 2.829098 0.9972646 0.0039517210962955697 1 +187 1 2.1351352 0.9847042 0.022237688492899334 1 +188 1 3.0163355 0.99828494 0.0024764386309423969 1 +189 0 -0.7451814 0.045991417 0.067925849027463056 0 +190 1 3.362602 0.9992773 0.001043021765479907 1 +191 1 2.533514 0.99429214 0.0082582923795580156 1 +192 0 -1.3895355 0.0095440205 0.013835238495719349 0 +193 0 -1.2144252 0.014705682 0.021373357684105029 0 +194 0 -1.3889898 0.009556919 0.013854026994985983 0 +195 0 -1.4580065 0.008055299 0.011668398896248513 0 +196 0 1.6766953 0.9534371 4.4246749634287781 1 +197 0 -1.4275769 0.008686131 0.012586180008821692 0 +198 0 -0.8918934 0.03233287 0.047417239626470389 0 +199 0 -1.2466321 0.01358406 0.019731981218025697 0 +200 1 2.8093717 0.9971268 0.0041510921330863287 1 +201 1 1.5988919 0.9440047 0.08313403026540224 1 +202 0 -1.2144252 0.014705682 0.021373357684105029 0 +203 0 -1.5166649 0.006964742 0.010083153224863847 0 +204 0 -1.2144252 0.014705682 0.021373357684105029 0 +205 1 3.9247541 0.9998225 0.00025610489745391159 1 +206 1 2.0762076 0.98232067 0.025734043684756156 1 +207 0 -0.9099828 0.030948197 0.045354305142961772 0 +208 0 -0.9099828 0.030948197 0.045354305142961772 0 +209 0 -1.2316782 0.014093939 0.020477904770915548 0 +210 1 3.8979487 0.9998102 0.00027382236416244001 1 +211 1 3.3479984 0.9992505 0.0010817463677784884 1 +212 0 -1.2144252 0.014705682 0.021373357684105029 0 +213 1 3.5825005 0.9995827 0.00060215091450018844 1 +214 1 3.7757468 0.99974245 0.00037161637445249447 1 +215 1 2.399301 0.992036 0.011535641181136501 1 +216 0 -1.0542315 0.021786569 0.031778821219079288 0 +217 0 -1.2144252 0.014705682 0.021373357684105029 0 +218 1 2.5632398 0.9946985 0.0076687583255082856 1 +219 0 -1.3247954 0.011201025 0.016250847138748841 0 +220 0 -1.2277124 0.014232298 0.020680382539315357 0 +221 1 1.7093978 0.9569332 0.063509875373429836 1 +222 1 -0.017627424 0.22894184 2.1269469314819407 0 +223 1 1.9506856 0.9759642 0.035099883484497767 1 +224 1 2.7004926 0.9962319 0.0054464674476371201 1 +225 0 -1.0542315 0.021786569 0.031778821219079288 0 +226 1 2.6025643 0.9951923 0.0069527872284571596 1 +227 1 2.7245204 0.99645066 0.0051297203958251686 1 +228 0 -0.9099828 0.030948197 0.045354305142961772 0 +229 1 2.8605223 0.9974707 0.0036536644940054234 1 +230 1 1.8871202 0.97194284 0.04105662054000591 1 +231 1 2.7297163 0.9964963 0.0050636179296038196 1 +232 0 0.1784499 0.32643315 0.57010696204395328 1 +233 1 1.4857347 0.92704237 0.10929282455240445 1 +234 0 -0.06476359 0.20881653 0.33791580728227394 0 +235 0 ? ? ? 0 +236 1 2.374053 0.9915218 0.012283637731382972 1 +237 1 1.738649 0.9598468 0.059123945618129954 1 +238 1 3.5569289 0.9995552 0.00064189603941699547 1 +239 1 1.6382772 0.94898504 0.0755427501245753 1 +240 0 -0.50003755 0.08168405 0.12293749589982064 0 +241 0 -1.0771776 0.020597577 0.030026329809992602 0 +242 0 -1.3082597 0.011668 0.016932342791898359 0 +243 0 -0.55071443 0.072674915 0.10885291351153788 0 +244 0 -1.2144252 0.014705682 0.021373357684105029 0 +245 0 -1.229896 0.014155954 0.020568655215792639 0 +246 1 3.7799525 0.9997452 0.00036765975987410477 1 +247 1 1.8170564 0.96675324 0.048780393922210598 1 +248 0 -0.67409676 0.054444004 0.080765197288234239 0 +249 0 ? ? ? 0 +250 0 -0.58680344 0.06682705 0.0997836086131932 0 +251 1 2.227035 0.9878042 0.017703029383244941 1 +252 0 2.0017197 0.97878075 5.5584822843715154 1 +253 1 2.6952915 0.9961828 0.0055175940576855731 1 +254 1 2.0239322 0.97990334 0.029288649016899908 1 +255 1 2.7521124 0.99668634 0.0047885399330664952 1 +256 0 -1.1030966 0.019330861 0.028161617060908448 0 +257 0 -1.2466321 0.01358406 0.019731981218025697 0 +258 0 -1.3889898 0.009556919 0.013854026994985983 0 +259 0 2.2630706 0.9888426 6.4858561597431414 1 +260 1 2.3808966 0.99166435 0.012076202586375647 1 +261 1 2.7680266 0.99681515 0.0046021069095943867 1 +262 1 3.1845748 0.9988729 0.0016270130588499235 1 +263 1 1.8751742 0.97111726 0.04228258974206682 1 +264 1 0.8141309 0.70349556 0.50738677247789443 1 +265 0 -0.9975919 0.025015885 0.036549381063434673 0 +266 1 3.0892918 0.9985703 0.0020640637558730452 1 +267 1 1.5665078 0.93957055 0.089926606727825306 1 +268 1 1.8540426 0.9695989 0.044540048643411913 1 +269 0 -1.2144252 0.014705682 0.021373357684105029 0 +270 1 2.6643627 0.9958774 0.005959969803555086 1 +271 0 -1.5166649 0.006964742 0.010083153224863847 0 +272 1 1.5665078 0.93957055 0.089926606727825306 1 +273 1 0.057955448 0.26396936 1.9215576053420629 1 +274 0 -1.2543473 0.013328154 0.019357751186297883 0 +275 0 ? ? ? 0 +276 0 -1.2466321 0.01358406 0.019731981218025697 0 +277 0 -1.0542315 0.021786569 0.031778821219079288 0 +278 0 -1.2144252 0.014705682 0.021373357684105029 0 +279 1 1.557185 0.93823427 0.091979897713209163 1 +280 0 -1.3889898 0.009556919 0.013854026994985983 0 +281 0 -1.3104507 0.011605038 0.016840438287768784 0 +282 1 2.6086528 0.99526453 0.0068480660554623013 1 +283 1 2.012943 0.97935545 0.030095517702213984 1 +284 1 3.0213258 0.99830616 0.0024457734516872818 1 +285 1 3.2087927 0.998939 0.001531544229037198 1 +286 1 3.107362 0.9986334 0.0019729575537504184 1 +287 0 -1.5457978 0.0064789327 0.0093775351759104609 0 +288 1 0.6453439 0.60879624 0.71596864888786982 1 +289 1 3.0014453 0.99822 0.0025702471164601539 1 +290 0 -0.8918934 0.03233287 0.047417239626470389 0 +291 0 -1.2144252 0.014705682 0.021373357684105029 0 +292 1 ? ? ? 0 +293 1 2.1894636 0.98661983 0.01943381044882234 1 +294 0 ? ? ? 0 +295 1 2.2826464 0.9893696 0.015418565858802498 1 +296 0 1.0711529 0.81849945 2.4619541424010967 1 +297 0 ? ? ? 0 +298 0 -1.849424 0.0030445193 0.0043990127974621873 0 +299 1 1.3377687 0.8977436 0.15562465967150399 1 +300 1 1.8080819 0.9660249 0.04986775520348774 1 +301 0 -1.2144252 0.014705682 0.021373357684105029 0 +302 1 3.0297394 0.9983413 0.002394953381954998 1 +303 0 -1.2144252 0.014705682 0.021373357684105029 0 +304 1 2.0300539 0.9802024 0.028848449818198882 1 +305 1 3.109916 0.998642 0.0019604718022990155 1 +306 0 -1.2144252 0.014705682 0.021373357684105029 0 +307 0 -1.2144252 0.014705682 0.021373357684105029 0 +308 1 1.9670966 0.97690755 0.033706054298808547 1 +309 0 -0.6042139 0.064164735 0.095673500792282914 0 +310 0 -1.4613667 0.007988487 0.011571231213336825 0 +311 0 -0.8918934 0.03233287 0.047417239626470389 0 +312 1 -0.022065826 0.22699001 2.1392992626381613 0 +313 0 -0.8918934 0.03233287 0.047417239626470389 0 +314 0 -0.7527064 0.045173436 0.066689391647210619 0 +315 0 ? ? ? 0 +316 1 1.9846336 0.9778757 0.032276988231808988 1 +317 1 2.8850777 0.9976208 0.0034365194162996144 1 +318 0 -2.1772206 0.0013444556 0.0019409445324088382 0 +319 0 0.3941504 0.45378324 0.8724545230408336 1 +320 1 1.8204273 0.9670229 0.048378046669409903 1 +321 0 ? ? ? 0 +322 0 -1.3889898 0.009556919 0.013854026994985983 0 +323 1 2.4938705 0.9937015 0.0091155265719478733 1 +324 0 -1.2144252 0.014705682 0.021373357684105029 0 +325 0 -0.5521706 0.0724301 0.10847208481278757 0 +326 1 1.0038044 0.79214966 0.33615506656668109 1 +327 0 -1.0542315 0.021786569 0.031778821219079288 0 +328 1 2.1336904 0.9846497 0.022317507636523248 1 +329 1 1.4160345 0.91435134 0.12917946023359933 1 +330 1 1.5123194 0.9314096 0.10251234688683535 1 +331 0 -1.5980959 0.005689793 0.0082320775370064124 0 +332 0 -0.74195534 0.046346392 0.068462758913362842 0 +333 1 2.2043118 0.98710084 0.018730620761844792 1 +334 1 2.6550925 0.9957812 0.0060993410808990317 1 +335 0 -0.8918934 0.03233287 0.047417239626470389 0 +336 1 2.5123243 0.9939836 0.0087060080450937372 1 +337 0 -1.2144252 0.014705682 0.021373357684105029 0 +338 0 -0.7527064 0.045173436 0.066689391647210619 0 +339 1 2.447081 0.9929259 0.010242064114661041 1 +340 1 1.8079727 0.96601593 0.049881107611722736 1 +341 0 -1.2144252 0.014705682 0.021373357684105029 0 +342 0 -1.004656 0.02458897 0.035917809040185239 0 +343 0 -0.8918934 0.03233287 0.047417239626470389 0 +344 1 1.5371395 0.9352672 0.096549486596800488 1 +345 0 -0.8918934 0.03233287 0.047417239626470389 0 +346 0 -0.7387317 0.04670371 0.069003414836838764 0 +347 0 -0.44080785 0.093495145 0.14161334890498045 0 +348 1 0.12584265 0.2982154 1.7455733858097617 1 +349 1 1.4422549 0.9193448 0.12132207647096221 1 +350 0 -1.2275532 0.014237878 0.020688548374934172 0 +351 0 -1.3082597 0.011668 0.016932342791898359 0 +352 0 0.37372044 0.44116285 0.83950017588633918 1 +353 1 3.472893 0.9994513 0.00079185341484084041 1 +354 0 -1.0542315 0.021786569 0.031778821219079288 0 +355 0 -1.473194 0.007757665 0.011235582513646139 0 +356 1 -0.02970285 0.22365916 2.1606262640014062 0 +357 1 2.4056218 0.9921598 0.011355614607188289 1 +358 1 1.9512681 0.97599834 0.035049397854057147 1 +359 1 1.3552814 0.90169126 0.14929456037259412 1 +360 1 3.1960216 0.99890465 0.0015811286938863423 1 +361 1 2.837553 0.99732167 0.0038692040360740454 1 +362 0 -0.86020374 0.034904156 0.051255870672376504 0 +363 0 0.5182113 0.5311077 1.0926715800728235 1 +364 0 -1.3082597 0.011668 0.016932342791898359 0 +365 0 -1.1573107 0.016923299 0.024624112960426398 0 +366 1 3.5824194 0.9995826 0.00060232296895827567 1 +367 1 3.6350045 0.99963397 0.00052816939885565618 1 +368 0 -0.8008734 0.040257286 0.059280392584601375 0 +369 0 -0.6541102 0.057072856 0.08478178992068007 0 +370 0 -0.8008273 0.040261734 0.059287078873998415 0 +371 0 -0.8008734 0.040257286 0.059280392584601375 0 +372 0 -1.2331572 0.014042684 0.020402903812247394 0 +373 0 -1.3701593 0.010012723 0.014518110010882025 0 +374 0 -1.16802 0.01648382 0.02397930685271572 0 +375 0 -0.8918934 0.03233287 0.047417239626470389 0 +376 0 -1.0542315 0.021786569 0.031778821219079288 0 +377 0 -0.7527064 0.045173436 0.066689391647210619 0 +378 0 -1.3484796 0.0105641885 0.015321977705841736 0 +379 0 -0.90776175 0.031115068 0.045602758522044255 0 +380 0 -0.8918934 0.03233287 0.047417239626470389 0 +381 1 2.4539926 0.99304616 0.010067307883617595 1 +382 0 -0.7644556 0.04392394 0.064802700232789959 0 +383 0 -1.004656 0.02458897 0.035917809040185239 0 +384 0 -1.004656 0.02458897 0.035917809040185239 0 +385 0 -0.59843343 0.06503751 0.097019610567715964 0 +386 1 2.3784418 0.99161345 0.012150258366175882 1 +387 0 -0.74671125 0.045823984 0.067672671207744214 0 +388 0 -1.0489202 0.022071209 0.032198677081850216 0 +389 0 -1.2632948 0.013037326 0.018932570272091952 0 +390 0 -1.0746696 0.020724379 0.030213124976988224 0 +391 1 3.3184865 0.99919313 0.0011645344484050176 1 +392 0 -1.2466321 0.01358406 0.019731981218025697 0 +393 0 -0.59330136 0.06582163 0.098230057812017699 0 +394 0 -0.62972564 0.06044166 0.08994535168830696 0 +395 0 -1.2466321 0.01358406 0.019731981218025697 0 +396 0 -1.3889898 0.009556919 0.013854026994985983 0 +397 0 -1.1884544 0.015676161 0.022795060154569405 0 +398 0 -0.79893994 0.04044436 0.059561629891496458 0 +399 0 -0.5136232 0.07917359 0.11899887894685648 0 +400 1 2.8576322 0.9974524 0.0036801310154481819 1 +401 0 -1.1030966 0.019330861 0.028161617060908448 0 +402 0 -0.4818894 0.085150726 0.12839402336634179 0 +403 0 -0.4593905 0.08963344 0.13548053390315137 0 +404 0 -0.5280366 0.07658742 0.11495271373708761 0 +405 0 -1.0542315 0.021786569 0.031778821219079288 0 +406 0 -0.89235556 0.03229676 0.047363399808429026 0 +407 0 -1.0542315 0.021786569 0.031778821219079288 0 +408 0 -0.27815342 0.13409044 0.207711741953166 0 +409 0 -1.16802 0.01648382 0.02397930685271572 0 +410 0 -1.0542315 0.021786569 0.031778821219079288 0 +411 0 ? ? ? 0 +412 1 1.7996488 0.9653265 0.050911128691040745 1 +413 0 -1.4067886 0.009145006 0.013254151679017466 0 +414 1 2.4652672 0.99323803 0.0097885903889815742 1 +415 0 0.56421554 0.55960065 1.1831157594462813 1 +416 1 1.6764657 0.9534116 0.068828947920105868 1 +417 0 -1.0542315 0.021786569 0.031778821219079288 0 +418 0 -0.6144543 0.062645294 0.093333010630810911 0 +419 0 -1.2468276 0.013577516 0.019722411011890709 0 +420 0 -0.35627392 0.11299933 0.17299289651687771 0 +421 1 2.3428054 0.9908396 0.013276565428809272 1 +422 0 -0.21931617 0.15209661 0.23802820843382949 0 +423 0 -1.1803957 0.015989918 0.023254998022803841 0 +424 0 -1.1030966 0.019330861 0.028161617060908448 0 +425 1 3.1836312 0.99887025 0.0016308009515601286 1 +426 0 -0.075258724 0.2045171 0.3300971699689178 0 +427 1 1.7980653 0.9651938 0.051109434496059952 1 +428 0 -1.0542315 0.021786569 0.031778821219079288 0 +429 0 -1.1573107 0.016923299 0.024624112960426398 0 +430 0 -0.3689723 0.10985793 0.16789248372167198 0 +431 0 -1.8596876 0.002967663 0.0042877983729192291 0 +432 0 -1.2445767 0.013653049 0.019832886328146643 0 +433 0 -0.68176925 0.053465467 0.079272953188284867 0 +434 0 2.554257 0.99457884 7.5271822579079588 1 +435 1 2.732447 0.99652004 0.005029273457403196 1 +436 1 1.7984103 0.9652227 0.051066225383093931 1 +437 0 -1.1884544 0.015676161 0.022795060154569405 0 +438 0 -0.9662999 0.02699542 0.039481499675459025 0 +439 0 -1.2621334 0.01307472 0.018987232754521303 0 +440 1 1.5099803 0.9310353 0.10309225723743771 1 +441 0 0.054041285 0.26207358 0.43845111826529132 1 +442 0 -0.5303205 0.0761848 0.11432381385633533 0 +443 0 -0.7342323 0.04720681 0.069764995609138195 0 +444 0 -1.5168937 0.006960788 0.010077408236865846 0 +445 0 -1.004656 0.02458897 0.035917809040185239 0 +446 0 -0.8918934 0.03233287 0.047417239626470389 0 +447 0 -1.2621334 0.01307472 0.018987232754521303 0 +448 0 -0.59330136 0.06582163 0.098230057812017699 0 +449 1 3.3419623 0.9992391 0.0010981831243140458 1 +450 0 -1.014025 0.0240337 0.035096761121676402 0 +451 0 -1.2621334 0.01307472 0.018987232754521303 0 +452 0 -1.1040511 0.0192857 0.028095179717670154 0 +453 1 2.376449 0.99157196 0.012210615771179089 1 +454 0 -0.7075062 0.05030293 0.074460692556932453 0 +455 1 0.2145639 0.34657586 1.5287569405077788 1 +456 1 2.393577 0.9919222 0.011701125959689718 1 +457 1 1.9738642 0.977286 0.033147298041643625 1 +458 0 -1.1711441 0.01635774 0.023794377009116994 0 +459 0 -1.0713154 0.020895157 0.030464742347391691 0 +460 0 -1.2275532 0.014237878 0.020688548374934172 0 +461 0 -0.22066657 0.15166198 0.23728886938032578 0 +462 0 -1.2764374 0.012621461 0.018324807527364713 0 +463 0 -1.0656784 0.021185271 0.030892284583864608 0 +464 0 -1.1884544 0.015676161 0.022795060154569405 0 +465 1 2.2548096 0.98861253 0.016522899285805043 1 +466 1 2.4076014 0.99219817 0.01129979966362026 1 +467 1 2.6859953 0.99609345 0.0056469947839382119 1 +468 0 -1.1884544 0.015676161 0.022795060154569405 0 +469 0 -1.0044488 0.02460139 0.035936179302541213 0 +470 0 -0.9553531 0.027723253 0.040561076299560427 0 +471 0 -1.2764374 0.012621461 0.018324807527364713 0 +472 0 -1.0525959 0.021873841 0.031907538569089504 0 +473 0 -1.1884544 0.015676161 0.022795060154569405 0 +474 0 -1.2621334 0.01307472 0.018987232754521303 0 +475 0 -1.1030966 0.019330861 0.028161617060908448 0 +476 0 -1.1083975 0.019081362 0.027794616784230133 0 +477 0 -1.1884544 0.015676161 0.022795060154569405 0 +478 0 -0.9378797 0.028924687 0.042344904580408807 0 +479 1 3.382685 0.99931264 0.00099199293245494109 1 +480 0 -0.98416036 0.025847623 0.037780638628764178 0 +481 0 -0.38388324 0.106267154 0.16208444878417949 0 +482 1 2.1018412 0.98339933 0.024150720348569642 1 +483 1 3.0986488 0.99860334 0.0020163571441931556 1 +484 0 -1.1711441 0.01635774 0.023794377009116994 0 +485 0 -0.26166105 0.13894778 0.21582736808897734 0 +486 0 -0.9553531 0.027723253 0.040561076299560427 0 +487 1 2.8663242 0.997507 0.0036011639388096738 1 +488 1 1.6458554 0.949894 0.074161548081024792 1 +489 1 -0.212558 0.15428716 2.6963100963545998 0 +490 0 -0.8918934 0.03233287 0.047417239626470389 0 +491 1 2.9833055 0.99813765 0.0026893039498541798 1 +492 0 -1.0374 0.022701131 0.033128273094329724 0 +493 1 3.6200378 0.99962 0.00054829887742053576 1 +494 0 -0.18200845 0.16451223 0.25930938820114069 0 +495 0 -0.9553531 0.027723253 0.040561076299560427 0 +496 0 -0.59330136 0.06582163 0.098230057812017699 0 +497 0 -0.8796161 0.03330657 0.048869656580642989 0 +498 0 -1.3235726 0.011234913 0.01630029190799356 0 +499 0 -1.3235726 0.011234913 0.01630029190799356 0 +500 0 -1.5662465 0.0061581964 0.0089118681279986445 0 +501 0 -1.3235726 0.011234913 0.01630029190799356 0 +502 0 -1.3124263 0.011548551 0.01675798954778842 0 +503 0 -1.4580065 0.008055299 0.011668398896248513 0 +504 0 -0.8918934 0.03233287 0.047417239626470389 0 +505 0 -0.51113105 0.07962876 0.11971218940365841 0 +506 1 2.6589315 0.99582124 0.006041311255172788 1 +507 0 -0.3446979 0.11593108 0.17776924969416416 0 +508 0 -1.2621334 0.01307472 0.018987232754521303 0 +509 0 -1.004656 0.02458897 0.035917809040185239 0 +510 0 -0.8918934 0.03233287 0.047417239626470389 0 +511 0 -1.3895355 0.0095440205 0.013835238495719349 0 +512 0 -1.2621334 0.01307472 0.018987232754521303 0 +513 0 -0.9553531 0.027723253 0.040561076299560427 0 +514 1 3.4663994 0.99944234 0.00080475925304541291 1 +515 1 3.9378514 0.9998282 0.000247848288264959 1 +516 0 -0.59330136 0.06582163 0.098230057812017699 0 +517 0 -0.7527064 0.045173436 0.066689391647210619 0 +518 0 -1.0291839 0.023161085 0.033807420264381723 0 +519 1 2.5062935 0.99389285 0.0088377715529167917 1 +520 0 -1.198116 0.015307977 0.022255523791282098 0 +521 0 -1.4792013 0.0076429727 0.011068832363389826 0 +522 1 0.8512163 0.72245336 0.46902364989540923 1 +523 1 2.4693952 0.99330693 0.0096885111318743833 1 +524 0 -1.2466321 0.01358406 0.019731981218025697 0 +525 0 -1.1077127 0.019113412 0.027841756171368557 0 +526 0 -1.1884544 0.015676161 0.022795060154569405 0 +527 0 -1.4580065 0.008055299 0.011668398896248513 0 +528 0 -1.0830642 0.020302938 0.029592381520225291 0 +529 0 -1.0374 0.022701131 0.033128273094329724 0 +530 1 2.3581574 0.9911813 0.012779105215385077 1 +531 0 -0.89235556 0.03229676 0.047363399808429026 0 +532 0 -0.9099828 0.030948197 0.045354305142961772 0 +533 0 -1.2466321 0.01358406 0.019731981218025697 0 +534 0 -1.1573107 0.016923299 0.024624112960426398 0 +535 0 -1.0650293 0.02121893 0.030941894648011871 0 +536 0 -1.5166649 0.006964742 0.010083153224863847 0 +537 0 -1.4067886 0.009145006 0.013254151679017466 0 +538 0 -1.3235726 0.011234913 0.01630029190799356 0 +539 0 -1.4458688 0.008301283 0.012026205974037332 0 +540 0 -1.1493735 0.017256431 0.025113077508288121 0 +541 0 -1.1030966 0.019330861 0.028161617060908448 0 +542 0 -0.6143068 0.06266694 0.093366323484901106 0 +543 0 -1.3235726 0.011234913 0.01630029190799356 0 +544 0 -1.0000641 0.02486566 0.036327109744920497 0 +545 0 -1.3895355 0.0095440205 0.013835238495719349 0 +546 1 4.292724 0.99992925 0.00010207531428030829 1 +547 0 -0.7107318 0.049919285 0.07387801054217305 0 +548 0 -0.81449425 0.038962703 0.057335673392104228 0 +549 1 2.162688 0.9857073 0.020768809372194108 1 +550 0 -1.2466321 0.01358406 0.019731981218025697 0 +551 0 -1.2144252 0.014705682 0.021373357684105029 0 +552 0 -0.86274415 0.034690958 0.050937201541835481 0 +553 0 0.68725514 0.6334341 1.4478555765677463 1 +554 0 -1.1030966 0.019330861 0.028161617060908448 0 +555 0 0.23811984 0.36002257 0.64390707872628372 1 +556 0 -0.6505926 0.0575477 0.085508492744218761 0 +557 0 -1.2275532 0.014237878 0.020688548374934172 0 +558 0 -1.1573107 0.016923299 0.024624112960426398 0 +559 0 -1.3895355 0.0095440205 0.013835238495719349 0 +560 0 -1.5166649 0.006964742 0.010083153224863847 0 +561 0 -1.5166649 0.006964742 0.010083153224863847 0 +562 0 -1.2144252 0.014705682 0.021373357684105029 0 +563 0 -1.2466321 0.01358406 0.019731981218025697 0 +564 0 -1.3120011 0.011560686 0.016775701499037895 0 +565 1 3.58101 0.99958116 0.000604387624055811 1 +566 0 -1.2996817 0.011917777 0.017296995121896957 0 +567 0 -0.8554297 0.035308223 0.05186002622423129 0 +568 1 1.6121552 0.9457309 0.080498322479639464 1 +569 1 2.05395 0.9813284 0.027192041165660152 1 +570 1 2.1704726 0.9859787 0.02037158131724227 1 +571 1 3.3767543 0.9993024 0.0010067936897577871 1 +572 0 -1.2466321 0.01358406 0.019731981218025697 0 +573 0 -1.0542315 0.021786569 0.031778821219079288 0 +574 1 1.7024583 0.95621294 0.064596168997177419 1 +575 0 -1.4067886 0.009145006 0.013254151679017466 0 +576 0 -1.3895355 0.0095440205 0.013835238495719349 0 +577 0 -1.0542315 0.021786569 0.031778821219079288 0 +578 0 -1.0542315 0.021786569 0.031778821219079288 0 +579 0 -1.2144252 0.014705682 0.021373357684105029 0 +580 0 -1.288955 0.012237561 0.017763985459732401 0 +581 1 3.0419078 0.9983909 0.002323291512104675 1 +582 1 3.7646282 0.99973524 0.00038202404287301819 1 +583 0 -1.1030966 0.019330861 0.028161617060908448 0 +584 0 -1.4080464 0.009116571 0.013212751772146881 0 +585 0 -0.8918934 0.03233287 0.047417239626470389 0 +586 1 3.808686 0.99976283 0.00034220006475687171 1 +587 0 -1.2445767 0.013653049 0.019832886328146643 0 +588 1 1.2903177 0.88633466 0.17407656789056025 1 +589 0 -1.2621334 0.01307472 0.018987232754521303 0 +590 1 1.4549667 0.9216688 0.1176796378360055 1 +591 1 2.8314064 0.9972803 0.0039290435237579252 1 +592 1 1.4943664 0.9284877 0.10704526835159341 1 +593 0 -1.1711441 0.01635774 0.023794377009116994 0 +594 1 2.6149297 0.9953379 0.0067417109944386631 1 +595 0 -1.3895355 0.0095440205 0.013835238495719349 0 +596 0 -1.2331572 0.014042684 0.020402903812247394 0 +597 0 -1.289696 0.0122152 0.017731325969194404 0 +598 0 -1.2466321 0.01358406 0.019731981218025697 0 +599 0 -0.38709173 0.10550815 0.16085975525929008 0 +600 0 -1.2466321 0.01358406 0.019731981218025697 0 +601 0 -0.7527064 0.045173436 0.066689391647210619 0 +602 0 -1.3235726 0.011234913 0.01630029190799356 0 +603 1 1.1057485 0.83098966 0.26709757125374811 1 +604 1 1.1117618 0.8330894 0.26345675384974082 1 +605 1 2.1610973 0.98565114 0.020850990093690073 1 +606 0 -1.1831044 0.015883775 0.023099386322834814 0 +607 0 -0.8918934 0.03233287 0.047417239626470389 0 +608 1 2.5766153 0.9948719 0.0074172982500797921 1 +609 0 -1.2621334 0.01307472 0.018987232754521303 0 +610 1 1.745273 0.96047986 0.058172738800868172 1 +611 1 2.303436 0.9899022 0.014642099974293245 1 +612 1 3.601663 0.9996022 0.00057402028653698312 1 +613 0 -0.5575631 0.07153004 0.10707285612736143 0 +614 0 -0.86083287 0.034851238 0.051176767564519769 0 +615 0 -1.1329261 0.01796738 0.026157148668019971 0 +616 0 -1.2466321 0.01358406 0.019731981218025697 0 +617 0 ? ? ? 0 +618 0 -1.3235726 0.011234913 0.01630029190799356 0 +619 0 -1.3895355 0.0095440205 0.013835238495719349 0 +620 0 -1.2466321 0.01358406 0.019731981218025697 0 +621 0 -0.6434419 0.058524445 0.087004458044953534 0 +622 0 -1.296726 0.012005058 0.017424439048356676 0 +623 0 -0.8918934 0.03233287 0.047417239626470389 0 +624 0 -1.091709 0.01987771 0.028966328347831055 0 +625 0 -0.49084112 0.08342439 0.12567419765454851 0 +626 1 1.6488961 0.9502544 0.073614323914684782 1 +627 0 -0.17585053 0.16663802 0.26298480688988496 0 +628 0 -1.004656 0.02458897 0.035917809040185239 0 +629 0 -1.1884544 0.015676161 0.022795060154569405 0 +630 0 -0.77128565 0.04321281 0.063730018819550011 0 +631 0 -1.3895355 0.0095440205 0.013835238495719349 0 +632 0 -0.8918934 0.03233287 0.047417239626470389 0 +633 1 1.620834 0.94683325 0.078817720287900225 1 +634 0 -1.1030966 0.019330861 0.028161617060908448 0 +635 0 -0.8648245 0.03451731 0.050677702187447105 0 +636 1 1.6343046 0.94850236 0.076276728930066554 1 +637 0 -0.32259077 0.12171375 0.18723687715665907 0 +638 0 -1.1884544 0.015676161 0.022795060154569405 0 +639 0 -1.2275532 0.014237878 0.020688548374934172 0 +640 0 -1.170502 0.016383579 0.023832274658210161 0 +641 0 -1.2466321 0.01358406 0.019731981218025697 0 +642 0 -1.2466321 0.01358406 0.019731981218025697 0 +643 0 -0.8918934 0.03233287 0.047417239626470389 0 +644 0 -1.004656 0.02458897 0.035917809040185239 0 +645 0 -1.2466321 0.01358406 0.019731981218025697 0 +646 0 -0.58680344 0.06682705 0.0997836086131932 0 +647 0 -0.9377015 0.028937193 0.042363484160075758 0 +648 1 1.7650808 0.9623163 0.055416967140498229 1 +649 0 -1.2466321 0.01358406 0.019731981218025697 0 +650 0 -0.68655103 0.052864026 0.078356536636052743 0 +651 0 -0.7749555 0.042835265 0.063160851115928382 0 +652 0 -1.2445767 0.013653049 0.019832886328146643 0 +653 0 -1.3235726 0.011234913 0.01630029190799356 0 +654 0 -1.3889898 0.009556919 0.013854026994985983 0 +655 0 -1.2466321 0.01358406 0.019731981218025697 0 +656 0 -1.3895355 0.0095440205 0.013835238495719349 0 +657 0 -0.44536287 0.092534974 0.14008605299366725 0 +658 1 2.9896314 0.9981668 0.0026471763494393379 1 +659 0 -0.8918934 0.03233287 0.047417239626470389 0 +660 0 -1.0542315 0.021786569 0.031778821219079288 0 +661 0 -1.4580065 0.008055299 0.011668398896248513 0 +662 0 -0.9385155 0.028880097 0.042278660391787209 0 +663 0 -0.9385155 0.028880097 0.042278660391787209 0 +664 0 -1.2353228 0.013967958 0.02029356625479602 0 +665 0 -0.8918934 0.03233287 0.047417239626470389 0 +666 0 -0.8689753 0.034173332 0.05016379596891201 0 +667 0 -1.3889898 0.009556919 0.013854026994985983 0 +668 1 0.9348635 0.76236165 0.39145255558755415 1 +669 1 3.2459588 0.99903303 0.0013957121844985687 1 +670 1 3.1177099 0.9986682 0.0019226707722277267 1 +671 0 -1.031063 0.023055095 0.033650891803200821 0 +672 0 -1.3082597 0.011668 0.016932342791898359 0 +673 0 -0.7477313 0.04571267 0.067504374368220016 0 +674 0 -1.0542315 0.021786569 0.031778821219079288 0 +675 0 -0.9182824 0.03033227 0.044437620960027527 0 +676 0 -1.0044488 0.02460139 0.035936179302541213 0 +677 0 -1.2621334 0.01307472 0.018987232754521303 0 +678 0 -0.8918934 0.03233287 0.047417239626470389 0 +679 0 -1.004656 0.02458897 0.035917809040185239 0 +680 1 3.7074513 0.9996946 0.00044068685094754385 1 +681 1 4.0043883 0.9998545 0.00020992009690412871 1 +682 0 -1.3610022 0.010242087 0.014852398165741588 0 +683 0 -0.8918934 0.03233287 0.047417239626470389 0 +684 0 -0.8918934 0.03233287 0.047417239626470389 0 +685 0 -0.8918934 0.03233287 0.047417239626470389 0 +686 0 -0.8918934 0.03233287 0.047417239626470389 0 +687 0 -0.99055505 0.025448332 0.037189419147769909 0 +688 0 -1.1884544 0.015676161 0.022795060154569405 0 +689 0 -1.6058435 0.005581313 0.00807468701376827 0 +690 0 -0.9377015 0.028937193 0.042363484160075758 0 +691 1 2.8026848 0.99707854 0.0042209475002037691 1 +692 0 -1.1030966 0.019330861 0.028161617060908448 0 +693 0 -1.3383938 0.010830881 0.015710894249534625 0 +694 0 -1.1899611 0.015618176 0.022710075607105321 0 +695 0 -1.004656 0.02458897 0.035917809040185239 0 +696 1 2.3288538 0.99051774 0.013745287706176201 1 +697 1 2.088738 0.9828563 0.024947633002088646 1 +698 1 2.1284306 0.9844498 0.022610448550193372 1 diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer-out.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer-out.txt new file mode 100644 index 0000000000..05025baf3b --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer-out.txt @@ -0,0 +1,99 @@ +maml.exe CV tr=LogisticRegression{l1=1.0 l2=0.1 ot=1e-3 nt=1} threads=- dout=%Output% data=%Data% seed=1 xf=BinNormalizer{col=Features numBins=5} +Not adding a normalizer. +Warning: Skipped 8 instances with missing features/label/weight during training +Beginning optimization +num vars: 10 +improvement criterion: Mean Improvement +L1 regularization selected 9 of 10 weights. +Not training a calibrator because it is not needed. +Not adding a normalizer. +Warning: Skipped 8 instances with missing features/label/weight during training +Beginning optimization +num vars: 10 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 10 weights. +Not training a calibrator because it is not needed. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 129 | 5 | 0.9627 + negative || 7 | 213 | 0.9682 + ||====================== +Precision || 0.9485 | 0.9771 | +OVERALL 0/1 ACCURACY: 0.966102 +LOG LOSS/instance: 0.145463 +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.848001 +AUC: 0.992232 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 99 | 6 | 0.9429 + negative || 3 | 221 | 0.9866 + ||====================== +Precision || 0.9706 | 0.9736 | +OVERALL 0/1 ACCURACY: 0.972644 +LOG LOSS/instance: 0.123323 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.863498 +AUC: 0.996769 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.994500 (0.0023) +Accuracy: 0.969373 (0.0033) +Positive precision: 0.959559 (0.0110) +Positive recall: 0.952772 (0.0099) +Negative precision: 0.975316 (0.0017) +Negative recall: 0.977394 (0.0092) +Log-loss: 0.134393 (0.0111) +Log-loss reduction: 0.855749 (0.0077) +F1 Score: 0.956039 (0.0005) +AUPRC: 0.988987 (0.0037) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Normalize' started. +[1] (%Time%) 337 examples +[1] 'Normalize' finished in %Time%. +[2] 'LBFGS data prep' started. +[2] 'LBFGS data prep' finished in %Time%. +[3] 'LBFGS Optimizer' started. +[3] (%Time%) 0 iterations Loss: 0.6931471824645996 +[3] (%Time%) 1 iterations Loss: 0.46772801876068115 Improvement: 0.2254 +[3] (%Time%) 2 iterations Loss: 0.2935510277748108 Improvement: 0.1844 +[3] (%Time%) 3 iterations Loss: 0.137355774641037 Improvement: 0.1629 +[3] (%Time%) 4 iterations Loss: 0.13044576346874237 Improvement: 0.04545 +[3] (%Time%) 5 iterations Loss: 0.12229778617620468 Improvement: 0.01745 +[3] (%Time%) 6 iterations Loss: 0.11961209774017334 Improvement: 0.006373 +[3] (%Time%) 7 iterations Loss: 0.11694042384624481 Improvement: 0.003597 +[3] (%Time%) 8 iterations Loss: 0.11432047188282013 Improvement: 0.002864 +[3] (%Time%) 9 iterations Loss: 0.11364643275737762 Improvement: 0.001222 +[3] (%Time%) 10 iterations Loss: 0.11349353194236755 Improvement: 0.0004201 +[3] 'LBFGS Optimizer' finished in %Time%. +[4] 'Normalize #2' started. +[4] (%Time%) 362 examples +[4] 'Normalize #2' finished in %Time%. +[5] 'LBFGS data prep #2' started. +[5] 'LBFGS data prep #2' finished in %Time%. +[6] 'LBFGS Optimizer #2' started. +[6] (%Time%) 0 iterations Loss: 0.6931471824645996 +[6] (%Time%) 1 iterations Loss: 0.4943659007549286 Improvement: 0.1988 +[6] (%Time%) 2 iterations Loss: 0.24648860096931458 Improvement: 0.2381 +[6] (%Time%) 3 iterations Loss: 0.18160340189933777 Improvement: 0.1061 +[6] (%Time%) 4 iterations Loss: 0.1549002230167389 Improvement: 0.04632 +[6] (%Time%) 5 iterations Loss: 0.14409959316253662 Improvement: 0.01966 +[6] (%Time%) 6 iterations Loss: 0.13997505605220795 Improvement: 0.008004 +[6] (%Time%) 7 iterations Loss: 0.13867686688899994 Improvement: 0.002974 +[6] (%Time%) 8 iterations Loss: 0.13838210701942444 Improvement: 0.0009646 +[6] 'LBFGS Optimizer #2' finished in %Time%. diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer.txt new file mode 100644 index 0000000000..c256bd6c51 --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-CV-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 6.3731103 0.9982961 0.0024603307167519865 1 +6 0 -1.5907483 0.16927864 0.26756343860586518 0 +8 0 -5.2236176 0.00535893 0.0077520921029215241 0 +9 0 -4.476947 0.011240289 0.016308135392605012 0 +10 0 -4.955527 0.006995092 0.010127246701701691 0 +11 0 -5.2096624 0.00543383 0.0078607358918578018 0 +18 1 4.2534747 0.98598444 0.020363208780291495 1 +20 1 3.8221507 0.9785878 0.031226788826586454 1 +21 1 4.1076493 0.9838197 0.023534117102427532 1 +25 1 1.3780808 0.7986826 0.32430586459988481 1 +28 0 -5.2096624 0.00543383 0.0078607358918578018 0 +31 0 -4.515767 0.010816928 0.01569054394797521 0 +32 1 4.45556 0.98851955 0.016658597319329622 1 +35 0 -5.2096624 0.00543383 0.0078607358918578018 0 +37 0 -1.9554996 0.123954915 0.19092297513089612 0 +40 0 ? ? ? 0 +41 1 1.3633413 0.7963022 0.32861205257988618 1 +44 1 2.9319005 0.949401 0.07491049361778844 1 +45 0 -5.4227757 0.0043954696 0.0063552996507101568 0 +46 1 2.463861 0.92156917 0.11783564318807128 1 +48 0 -3.5248046 0.028614646 0.041884360241503188 0 +50 1 1.0031505 0.73167753 0.45072013654736948 1 +51 1 0.5368867 0.6310879 0.66408713418053744 1 +52 1 3.0718446 0.9557163 0.065345652525081885 1 +54 1 3.5865722 0.97305316 0.039409474134887199 1 +56 1 3.04172 0.9544237 0.067298188078814491 1 +60 1 2.1154447 0.89239526 0.16424524754291761 1 +63 1 -0.9319415 0.282531 1.823518957211602 0 +64 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +66 0 -4.076007 0.016691769 0.024284374870268646 0 +68 1 5.008435 0.99336296 0.0096071369226945133 1 +69 0 -4.756357 0.008523593 0.012349651745284278 0 +70 0 -3.3574967 0.03365053 0.04938307412701088 0 +71 1 2.857386 0.9456992 0.080546695807501179 1 +72 0 -1.827363 0.13855271 0.21516557165741371 0 +73 1 4.606981 0.9901167 0.014329494090288825 1 +74 1 0.98987865 0.7290639 0.45588277176375902 1 +76 0 -4.676777 0.009223112 0.013367879734510731 0 +77 0 -3.761586 0.022718705 0.033154216266506269 0 +79 0 -5.2096624 0.00543383 0.0078607358918578018 0 +82 0 -3.3432913 0.034115538 0.050077469045949126 0 +88 0 -4.076007 0.016691769 0.024284374870268646 0 +90 0 -4.955527 0.006995092 0.010127246701701691 0 +91 0 -5.6279573 0.0035830287 0.0051785006158191933 0 +92 0 -4.076007 0.016691769 0.024284374870268646 0 +93 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +95 0 -4.955527 0.006995092 0.010127246701701691 0 +96 0 -5.6279573 0.0035830287 0.0051785006158191933 0 +97 0 -3.6362467 0.025674513 0.037524289109398971 0 +98 1 3.2370563 0.96220523 0.055583451992936565 1 +99 1 5.9808173 0.9974796 0.0036407331454396041 1 +100 1 2.1023479 0.89113116 0.16629030200812459 1 +102 0 -3.5896838 0.026865385 0.039288706861671636 0 +104 1 3.9149194 0.98044777 0.028487318293158006 1 +105 1 1.6840644 0.84344196 0.24563929405707002 1 +106 1 5.0817056 0.993829 0.0089304371430107277 1 +108 0 -5.450253 0.004276848 0.0061834195208408781 0 +109 1 3.7112908 0.9761374 0.03484386116079935 1 +111 1 1.7298121 0.84938836 0.23550375506896404 1 +112 1 4.576552 0.9898145 0.014769889206590591 1 +113 1 4.383205 0.9876687 0.017900914442795755 1 +115 0 -3.8197348 0.021462858 0.031301482705164807 0 +117 1 5.128775 0.99411106 0.0085210576449104829 1 +120 0 -4.1936026 0.014867441 0.021610228555016799 0 +121 0 -2.9418566 0.050122805 0.074187088317249364 0 +122 1 4.9073653 0.9926623 0.01062507771702147 1 +123 1 2.3735204 0.9147857 0.12849430784659266 1 +125 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +128 1 1.9842143 0.8791297 0.18585205692064102 1 +129 0 -6.3433185 0.0017553704 0.002534689495206677 0 +131 0 -4.515767 0.010816928 0.01569054394797521 0 +132 1 4.799684 0.9918349 0.011828134748411221 1 +133 0 -5.0104933 0.0066234507 0.0095874054504837079 0 +137 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +138 0 -4.28358 0.013605532 0.019763386541984541 0 +141 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +144 0 -5.2096624 0.00543383 0.0078607358918578018 0 +145 0 ? ? ? 0 +147 0 -4.808228 0.0080962265 0.01172792610491199 0 +150 0 -4.955527 0.006995092 0.010127246701701691 0 +151 1 2.979422 0.9516358 0.071518582160524466 1 +152 1 5.455485 0.99574536 0.0061512417565321113 1 +154 0 -6.3433185 0.0017553704 0.002534689495206677 0 +156 0 -4.870144 0.0076138456 0.011026487799494058 0 +161 0 -3.8768373 0.02029579 0.029581854238509078 0 +164 0 ? ? ? 0 +167 1 1.6366644 0.83708054 0.25656165899697758 1 +169 0 -6.0677176 0.0023111007 0.0033380723425102407 0 +171 0 -4.955527 0.006995092 0.010127246701701691 0 +173 1 7.0391088 0.9991239 0.0012645405235460359 1 +174 1 4.0268273 0.98248154 0.0254977953873948 1 +176 0 -4.515767 0.010816928 0.01569054394797521 0 +177 1 1.9759383 0.8782475 0.18730053105511016 1 +179 1 1.5453353 0.82423896 0.27886544361645038 1 +180 0 -4.955527 0.006995092 0.010127246701701691 0 +181 0 -6.3433185 0.0017553704 0.002534689495206677 0 +183 1 5.6403947 0.9964611 0.0051146183905256002 1 +187 1 6.2074637 0.9979897 0.0029031484906764239 1 +188 1 4.025724 0.9824626 0.025525628485701207 1 +189 0 -3.6899252 0.024365373 0.035587131978337717 0 +191 1 5.745767 0.9968139 0.0046039184982092553 1 +192 0 -4.3301425 0.012994588 0.018870100038250869 0 +196 0 3.9244046 0.9806288 5.6899420029011525 1 +198 0 -6.3433185 0.0017553704 0.002534689495206677 0 +199 0 -5.2096624 0.00543383 0.0078607358918578018 0 +201 1 5.207045 0.994552 0.0078812671814462061 1 +202 0 -4.955527 0.006995092 0.010127246701701691 0 +204 0 -4.955527 0.006995092 0.010127246701701691 0 +205 1 6.8124623 0.99890125 0.001586035582554291 1 +206 1 3.3937526 0.96750873 0.047653411002782385 1 +207 0 -4.955527 0.006995092 0.010127246701701691 0 +209 0 -3.6362467 0.025674513 0.037524289109398971 0 +210 1 7.2522216 0.9992919 0.0010219388079008645 1 +211 1 5.531915 0.9960572 0.0056994835106236076 1 +212 0 -4.955527 0.006995092 0.010127246701701691 0 +216 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +218 1 4.190456 0.9850864 0.021677855999258245 1 +219 0 -2.663601 0.065155655 0.097201924112717331 0 +223 1 3.70931 0.9760912 0.03491213521131329 1 +226 1 5.0252748 0.9934731 0.0094471720705388718 1 +228 0 -4.955527 0.006995092 0.010127246701701691 0 +233 1 3.73387 0.97665775 0.034075010122232983 1 +237 1 3.466185 0.9697102 0.044374478535974614 1 +239 1 3.1221614 0.9577977 0.062207114484594483 1 +240 0 -1.7659302 0.14604919 0.22777512022804688 0 +241 0 -3.9645648 0.0186229 0.027120486897430789 0 +242 0 -4.515767 0.010816928 0.01569054394797521 0 +244 0 -4.955527 0.006995092 0.010127246701701691 0 +246 1 6.3731103 0.9982961 0.0024603307167519865 1 +247 1 1.0848236 0.7474057 0.42003651346002707 1 +248 0 -3.6776679 0.024658455 0.036020584132169006 0 +249 0 ? ? ? 0 +250 0 -5.5640397 0.003818622 0.0055196526086199746 0 +252 0 2.6725698 0.9353885 3.9520653430851711 1 +254 1 2.6433806 0.93360186 0.099120665404236169 1 +257 0 -5.2096624 0.00543383 0.0078607358918578018 0 +258 0 -4.515767 0.010816928 0.01569054394797521 0 +259 0 1.6235118 0.83527887 2.6019024511654876 1 +260 1 4.9490886 0.99296004 0.010192440892071103 1 +262 1 5.8045535 0.9969953 0.0043414343961289932 1 +267 1 2.2643285 0.9058793 0.14260922771667425 1 +268 1 4.47755 0.98876643 0.016298329684624056 1 +269 0 -4.955527 0.006995092 0.010127246701701691 0 +271 0 -3.6362467 0.025674513 0.037524289109398971 0 +272 1 2.2643285 0.9058793 0.14260922771667425 1 +275 0 ? ? ? 0 +276 0 -5.2096624 0.00543383 0.0078607358918578018 0 +277 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +278 0 -4.955527 0.006995092 0.010127246701701691 0 +279 1 3.028936 0.9538644 0.068143912172552848 1 +280 0 -4.515767 0.010816928 0.01569054394797521 0 +283 1 3.106236 0.95714927 0.063184164688235706 1 +284 1 4.139732 0.98432255 0.022796952063298181 1 +285 1 6.826404 0.99891645 0.0015640838418736825 1 +288 1 1.3505569 0.7942206 0.33238826594071025 1 +290 0 -6.3433185 0.0017553704 0.002534689495206677 0 +291 0 -4.955527 0.006995092 0.010127246701701691 0 +293 1 2.058926 0.8868464 0.17324380292522049 1 +296 0 1.9955459 0.88032866 3.0628503538505183 1 +297 0 ? ? ? 0 +299 1 3.6933656 0.9757163 0.035466375774393231 1 +300 1 4.028379 0.98250824 0.025458584889548247 1 +301 0 -4.955527 0.006995092 0.010127246701701691 0 +303 0 -4.955527 0.006995092 0.010127246701701691 0 +304 1 2.7354665 0.9390873 0.090668857578785123 1 +308 1 4.315783 0.9868199 0.019141252360828528 1 +309 0 -1.2982874 0.21445338 0.34823120476279518 0 +311 0 -6.3433185 0.0017553704 0.002534689495206677 0 +312 1 0.15576982 0.5388639 0.89200716226426457 1 +314 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +316 1 2.942078 0.94988775 0.07417105347721667 1 +317 1 4.312877 0.9867821 0.01919658721734108 1 +319 0 2.4198976 0.91833204 3.6140860044575849 1 +321 0 ? ? ? 0 +323 1 3.5697122 0.9726075 0.04007038810388161 1 +327 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +328 1 1.7026505 0.84588057 0.24147411484933637 1 +329 1 4.4277663 0.9881998 0.017125374226236067 1 +331 0 -3.4095998 0.03199679 0.046916263728193137 0 +332 0 -3.0760932 0.04410423 0.065074777737605977 0 +333 1 3.493281 0.970496 0.043205829849085622 1 +336 1 3.2741551 0.96353143 0.053596360686656581 1 +338 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +343 0 -6.3433185 0.0017553704 0.002534689495206677 0 +344 1 5.361634 0.99532866 0.0067551021425639717 1 +346 0 -3.769989 0.022532882 0.032879924170603314 0 +347 0 -6.144149 0.0021414063 0.0030927087969634562 0 +348 1 -1.6556358 0.1603487 2.6407154509912192 0 +349 1 2.3261123 0.9110167 0.13445059013305527 1 +350 0 -4.4728365 0.011286062 0.016374924962343728 0 +352 0 0.85493994 0.7016024 1.7446921596398119 1 +353 1 4.746921 0.9913963 0.012466208803547346 1 +354 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +355 0 -4.570733 0.010244337 0.014855677933634041 0 +358 1 3.6117644 0.9737059 0.038442029250070876 1 +360 1 7.0391088 0.9991239 0.0012645405235460359 1 +361 1 3.4697213 0.9698139 0.044220188202690018 1 +366 1 7.0391088 0.9991239 0.0012645405235460359 1 +368 0 -5.370672 0.0046294723 0.0066944244970340667 0 +370 0 -3.990624 0.018152567 0.026429229426558062 0 +371 0 -5.370672 0.0046294723 0.0066944244970340667 0 +373 0 -4.0545416 0.017047763 0.024806778963360757 0 +376 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +377 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +378 0 -4.18369 0.015013323 0.021823884424700471 0 +379 0 -2.370645 0.08543872 0.12884825556633539 0 +381 1 5.511849 0.99597764 0.0058147409513934203 1 +383 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +384 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +387 0 -2.0950437 0.10957949 0.16744126848821425 0 +388 0 -5.0104933 0.0066234507 0.0095874054504837079 0 +389 0 -3.2897785 0.03592352 0.052780492541687082 0 +391 1 5.318231 0.9951225 0.0070539730740822159 1 +392 0 -5.2096624 0.00543383 0.0078607358918578018 0 +395 0 -5.2096624 0.00543383 0.0078607358918578018 0 +396 0 -4.515767 0.010816928 0.01569054394797521 0 +398 0 -4.7175374 0.008857994 0.012836320842072011 0 +399 0 -5.077717 0.006195503 0.0089660244798711302 0 +404 0 -5.299991 0.0049668453 0.007183497505146603 0 +406 0 -3.990624 0.018152567 0.026429229426558062 0 +409 0 -4.7233396 0.008807199 0.012762385726744182 0 +413 0 -3.1499238 0.04109428 0.060539120206380886 0 +414 1 3.5810084 0.9729069 0.039626357018544944 1 +415 0 -0.8289566 0.30386573 0.52256249731807314 0 +416 1 5.406214 0.99553144 0.0064612166109195655 1 +418 0 -1.3143559 0.21175887 0.34329105873042182 0 +419 0 -5.610603 0.0036455244 0.005268989909798745 0 +422 0 -2.6112356 0.06841881 0.10224658252648772 0 +423 0 -3.3574967 0.03365053 0.04938307412701088 0 +428 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +429 0 -5.2096624 0.00543383 0.0078607358918578018 0 +430 0 -5.1572976 0.005724281 0.0082821191854177724 0 +434 0 3.2379975 0.96223944 4.7269761919325024 1 +436 1 -0.17575979 0.45617282 1.1323475929632145 0 +439 0 -5.0240383 0.0065349233 0.0094588416608962795 0 +440 1 4.2170444 0.985472 0.021113179630109124 1 +441 0 -1.7355676 0.14987682 0.23425619352314217 0 +442 0 -4.109727 0.016147243 0.02348567610894536 0 +449 1 5.839565 0.9970983 0.0041923150147401026 1 +450 0 -4.2187004 0.014504288 0.021078501402577929 0 +451 0 -5.0240383 0.0065349233 0.0094588416608962795 0 +452 0 -5.3523564 0.004714642 0.0068178754813345149 0 +453 1 4.4213567 0.9881248 0.017234847224476761 1 +454 0 -5.610603 0.0036455244 0.005268989909798745 0 +455 1 -1.0547695 0.2583103 1.9528229894635085 0 +456 1 5.3946633 0.99547976 0.0065361076804206514 1 +457 1 4.3213353 0.986892 0.01903590414655414 1 +464 0 -5.4637985 0.0042195492 0.0061004023111965464 0 +465 1 5.343185 0.9952421 0.0068805529988036221 1 +466 1 4.7670283 0.9915661 0.012219114574120287 1 +467 1 4.905949 0.992652 0.010640064260187812 1 +474 0 -5.0240383 0.0065349233 0.0094588416608962795 0 +480 0 -5.0240383 0.0065349233 0.0094588416608962795 0 +482 1 6.637673 0.9986916 0.0018888315103294329 1 +483 1 6.0037236 0.99753654 0.0035584062775640547 1 +484 0 -4.5377154 0.010584586 0.015351720056884467 0 +487 1 6.455543 0.99843067 0.0022658440019432892 1 +489 1 -0.48068333 0.38209078 1.3880126602956739 0 +492 0 -4.7699027 0.008409879 0.012184196900688837 0 +493 1 5.266934 0.9948671 0.0074242994671812994 1 +495 0 -5.2096624 0.00543383 0.0078607358918578018 0 +497 0 -5.170843 0.0056477003 0.0081710046593983753 0 +501 0 -4.7699027 0.008409879 0.012184196900688837 0 +502 0 -4.494302 0.011049033 0.016029102341148821 0 +504 0 -6.3433185 0.0017553704 0.002534689495206677 0 +507 0 -4.660929 0.00936906 0.013580414643334102 0 +510 0 -6.3433185 0.0017553704 0.002534689495206677 0 +513 0 -5.2096624 0.00543383 0.0078607358918578018 0 +514 1 5.57989 0.9962412 0.0054330021249725394 1 +517 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +519 1 4.051924 0.9829083 0.024871255161323224 1 +520 0 -6.3433185 0.0017553704 0.002534689495206677 0 +521 0 -5.4637985 0.0042195492 0.0061004023111965464 0 +522 1 3.7857413 0.97781146 0.032371787288115184 1 +523 1 4.2086415 0.9853512 0.021290064511877971 1 +527 0 -4.076007 0.016691769 0.024284374870268646 0 +528 0 -3.7757914 0.022405436 0.03269183232763008 0 +529 0 -4.7699027 0.008409879 0.012184196900688837 0 +531 0 -3.990624 0.018152567 0.026429229426558062 0 +532 0 -4.955527 0.006995092 0.010127246701701691 0 +533 0 -5.2096624 0.00543383 0.0078607358918578018 0 +534 0 -5.2096624 0.00543383 0.0078607358918578018 0 +535 0 -3.7072797 0.023956215 0.034982226840625859 0 +538 0 -4.7699027 0.008409879 0.012184196900688837 0 +539 0 -4.3301425 0.012994588 0.018870100038250869 0 +540 0 -3.488948 0.02962833 0.043390664545818657 0 +541 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +544 0 -3.9614155 0.018680543 0.027205229159875388 0 +546 1 6.132521 0.9978336 0.0031288310739860377 1 +547 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +548 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +549 1 4.4929614 0.9889363 0.016050491348239902 1 +557 0 -4.4728365 0.011286062 0.016374924962343728 0 +558 0 -5.2096624 0.00543383 0.0078607358918578018 0 +559 0 -4.3301425 0.012994588 0.018870100038250869 0 +560 0 -3.6362467 0.025674513 0.037524289109398971 0 +561 0 -3.6362467 0.025674513 0.037524289109398971 0 +563 0 -5.2096624 0.00543383 0.0078607358918578018 0 +565 1 5.839565 0.9970983 0.0041923150147401026 1 +566 0 -4.0294437 0.017473469 0.025431729486154422 0 +569 1 5.133576 0.99413913 0.0084803163796886606 1 +577 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +578 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +581 1 5.165624 0.9943229 0.0082136668254687208 1 +582 1 4.676701 0.9907762 0.013368909031571537 1 +584 0 -4.197235 0.014814331 0.021532453343766397 0 +586 1 6.5722804 0.99860334 0.0020163571441931556 1 +590 1 1.2557025 0.77828544 0.36162872013436398 1 +593 0 -4.5377154 0.010584586 0.015351720056884467 0 +594 1 3.5656009 0.97249776 0.040233165958610748 1 +600 0 -5.2096624 0.00543383 0.0078607358918578018 0 +602 0 -4.7699027 0.008409879 0.012184196900688837 0 +604 1 3.2246537 0.9617516 0.056263799894822906 1 +606 0 -5.188197 0.005551075 0.0080308190336032051 0 +607 0 -6.3433185 0.0017553704 0.002534689495206677 0 +609 0 -5.0240383 0.0065349233 0.0094588416608962795 0 +612 1 7.478868 0.9994354 0.00081473984708772015 1 +613 0 -4.916707 0.007269967 0.010526655920223641 0 +614 0 -5.2096624 0.00543383 0.0078607358918578018 0 +617 0 ? ? ? 0 +618 0 -4.7699027 0.008409879 0.012184196900688837 0 +619 0 -4.3301425 0.012994588 0.018870100038250869 0 +621 0 -0.2843523 0.42938706 0.80941563811845696 0 +622 0 -2.8528576 0.05453379 0.080902197459440495 0 +624 0 -4.0545416 0.017047763 0.024806778963360757 0 +627 0 -3.3799748 0.032927196 0.048303591603183524 0 +629 0 -5.4637985 0.0042195492 0.0061004023111965464 0 +633 1 2.6547933 0.9343058 0.098033290870431805 1 +634 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +638 0 -5.4637985 0.0042195492 0.0061004023111965464 0 +639 0 -4.4728365 0.011286062 0.016374924962343728 0 +641 0 -5.2096624 0.00543383 0.0078607358918578018 0 +642 0 -5.2096624 0.00543383 0.0078607358918578018 0 +644 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +645 0 -5.2096624 0.00543383 0.0078607358918578018 0 +649 0 -5.2096624 0.00543383 0.0078607358918578018 0 +652 0 -4.130973 0.015813166 0.022995878406710312 0 +653 0 -4.7699027 0.008409879 0.012184196900688837 0 +654 0 -4.515767 0.010816928 0.01569054394797521 0 +656 0 -4.3301425 0.012994588 0.018870100038250869 0 +657 0 -1.193027 0.23271799 0.38217116723921346 0 +660 0 -5.6494226 0.0035072044 0.0050687200519152842 0 +661 0 -4.076007 0.016691769 0.024284374870268646 0 +665 0 -6.3433185 0.0017553704 0.002534689495206677 0 +668 1 0.85302925 0.7012022 0.51209754405292041 1 +670 1 3.527143 0.97145027 0.041787952069871466 1 +678 0 -6.3433185 0.0017553704 0.002534689495206677 0 +679 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +680 1 7.478868 0.9994354 0.00081473984708772015 1 +681 1 5.4935803 0.99590373 0.0059218048008381615 1 +682 0 -3.437077 0.031156596 0.045664595640962334 0 +683 0 -6.3433185 0.0017553704 0.002534689495206677 0 +685 0 -6.3433185 0.0017553704 0.002534689495206677 0 +688 0 -5.4637985 0.0042195492 0.0061004023111965464 0 +689 0 -5.4367304 0.0043348223 0.0062674205437379853 0 +691 1 3.92349 0.9806114 0.028246584923655942 1 +692 0 -5.9035583 0.0027222834 0.0039327802059441318 0 +693 0 -4.9830155 0.006806716 0.0098535886753568485 0 +694 0 -5.0623636 0.006290755 0.0091043073099921698 0 +696 1 4.1255774 0.98410267 0.023119262505709566 1 +697 1 2.5571523 0.92805254 0.10772160453571707 1 +698 1 3.8846698 0.97985935 0.029353413591124609 1 +0 0 -3.490918 0.029571751 0.043306547409445402 0 +1 0 2.4389324 0.9197483 3.6393243488953266 1 +2 0 -3.7125146 0.023834113 0.034801758604928554 0 +3 0 2.3380103 0.9119765 3.5059677185874594 1 +4 0 -3.8104048 0.021659687 0.031591705125195442 0 +7 0 -3.8886693 0.020061854 0.029237406546571188 0 +12 1 -0.5488553 0.36613002 1.4495720093608826 0 +13 0 -4.2134037 0.014580194 0.021189626012830622 0 +14 1 3.8353963 0.9788636 0.030820258309644473 1 +15 1 0.58237743 0.64161426 0.64022189241068572 1 +16 0 -4.2414236 0.014183043 0.020608297294341209 0 +17 0 -3.9918075 0.018131485 0.026398253401799375 0 +19 0 -3.490918 0.029571751 0.043306547409445402 0 +22 0 -4.742313 0.008643104 0.012523562463700476 0 +23 1 ? ? ? 0 +24 0 -4.993586 0.006735626 0.0097503287054489102 0 +26 0 -4.2309227 0.014330617 0.020824281663611232 0 +27 0 -3.740534 0.023190837 0.033851361758283717 0 +29 0 -4.8887906 0.0074742394 0.01082354765895983 0 +30 0 -4.7419705 0.008646037 0.01252783175544292 0 +33 0 -4.401995 0.012104553 0.017569731541217316 0 +34 0 -4.138285 0.015699767 0.022829658179233617 0 +36 1 3.1646047 0.95948035 0.059674841465115418 1 +38 1 3.0881686 0.95640206 0.064310852322037121 1 +39 1 0.76971006 0.68345815 0.54907509568631652 1 +42 1 5.331244 0.99518526 0.0069629832602850095 1 +43 1 -0.47864056 0.3825732 1.3861923289684117 0 +47 0 -5.243202 0.0052555446 0.0076021423142806641 0 +49 1 3.881949 0.9798056 0.029432574241440239 1 +53 1 2.67448 0.93550384 0.096184518832625798 1 +55 1 2.7124095 0.9377549 0.092717153828173804 1 +57 1 0.11029053 0.52754474 0.92263465241823706 1 +58 1 0.9938173 0.72984123 0.45434543676559297 1 +59 1 0.36062193 0.58919096 0.76319279988971256 1 +61 0 -4.46302 0.011396131 0.016535541606284149 0 +62 1 4.1176867 0.98397875 0.02330093788201551 1 +65 1 0.66210794 0.6597338 0.60004413541725399 1 +67 1 2.5211816 0.92561346 0.11151824648148054 1 +75 0 -3.0518675 0.045136917 0.066634214293852578 0 +78 0 -3.7125146 0.023834113 0.034801758604928554 0 +80 0 -2.878047 0.05324951 0.078943829265934767 0 +81 0 -4.150722 0.015508729 0.022549680419953047 0 +83 0 -3.2132826 0.038668923 0.056894722397725563 0 +84 1 3.2004075 0.9608496 0.057617493888158386 1 +85 1 4.094547 0.9836098 0.023841992374644613 1 +86 1 1.2171006 0.7715529 0.37416298112979146 1 +87 1 3.7623057 0.97729725 0.033130668040652185 1 +89 0 -4.651953 0.009452737 0.01370228124603028 0 +94 0 -4.492697 0.011066586 0.016054708591916572 0 +101 1 -0.66565657 0.3394701 1.5586436341137724 0 +103 1 -0.59622335 0.35520822 1.4932631346193195 0 +107 1 3.007443 0.95290923 0.069589297283747853 1 +110 0 -2.8819795 0.053051606 0.078642289563495019 0 +114 0 -2.597439 0.06930342 0.10361719396267199 0 +116 0 -0.78687763 0.3128395 0.54128100328278683 0 +118 0 -4.712978 0.008898115 0.012894720888192407 0 +119 0 -3.2014666 0.03911057 0.057557667657124834 0 +124 1 3.6856894 0.9755337 0.035736347770100783 1 +126 1 3.6601014 0.9749155 0.036650908420342736 1 +127 0 -4.492697 0.011066586 0.016054708591916572 0 +130 0 -3.1365068 0.041626252 0.061339705214862844 0 +134 0 -4.742655 0.008640175 0.012519299961215379 0 +135 0 -2.402843 0.08295616 0.12493738651370336 0 +136 0 -4.2414236 0.014183043 0.020608297294341209 0 +139 0 ? ? ? 0 +140 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +142 1 1.8833876 0.86799973 0.20423349683641878 1 +143 0 -3.932454 0.01921892 0.027996945959683172 0 +146 1 0.41763353 0.60291684 0.72996907700595759 1 +148 0 -3.1390247 0.04152592 0.061188675726815377 0 +149 1 5.595712 0.9963 0.0053478972878360431 1 +153 0 -3.7108574 0.023872701 0.034858790327366877 0 +155 1 2.131723 0.89394844 0.16173647777972763 1 +157 0 -4.492697 0.011066586 0.016054708591916572 0 +158 0 ? ? ? 0 +159 1 7.0190225 0.9991061 0.0012901886373564615 1 +160 1 5.002106 0.9933211 0.0096679074407147667 1 +162 0 -4.492697 0.011066586 0.016054708591916572 0 +163 0 -4.105095 0.016220994 0.023593827269274892 0 +165 0 -2.9037323 0.05196937 0.076994425499355035 0 +166 1 4.822019 0.99201375 0.011567973802422925 1 +168 0 -4.492697 0.011066586 0.016054708591916572 0 +170 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +172 0 -5.243202 0.0052555446 0.0076021423142806641 0 +175 1 4.41941 0.98810196 0.017268178093711367 1 +178 0 -3.9918075 0.018131485 0.026398253401799375 0 +182 0 -3.490918 0.029571751 0.043306547409445402 0 +184 1 3.9066024 0.9802877 0.028722916320184137 1 +185 0 -4.4923544 0.0110703325 0.016060174451532412 0 +186 1 2.1833634 0.89874554 0.15401539378208778 1 +190 1 5.813045 0.9970206 0.0043047784057582772 1 +193 0 -4.993586 0.006735626 0.0097503287054489102 0 +194 0 -4.492697 0.011066586 0.016054708591916572 0 +195 0 -3.9918075 0.018131485 0.026398253401799375 0 +197 0 -3.3095152 0.0352462 0.051767274866311032 0 +200 1 5.51459 0.99598855 0.0057989410722094591 1 +203 0 -3.490918 0.029571751 0.043306547409445402 0 +208 0 -4.9932437 0.006737917 0.0097536564150398769 0 +213 1 7.2000833 0.99925405 0.0010765830274150879 1 +214 1 6.068484 0.9976907 0.0033355007698222337 1 +215 1 3.8403363 0.9789656 0.030669958008018434 1 +217 0 -4.993586 0.006735626 0.0097503287054489102 0 +220 0 -4.9028845 0.007370408 0.010672630614752019 0 +221 1 4.7830806 0.9916993 0.012025388992754408 1 +222 1 -2.4993145 0.07590625 3.7196375689350605 0 +224 1 4.22769 0.98562366 0.020891209753743797 1 +225 0 -5.243202 0.0052555446 0.0076021423142806641 0 +227 1 4.725311 0.99121 0.012737375989090619 1 +229 1 6.5021834 0.9985021 0.0021626681607240911 1 +230 1 3.4807754 0.9701358 0.043741372535456888 1 +231 1 4.0613523 0.98306596 0.024639871608064919 1 +232 0 0.5827193 0.6416929 1.480731370120806 1 +234 0 -2.762177 0.05940261 0.088350767620046289 0 +235 0 ? ? ? 0 +236 1 5.4275603 0.99562544 0.0063250060270779312 1 +238 1 6.0024753 0.9975335 0.0035628026721853763 1 +243 0 -3.183606 0.039787345 0.058574144401495977 0 +245 0 -2.6200347 0.0678601 0.10138159208972665 0 +251 1 3.6254964 0.9740552 0.037924605236328568 1 +253 1 5.331244 0.99518526 0.0069629832602850095 1 +255 1 3.6811824 0.97542596 0.035895728118075683 1 +256 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +261 1 5.992707 0.9975093 0.0035978018993809585 1 +263 1 3.5883746 0.97310036 0.039339484661804716 1 +264 1 2.3060203 0.9093744 0.1370536786762715 1 +265 0 -1.9749703 0.12185603 0.18747060268870422 0 +266 1 4.8977084 0.9925916 0.01072782095853721 1 +270 1 4.0603805 0.9830498 0.024663576874576404 1 +273 1 0.59698963 0.64496726 0.63270217148924146 1 +274 0 -4.1848035 0.014996868 0.021799782448354239 0 +281 0 -4.401995 0.012104553 0.017569731541217316 0 +282 1 0.9811311 0.7273326 0.45931286950416839 1 +286 1 7.1226325 0.999194 0.0011632435375058345 1 +287 0 -4.742655 0.008640175 0.012519299961215379 0 +289 1 5.244143 0.99474937 0.0075950186704868833 1 +292 1 ? ? ? 0 +294 0 ? ? ? 0 +295 1 3.8504272 0.97917235 0.030365276805999493 1 +298 0 -2.9788969 0.0483884 0.071555235547539869 0 +302 1 7.281549 0.99931234 0.00099242318488484949 1 +305 1 4.8010297 0.9918458 0.011812268875614408 1 +306 0 -4.993586 0.006735626 0.0097503287054489102 0 +307 0 -4.993586 0.006735626 0.0097503287054489102 0 +310 0 -4.742655 0.008640175 0.012519299961215379 0 +313 0 -5.492818 0.004099355 0.0059262745115795474 0 +315 0 ? ? ? 0 +318 0 -4.99427 0.0067310533 0.0097436868364907184 0 +320 1 3.9894052 0.9818257 0.026461150371251282 1 +322 0 -4.492697 0.011066586 0.016054708591916572 0 +324 0 -4.993586 0.006735626 0.0097503287054489102 0 +325 0 -3.319344 0.034913503 0.051269842942694696 0 +326 1 0.99610186 0.7302915 0.4534556840946859 1 +330 1 2.5250134 0.92587686 0.11110777102201802 1 +334 1 4.444939 0.9883984 0.01683545884992892 1 +335 0 -5.492818 0.004099355 0.0059262745115795474 0 +337 0 -4.993586 0.006735626 0.0097503287054489102 0 +339 1 3.1904635 0.96047384 0.058181781313354823 1 +340 1 2.3607926 0.91378826 0.13006818894517655 1 +341 0 -4.993586 0.006735626 0.0097503287054489102 0 +342 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +345 0 -5.492818 0.004099355 0.0059262745115795474 0 +351 0 -4.492697 0.011066586 0.016054708591916572 0 +356 1 -0.94377756 0.28013793 1.8357907796693049 0 +357 1 6.3578687 0.9982699 0.0024981458372257555 1 +359 1 2.2107997 0.90121514 0.15005655081846372 1 +362 0 -2.8473973 0.054816008 0.081332898818397323 0 +363 0 -1.140389 0.24224895 0.40020415331162013 0 +364 0 -4.492697 0.011066586 0.016054708591916572 0 +365 0 -4.742313 0.008643104 0.012523562463700476 0 +367 1 5.412296 0.99555844 0.0064220882211818925 1 +369 0 -4.6388326 0.009576385 0.013882381135006356 0 +372 0 -3.6373959 0.025645781 0.037481746965648516 0 +374 0 -4.138285 0.015699767 0.022829658179233617 0 +375 0 -5.492818 0.004099355 0.0059262745115795474 0 +380 0 -5.492818 0.004099355 0.0059262745115795474 0 +382 0 -2.9790268 0.048382416 0.071546165300655537 0 +385 0 -3.134269 0.04171562 0.061474239242832705 0 +386 1 4.1565614 0.98458016 0.022419427557597488 1 +390 0 -5.1525006 0.005751648 0.0083218291506956515 0 +393 0 -5.492476 0.004100751 0.0059282968814788721 0 +394 0 -4.128126 0.01585753 0.023060912665281305 0 +397 0 -4.4910393 0.01108474 0.016081193000970648 0 +400 1 3.471333 0.96986103 0.044150053627104398 1 +401 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +402 0 -2.6254585 0.06751782 0.1008519349592357 0 +403 0 -3.4315648 0.031323418 0.045913030339773286 0 +405 0 -5.243202 0.0052555446 0.0076021423142806641 0 +407 0 -5.243202 0.0052555446 0.0076021423142806641 0 +408 0 -2.506738 0.07538717 0.1130787169715656 0 +410 0 -5.243202 0.0052555446 0.0076021423142806641 0 +411 0 ? ? ? 0 +412 1 4.416734 0.9880704 0.017314215991460075 1 +417 0 -5.243202 0.0052555446 0.0076021423142806641 0 +420 0 -2.4160364 0.08195799 0.12336791893781768 0 +421 1 5.669205 0.9965612 0.0049696471825223789 1 +424 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +425 1 6.6835856 0.99875027 0.0018041076795503918 1 +426 0 -1.6670201 0.15882188 0.24951677187108884 0 +427 1 2.7069278 0.9374342 0.093210671330336045 1 +431 0 -3.001964 0.04733722 0.069962468838072112 0 +432 0 -3.432641 0.03129078 0.0458644229585215 0 +433 0 -3.6954505 0.02423437 0.035393426782362833 0 +435 1 4.329227 0.9869937 0.018887262100431373 1 +437 0 -4.4910393 0.01108474 0.016081193000970648 0 +438 0 -3.7056093 0.023995303 0.035040003580698968 0 +443 0 -4.712636 0.00890113 0.012899110578399616 0 +444 0 -3.4687722 0.030213937 0.044261574521789186 0 +445 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +446 0 -5.492818 0.004099355 0.0059262745115795474 0 +447 0 -3.99015 0.018161017 0.026441646844644801 0 +448 0 -5.492476 0.004100751 0.0059282968814788721 0 +458 0 -3.386123 0.032731984 0.048012399546655517 0 +459 0 -3.386123 0.032731984 0.048012399546655517 0 +460 0 -3.8087473 0.021694839 0.03164354219517742 0 +461 0 -3.4315648 0.031323418 0.045913030339773286 0 +462 0 -3.8087473 0.021694839 0.03164354219517742 0 +463 0 -4.1831465 0.015021364 0.021835662060755448 0 +468 0 -4.4910393 0.01108474 0.016081193000970648 0 +469 0 -4.6391745 0.009573143 0.013877658797807625 0 +470 0 -4.7419705 0.008646037 0.01252783175544292 0 +471 0 -3.8087473 0.021694839 0.03164354219517742 0 +472 0 -3.989808 0.018167114 0.026450604858857512 0 +473 0 -4.4910393 0.01108474 0.016081193000970648 0 +475 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +476 0 -3.887012 0.02009446 0.029285410316038978 0 +477 0 -4.4910393 0.01108474 0.016081193000970648 0 +478 0 -3.4791021 0.029912723 0.043813545421212206 0 +479 1 3.9516292 0.9811392 0.027470285206564034 1 +481 0 -2.693672 0.063347794 0.094414643577261079 0 +485 0 -4.5308914 0.010656291 0.015456278073407237 0 +486 0 -4.7419705 0.008646037 0.01252783175544292 0 +488 1 0.006934643 0.50173366 0.9950063648916635 1 +490 0 -5.492818 0.004099355 0.0059262745115795474 0 +491 1 4.259357 0.9860655 0.020244603059822334 1 +494 0 -1.2136793 0.22905068 0.37529207213147381 0 +496 0 -5.492476 0.004100751 0.0059282968814788721 0 +498 0 -4.2414236 0.014183043 0.020608297294341209 0 +499 0 -4.2414236 0.014183043 0.020608297294341209 0 +500 0 -3.490918 0.029571751 0.043306547409445402 0 +503 0 -3.9918075 0.018131485 0.026398253401799375 0 +505 0 -4.4808807 0.0111966515 0.01624446606462842 0 +506 1 5.082209 0.9938321 0.008925937835890338 1 +508 0 -3.99015 0.018161017 0.026441646844644801 0 +509 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +511 0 -3.740534 0.023190837 0.033851361758283717 0 +512 0 -3.99015 0.018161017 0.026441646844644801 0 +515 1 4.383735 0.98767513 0.017891511458832707 1 +516 0 -5.492476 0.004100751 0.0059282968814788721 0 +518 0 -4.2972 0.013423948 0.01949782633479747 0 +524 0 -4.742313 0.008643104 0.012523562463700476 0 +525 0 -4.9012275 0.007382541 0.010690264628985542 0 +526 0 -4.4910393 0.01108474 0.016081193000970648 0 +530 1 3.7152066 0.9762284 0.034709348711362845 1 +536 0 -3.490918 0.029571751 0.043306547409445402 0 +537 0 -2.886891 0.052805413 0.07826725789937726 0 +542 0 -3.4791021 0.029912723 0.043813545421212206 0 +543 0 -4.2414236 0.014183043 0.020608297294341209 0 +545 0 -3.740534 0.023190837 0.033851361758283717 0 +550 0 -4.742313 0.008643104 0.012523562463700476 0 +551 0 -4.993586 0.006735626 0.0097503287054489102 0 +552 0 -2.7294106 0.061260045 0.09120252910273266 0 +553 0 -0.88277006 0.2926041 0.49941021467293872 0 +554 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +555 0 -2.3074636 0.09050671 0.13686510097008855 0 +556 0 -2.534415 0.0734805 0.11010675738028403 0 +562 0 -4.993586 0.006735626 0.0097503287054489102 0 +564 0 -3.6839142 0.024508674 0.03579904989140504 0 +567 0 -3.4612412 0.030435383 0.044591044871398283 0 +568 1 2.8985028 0.9477724 0.0773874707327495 1 +570 1 4.3704476 0.98751235 0.018129303883713175 1 +571 1 6.254687 0.9980823 0.002769341164215513 1 +572 0 -4.742313 0.008643104 0.012523562463700476 0 +573 0 -5.243202 0.0052555446 0.0076021423142806641 0 +574 1 3.2504 0.9626875 0.054860548508386932 1 +575 0 -2.886891 0.052805413 0.07826725789937726 0 +576 0 -3.740534 0.023190837 0.033851361758283717 0 +579 0 -4.993586 0.006735626 0.0097503287054489102 0 +580 0 -3.1365068 0.041626252 0.061339705214862844 0 +583 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +585 0 -5.492818 0.004099355 0.0059262745115795474 0 +587 0 -3.432641 0.03129078 0.0458644229585215 0 +588 1 1.747117 0.8515888 0.23177114344854741 1 +589 0 -3.99015 0.018161017 0.026441646844644801 0 +591 1 2.84899 0.9452664 0.081207081180426036 1 +592 1 2.37118 0.91460305 0.12878235752851153 1 +595 0 -3.740534 0.023190837 0.033851361758283717 0 +596 0 -3.6373959 0.025645781 0.037481746965648516 0 +597 0 -2.886891 0.052805413 0.07826725789937726 0 +598 0 -4.742313 0.008643104 0.012523562463700476 0 +599 0 -2.2707052 0.093578376 0.14174581554226051 0 +601 0 -5.24286 0.005257335 0.0076047390627316446 0 +603 1 1.3458271 0.7934466 0.3337949630390436 1 +605 1 4.7366853 0.99130857 0.012593892184499829 1 +608 1 4.9511237 0.9929743 0.010171743403134667 1 +610 1 2.7906842 0.9421703 0.085940206590236032 1 +611 1 3.226706 0.961827 0.056150699209497619 1 +615 0 -3.6373959 0.025645781 0.037481746965648516 0 +616 0 -4.742313 0.008643104 0.012523562463700476 0 +620 0 -4.742313 0.008643104 0.012523562463700476 0 +623 0 -5.492818 0.004099355 0.0059262745115795474 0 +625 0 -2.8278794 0.055836085 0.082890749604178832 0 +626 1 3.732287 0.9766216 0.034128367305907639 1 +628 0 -4.9919286 0.0067467242 0.0097664485538824786 0 +630 0 -2.8750746 0.05339956 0.079172500859800196 0 +631 0 -3.740534 0.023190837 0.033851361758283717 0 +632 0 -5.492818 0.004099355 0.0059262745115795474 0 +635 0 -3.783874 0.022229081 0.03243159777091037 0 +636 1 3.212461 0.96130055 0.056940532845114786 1 +637 0 -1.5607357 0.1735411 0.27498501712045698 0 +640 0 -4.3096366 0.013260236 0.019258446583421369 0 +643 0 -5.492818 0.004099355 0.0059262745115795474 0 +646 0 -4.3777423 0.012398029 0.017998378784173475 0 +647 0 -5.311415 0.0049107037 0.0071021004081549648 0 +648 1 4.5308127 0.98934287 0.015457504426151498 1 +650 0 -3.3412054 0.03418434 0.050180239513029919 0 +651 0 -4.550751 0.010448936 0.015153938558843479 0 +655 0 -4.742313 0.008643104 0.012523562463700476 0 +658 1 4.8991456 0.99260217 0.010712486974836679 1 +659 0 -5.492818 0.004099355 0.0059262745115795474 0 +662 0 -4.6391745 0.009573143 0.013877658797807625 0 +663 0 -4.6391745 0.009573143 0.013877658797807625 0 +664 0 -4.56091 0.010344415 0.015001561840162886 0 +666 0 -2.6122074 0.068356894 0.10215070197208313 0 +667 0 -4.492697 0.011066586 0.016054708591916572 0 +669 1 4.5319724 0.9893551 0.015439686424506834 1 +671 0 -3.8909473 0.020017117 0.029171544847790533 0 +672 0 -4.492697 0.011066586 0.016054708591916572 0 +673 0 -2.8754165 0.053382277 0.079146162521831612 0 +674 0 -5.243202 0.0052555446 0.0076021423142806641 0 +675 0 -3.2829847 0.03615955 0.053133744562196342 0 +676 0 -4.6391745 0.009573143 0.013877658797807625 0 +677 0 -3.99015 0.018161017 0.026441646844644801 0 +684 0 -5.492818 0.004099355 0.0059262745115795474 0 +686 0 -5.492818 0.004099355 0.0059262745115795474 0 +687 0 -4.4344196 0.011722892 0.017012471222298011 0 +690 0 -5.311415 0.0049107037 0.0071021004081549648 0 +695 0 -4.9919286 0.0067467242 0.0097664485538824786 0 diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt new file mode 100644 index 0000000000..15e35300e5 --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer-out.txt @@ -0,0 +1,62 @@ +maml.exe TrainTest test=%Data% tr=LogisticRegression{l1=1.0 l2=0.1 ot=1e-3 nt=1} dout=%Output% data=%Data% out=%Output% seed=1 xf=BinNormalizer{col=Features numBins=5} +Not adding a normalizer. +Warning: Skipped 16 instances with missing features/label/weight during training +Beginning optimization +num vars: 10 +improvement criterion: Mean Improvement +L1 regularization selected 9 of 10 weights. +Not training a calibrator because it is not needed. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 232 | 7 | 0.9707 + negative || 10 | 434 | 0.9775 + ||====================== +Precision || 0.9587 | 0.9841 | +OVERALL 0/1 ACCURACY: 0.975110 +LOG LOSS/instance: 0.116898 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.874842 +AUC: 0.995208 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995208 (0.0000) +Accuracy: 0.975110 (0.0000) +Positive precision: 0.958678 (0.0000) +Positive recall: 0.970711 (0.0000) +Negative precision: 0.984127 (0.0000) +Negative recall: 0.977477 (0.0000) +Log-loss: 0.116898 (0.0000) +Log-loss reduction: 0.874842 (0.0000) +F1 Score: 0.964657 (0.0000) +AUPRC: 0.990065 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Normalize' started. +[1] (%Time%) 699 examples +[1] 'Normalize' finished in %Time%. +[2] 'LBFGS data prep' started. +[2] 'LBFGS data prep' finished in %Time%. +[3] 'LBFGS Optimizer' started. +[3] (%Time%) 0 iterations Loss: 0.6931471824645996 +[3] (%Time%) 1 iterations Loss: 0.47700226306915283 Improvement: 0.2161 +[3] (%Time%) 2 iterations Loss: 0.18854373693466187 Improvement: 0.274 +[3] (%Time%) 3 iterations Loss: 0.1417279690504074 Improvement: 0.1009 +[3] (%Time%) 4 iterations Loss: 0.12406110763549805 Improvement: 0.03823 +[3] (%Time%) 5 iterations Loss: 0.1135805994272232 Improvement: 0.0174 +[3] (%Time%) 6 iterations Loss: 0.10794321447610855 Improvement: 0.008575 +[3] (%Time%) 7 iterations Loss: 0.10557964444160461 Improvement: 0.003916 +[3] (%Time%) 8 iterations Loss: 0.10531868040561676 Improvement: 0.001175 +[3] (%Time%) 9 iterations Loss: 0.10510236024856567 Improvement: 0.0004559 +[3] 'LBFGS Optimizer' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt new file mode 100644 index 0000000000..c08a04e21e --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-bin-norm-TrainTest-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -3.992545 0.018118361 0.026378969670686977 0 +1 0 2.2560349 0.90516984 3.3985102900536521 1 +2 0 -4.2745023 0.013727897 0.019942367439701288 0 +3 0 2.4613533 0.92138773 3.6691017174958245 1 +4 0 -4.2323246 0.014310828 0.020795317759525984 0 +5 1 6.4686413 0.99845105 0.0022363890442921863 1 +6 0 -2.371889 0.085341565 0.12869500348893104 0 +7 0 -4.4471397 0.0115764355 0.016798689298928259 0 +8 0 -4.9169693 0.0072680744 0.010523905704264574 0 +9 0 -4.5045404 0.010937715 0.015866718994567104 0 +10 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +11 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +12 1 0.69736147 0.66760254 0.58293865323970961 1 +13 0 -4.0067625 0.017867154 0.026009913515404545 0 +14 1 5.029771 0.9935022 0.0094049332298696709 1 +15 1 0.46587133 0.6144061 0.70273553447163117 1 +16 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +17 0 -4.542242 0.010537286 0.015282752200546661 0 +18 1 4.4511538 0.9884694 0.016731757772681256 1 +19 0 -3.992545 0.018118361 0.026378969670686977 0 +20 1 3.6021128 0.97345763 0.038809901663734138 1 +21 1 4.16481 0.9847049 0.022236640568523543 1 +22 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +23 1 ? ? ? 0 +24 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +25 1 1.0747514 0.74549943 0.42372084140702937 1 +26 0 -5.0542374 0.0063417577 0.0091783567273833518 0 +27 0 -4.4325914 0.011744091 0.017043419044253084 0 +28 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +29 0 -5.2321305 0.005313745 0.0076865535525302868 0 +30 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +31 0 -5.091939 0.0061085476 0.0088397980082765559 0 +32 1 4.8082123 0.99190366 0.011728087300114515 1 +33 0 -4.9369802 0.007125105 0.010316148949032737 0 +34 0 -4.887186 0.007486152 0.010840863356321532 0 +35 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +36 1 3.1988935 0.9607926 0.057703053736719134 1 +37 0 -2.6347034 0.06693809 0.099955281636640247 0 +38 1 3.1199007 0.9577062 0.062344933763709205 1 +39 1 1.3331985 0.7913692 0.33757717846301083 1 +40 0 ? ? ? 0 +41 1 1.7665768 0.85403144 0.22763890714376406 1 +42 1 5.774681 0.99690443 0.0044728861234643764 1 +43 1 -0.1600256 0.46007875 1.120047284029021 0 +44 1 3.3127956 0.96486515 0.051600773034193047 1 +45 0 -5.7299953 0.0032365832 0.0046769753331287259 0 +46 1 2.2845602 0.9075902 0.13988704716958031 1 +47 0 -6.081683 0.0022791224 0.0032918311960162252 0 +48 0 -4.2323246 0.014310828 0.020795317759525984 0 +49 1 3.6903343 0.97564435 0.03557275439817028 1 +50 1 2.3417368 0.9122752 0.13245900432531096 1 +51 1 0.25731468 0.56397605 0.82629419841938434 1 +52 1 3.4437447 0.969044 0.045365877126240961 1 +53 1 4.0185537 0.9823386 0.025707694699664378 1 +54 1 3.2443266 0.9624687 0.055188495052089254 1 +55 1 3.2247448 0.9617549 0.056258792878492753 1 +56 1 4.3062353 0.9866952 0.019323647565178632 1 +57 1 0.35733032 0.58839405 0.76514544736892587 1 +58 1 1.4845963 0.81526583 0.29465753819641244 1 +59 1 0.8594885 0.70255375 0.50931949151636147 1 +60 1 2.0348406 0.88440686 0.17721787169147976 1 +61 0 -5.264246 0.005146667 0.007444243803422488 0 +62 1 3.7685146 0.97743464 0.032927867843541098 1 +63 1 -0.6011796 0.35407385 1.4978777875862372 0 +64 0 -6.081683 0.0022791224 0.0032918311960162252 0 +65 1 1.0905418 0.7484837 0.41795716273436367 1 +66 0 -4.542242 0.010537286 0.015282752200546661 0 +67 1 2.2911777 0.90814376 0.13900740127699493 1 +68 1 5.4697514 0.9958054 0.0060642811154188563 1 +69 0 -5.372776 0.004619788 0.0066803880085058139 0 +70 0 -3.1429927 0.041368272 0.060951405247207401 0 +71 1 2.9389858 0.94974035 0.07439494629908798 1 +72 0 -2.5703769 0.07106942 0.10635730747546519 0 +73 1 4.5832577 0.9898819 0.014671722439082276 1 +74 1 1.887105 0.8684251 0.20352671804676792 1 +75 0 -3.470493 0.030163554 0.044186625035739398 0 +76 0 -4.792084 0.008226907 0.01191800943310865 0 +77 0 -3.7998843 0.021883747 0.03192214890910175 0 +78 0 -3.4570656 0.030558845 0.04477476541244188 0 +79 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +80 0 -3.0892985 0.043550845 0.06423981854699147 0 +81 0 -4.8273296 0.00794426 0.011506911914680099 0 +82 0 -3.5147965 0.028894145 0.042299530345168923 0 +83 0 -3.3944092 0.03247065 0.0476226702644406 0 +84 1 3.7257414 0.97647166 0.034349917578269849 1 +85 1 4.40996 0.9879903 0.017431188449472033 1 +86 1 1.0602031 0.74272937 0.42909147457694036 1 +87 1 3.960331 0.9812996 0.027234453483597865 1 +88 0 -4.542242 0.010537286 0.015282752200546661 0 +89 0 -5.377027 0.004600281 0.0066521149922581799 0 +90 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +91 0 -5.8170733 0.002967471 0.0042875204276155519 0 +92 0 -4.542242 0.010537286 0.015282752200546661 0 +93 0 -6.081683 0.0022791224 0.0032918311960162252 0 +94 0 -5.091939 0.0061085476 0.0088397980082765559 0 +95 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +96 0 -5.8170733 0.002967471 0.0042875204276155519 0 +97 0 -3.992545 0.018118361 0.026378969670686977 0 +98 1 4.9501495 0.9929675 0.01018161580851804 1 +99 1 6.0783663 0.9977133 0.0033027488022180514 1 +100 1 2.8487387 0.94525343 0.081226912877904262 1 +101 1 -0.46468973 0.38587388 1.3737986896518364 0 +102 0 -3.8974426 0.0198901 0.028984566439071775 0 +103 1 0.8394666 0.6983529 0.51797188946212602 1 +104 1 4.760603 0.99151224 0.012297514056213637 1 +105 1 1.593214 0.8310678 0.26696191453852547 1 +106 1 5.2220135 0.99463254 0.0077644612468423047 1 +107 1 3.5070171 0.97088677 0.042625048823229282 1 +108 0 -5.8128223 0.0029800748 0.0043057581327988351 0 +109 1 3.404828 0.9678551 0.047137026858474158 1 +110 0 -3.1308975 0.041850604 0.061677474525371673 0 +111 1 2.042224 0.88515955 0.17599056706729244 1 +112 1 4.066411 0.98315 0.024516540528572862 1 +113 1 4.689664 0.9908939 0.013197505255027312 1 +114 0 -2.334518 0.08830426 0.13337565867611414 0 +115 0 -4.069419 0.016800243 0.024443536339947964 0 +116 0 -0.58920336 0.35681766 0.63670030631600671 0 +117 1 5.0618 0.99370575 0.0091093825025296647 1 +118 0 -4.8868556 0.007488608 0.010844433196401224 0 +119 0 -3.7967541 0.021950848 0.032021125633282979 0 +120 0 -4.841878 0.00783042 0.011341369511834681 0 +121 0 -3.247057 0.037432786 0.055040810496498178 0 +122 1 5.8843317 0.99722505 0.0040089770860943811 1 +123 1 2.3982573 0.91669434 0.12548732422638748 1 +124 1 3.770072 0.97746897 0.032877194241643079 1 +125 0 -6.081683 0.0022791224 0.0032918311960162252 0 +126 1 5.0097475 0.99337167 0.0095944983615783522 1 +127 0 -5.091939 0.0061085476 0.0088397980082765559 0 +128 1 2.558279 0.92812777 0.10760467510579626 1 +129 0 -6.5217295 0.0014689616 0.002120821689588008 0 +130 0 -3.1429927 0.041368272 0.060951405247207401 0 +131 0 -5.091939 0.0061085476 0.0088397980082765559 0 +132 1 5.6283245 0.9964183 0.0051765807671318833 1 +133 0 -5.2631254 0.0051524076 0.0074525687123817592 0 +134 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +135 0 -2.9062474 0.051845595 0.076806077069937376 0 +136 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +137 0 -5.9720325 0.002542574 0.0036728300433874522 0 +138 0 -4.337489 0.012900699 0.018732869420470588 0 +139 0 ? ? ? 0 +140 0 -5.9720325 0.002542574 0.0036728300433874522 0 +141 0 -5.9720325 0.002542574 0.0036728300433874522 0 +142 1 3.6215572 0.97395545 0.03807230821683618 1 +143 0 -4.069419 0.016800243 0.024443536339947964 0 +144 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +145 0 ? ? ? 0 +146 1 0.8452711 0.69957423 0.5154509444272648 1 +147 0 -5.264246 0.005146667 0.007444243803422488 0 +148 0 -3.5353937 0.028321777 0.041449458293055796 0 +149 1 6.2461977 0.99806595 0.0027929482519363689 1 +150 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +151 1 3.2753897 0.9635748 0.053531391062320528 1 +152 1 5.920065 0.99732214 0.0038685142581789695 1 +153 0 -3.7874613 0.022151245 0.032316755479599973 0 +154 0 -6.5217295 0.0014689616 0.002120821689588008 0 +155 1 2.6319742 0.93289125 0.10021918393408365 1 +156 0 -4.959135 0.0069700736 0.010090898711806155 0 +157 0 -5.091939 0.0061085476 0.0088397980082765559 0 +158 0 ? ? ? 0 +159 1 7.6376066 0.9995183 0.00069514934090023593 1 +160 1 5.1027765 0.9939569 0.00874476585784471 1 +161 0 -4.273381 0.013743083 0.019964581538616015 0 +162 0 -5.091939 0.0061085476 0.0088397980082765559 0 +163 0 -3.676834 0.024678515 0.036050257586803906 0 +164 0 ? ? ? 0 +165 0 -3.4559445 0.030592075 0.044824217599740486 0 +166 1 4.8885384 0.9925239 0.010826239558709188 1 +167 1 2.59618 0.9306153 0.10374317948222714 1 +168 0 -5.091939 0.0061085476 0.0088397980082765559 0 +169 0 -6.3667707 0.0017147517 0.0024759872421527282 0 +170 0 -5.9720325 0.002542574 0.0036728300433874522 0 +171 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +172 0 -6.081683 0.0022791224 0.0032918311960162252 0 +173 1 7.397826 0.9993878 0.00088348736628423967 1 +174 1 3.9445076 0.981007 0.027664693516906359 1 +175 1 4.35635 0.9873373 0.018385076797426587 1 +176 0 -5.091939 0.0061085476 0.0088397980082765559 0 +177 1 3.0264273 0.9537538 0.068311150990881489 1 +178 0 -4.542242 0.010537286 0.015282752200546661 0 +179 1 1.3544669 0.79485893 0.33122925392215591 1 +180 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +181 0 -6.5217295 0.0014689616 0.002120821689588008 0 +182 0 -3.992545 0.018118361 0.026378969670686977 0 +183 1 5.4411964 0.9956844 0.0062395894636142653 1 +184 1 3.9445076 0.981007 0.027664693516906359 1 +185 0 -5.091939 0.0061085476 0.0088397980082765559 0 +186 1 2.7657804 0.9407984 0.088042485467941384 1 +187 1 6.4300547 0.99839026 0.0023242389414913126 1 +188 1 3.7579803 0.9772011 0.033272601143833062 1 +189 0 -3.8742893 0.020346515 0.0296565535191455 0 +190 1 5.920065 0.99732214 0.0038685142581789695 1 +191 1 6.2002935 0.9979753 0.0029240004602384146 1 +192 0 -4.4325914 0.011744091 0.017043419044253084 0 +193 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +194 0 -5.091939 0.0061085476 0.0088397980082765559 0 +195 0 -4.542242 0.010537286 0.015282752200546661 0 +196 0 3.7577963 0.977197 5.4546320082353397 1 +197 0 -3.6826272 0.024539461 0.035844583774240463 0 +198 0 -6.5217295 0.0014689616 0.002120821689588008 0 +199 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +200 1 6.049469 0.99764645 0.0033994554395016027 1 +201 1 5.029353 0.9934995 0.0094088281531715806 1 +202 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +203 0 -3.992545 0.018118361 0.026378969670686977 0 +204 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +205 1 7.397826 0.9993878 0.00088348736628423967 1 +206 1 4.347292 0.98722357 0.018551262051771034 1 +207 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +208 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +209 0 -3.992545 0.018118361 0.026378969670686977 0 +210 1 7.947524 0.9996466 0.00050993267785952995 1 +211 1 5.651204 0.996499 0.0050597347196412231 1 +212 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +213 1 7.947524 0.9996466 0.00050993267785952995 1 +214 1 6.354739 0.99826455 0.0025058984900526997 1 +215 1 5.353958 0.99529284 0.0068070264148616041 1 +216 0 -6.081683 0.0022791224 0.0032918311960162252 0 +217 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +218 1 4.25982 0.9860719 0.020235271994085702 1 +219 0 -2.7029462 0.06279973 0.093570724144100031 0 +220 0 -5.4866776 0.0041244994 0.0059626998649788638 0 +221 1 4.815196 0.9919595 0.011646858036958347 1 +222 1 -2.2200603 0.097963475 3.3516122436551208 0 +223 1 3.6270885 0.9740954 0.037865016264701304 1 +224 1 5.2200327 0.99462193 0.0077798503849561751 1 +225 0 -6.081683 0.0022791224 0.0032918311960162252 0 +226 1 4.7133865 0.9911055 0.012889463580685207 1 +227 1 5.651204 0.996499 0.0050597347196412231 1 +228 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +229 1 6.5825434 0.9986176 0.0019957766200915149 1 +230 1 3.6270885 0.9740954 0.037865016264701304 1 +231 1 4.3306465 0.98701185 0.018860689374076735 1 +232 0 0.46587133 0.6144061 1.374845899352577 1 +233 1 3.6217175 0.9739595 0.038066304453576054 1 +234 0 -3.4316704 0.031320214 0.045908258854445147 0 +235 0 ? ? ? 0 +236 1 6.6476803 0.9987047 0.001869974861439897 1 +237 1 4.4224596 0.9881377 0.017215962974508822 1 +238 1 6.446723 0.9984168 0.0022859116128351314 1 +239 1 3.287549 0.9639992 0.052896128048051154 1 +240 0 -1.746778 0.14845404 0.23184369762255375 0 +241 0 -4.7820215 0.008309418 0.012038040738212243 0 +242 0 -5.091939 0.0061085476 0.0088397980082765559 0 +243 0 -2.7492793 0.060127366 0.089462830893478812 0 +244 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +245 0 -3.0201492 0.046523854 0.068731249348671225 0 +246 1 6.4686413 0.99845105 0.0022363890442921863 1 +247 1 1.5234184 0.8210413 0.28447332526205216 1 +248 0 -4.004521 0.017906532 0.026067758893171509 0 +249 0 ? ? ? 0 +250 0 -5.399182 0.004499937 0.0065066875569084175 0 +251 1 4.1041126 0.98376334 0.023616805142920666 1 +252 0 2.7505217 0.9399428 4.0575184262186701 1 +253 1 5.774681 0.99690443 0.0044728861234643764 1 +254 1 3.7685146 0.97743464 0.032927867843541098 1 +255 1 3.3375244 0.96569395 0.050362054722617559 1 +256 0 -5.9720325 0.002542574 0.0036728300433874522 0 +257 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +258 0 -5.091939 0.0061085476 0.0088397980082765559 0 +259 0 2.3651295 0.9141293 3.5416905197716755 1 +260 1 5.124851 0.99408805 0.008554447310332754 1 +261 1 6.705146 0.9987769 0.0017656219730083013 1 +262 1 5.8359346 0.99708784 0.0042074936109587112 1 +263 1 3.6695976 0.9751467 0.036308806152743789 1 +264 1 3.424735 0.96846867 0.046222722390370979 1 +265 0 -2.4340858 0.08061013 0.12125133033168946 0 +266 1 5.042804 0.99358577 0.009283589997512871 1 +267 1 1.6250067 0.83548445 0.25931512619768554 1 +268 1 5.4528522 0.9957342 0.0061673909333075962 1 +269 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +270 1 3.875063 0.9796689 0.029633830352843643 1 +271 0 -3.992545 0.018118361 0.026378969670686977 0 +272 1 1.6250067 0.83548445 0.25931512619768554 1 +273 1 0.22823381 0.55681205 0.84473766721050514 1 +274 0 -4.8230786 0.007977833 0.011555736567677189 0 +275 0 ? ? ? 0 +276 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +277 0 -6.081683 0.0022791224 0.0032918311960162252 0 +278 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +279 1 3.8848867 0.97986364 0.029347094968090154 1 +280 0 -5.091939 0.0061085476 0.0088397980082765559 0 +281 0 -4.9369802 0.007125105 0.010316148949032737 0 +282 1 1.4708095 0.8131804 0.29835267543768323 1 +283 1 3.425702 0.96849823 0.046178682714211196 1 +284 1 4.494898 0.98895746 0.016019623238944722 1 +285 1 7.326975 0.99934286 0.00094836600221101985 1 +286 1 7.859165 0.99961394 0.00055707335340950982 1 +287 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +288 1 1.2648535 0.7798605 0.35871202088339516 1 +289 1 5.680274 0.99659896 0.004915027880645002 1 +290 0 -6.5217295 0.0014689616 0.002120821689588008 0 +291 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +292 1 ? ? ? 0 +293 1 2.3656855 0.91417295 0.12946096815671204 1 +294 0 ? ? ? 0 +295 1 4.0497875 0.98287237 0.024924010557578272 1 +296 0 1.783658 0.85614794 2.7973422632982627 1 +297 0 ? ? ? 0 +298 0 -3.8451924 0.020934656 0.030522945027491491 0 +299 1 2.9749374 0.95142895 0.071832170969213474 1 +300 1 4.147132 0.98443633 0.022630189701479377 1 +301 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +302 1 8.144253 0.99970967 0.0004189245631886628 1 +303 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +304 1 2.4829426 0.92293733 0.1156954010759941 1 +305 1 4.9901648 0.9932414 0.0097836555224044483 1 +306 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +307 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +308 1 4.766284 0.99155986 0.012228220489972463 1 +309 0 -2.199582 0.099788025 0.1516633387318696 0 +310 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +311 0 -6.5217295 0.0014689616 0.002120821689588008 0 +312 1 0.43755245 0.6076757 0.71862656044578976 1 +313 0 -6.5217295 0.0014689616 0.002120821689588008 0 +314 0 -6.081683 0.0022791224 0.0032918311960162252 0 +315 0 ? ? ? 0 +316 1 3.030964 0.9539535 0.068009143511873815 1 +317 1 3.978959 0.9816384 0.026736450275361392 1 +318 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +319 0 1.6140347 0.8339708 2.5904909712443396 1 +320 1 5.177579 0.99439 0.0081162910482616441 1 +321 0 ? ? ? 0 +322 0 -5.091939 0.0061085476 0.0088397980082765559 0 +323 1 3.2269793 0.96183705 0.056135589986945636 1 +324 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +325 0 -4.1405773 0.015664384 0.022777798308274071 0 +326 1 0.80466795 0.6909721 0.53330065745370647 1 +327 0 -6.081683 0.0022791224 0.0032918311960162252 0 +328 1 2.6230192 0.93232846 0.10108978391115532 1 +329 1 3.906805 0.9802916 0.028717126778748388 1 +330 1 2.4943628 0.9237457 0.11443236414548436 1 +331 0 -3.6408572 0.02555943 0.037353893655013314 0 +332 0 -2.8862243 0.05283876 0.078318053157502981 0 +333 1 3.3408813 0.96580493 0.050196260323914957 1 +334 1 4.3938684 0.98779786 0.017712257031682093 1 +335 0 -6.5217295 0.0014689616 0.002120821689588008 0 +336 1 3.169695 0.95967776 0.059378041247694302 1 +337 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +338 0 -6.081683 0.0022791224 0.0032918311960162252 0 +339 1 3.8905783 0.97997564 0.029182206242829894 1 +340 1 3.012061 0.95311606 0.069276195561638401 1 +341 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +342 0 -5.9720325 0.002542574 0.0036728300433874522 0 +343 0 -6.5217295 0.0014689616 0.002120821689588008 0 +344 1 5.135808 0.9941521 0.0084614598778393734 1 +345 0 -6.5217295 0.0014689616 0.002120821689588008 0 +346 0 -3.3262708 0.03468086 0.050922107848164234 0 +347 0 -6.252869 0.0019212251 0.0027744079186344758 0 +348 1 -1.9581485 0.12366757 3.0154608942172332 0 +349 1 1.5601063 0.82636863 0.27514260629421516 1 +350 0 -4.5627203 0.010325901 0.014974573196414636 0 +351 0 -5.091939 0.0061085476 0.0088397980082765559 0 +352 0 0.7205148 0.6727204 1.6114042953602681 1 +353 1 5.1117773 0.99401075 0.008666645707243929 1 +354 0 -6.081683 0.0022791224 0.0032918311960162252 0 +355 0 -4.713428 0.008894146 0.01288894435821379 0 +356 1 0.38191175 0.5943341 0.75065387479479195 1 +357 1 7.3376713 0.99934983 0.00093829843642746801 1 +358 1 4.5661983 0.98970956 0.014922886309342451 1 +359 1 2.972622 0.95132184 0.071994595194987965 1 +360 1 7.7495146 0.99956924 0.00062159319810978371 1 +361 1 3.4933462 0.97049785 0.043203083079852322 1 +362 0 -2.7745645 0.058714237 0.087295320728207546 0 +363 0 -0.947361 0.27941585 0.47276116808911095 0 +364 0 -5.091939 0.0061085476 0.0088397980082765559 0 +365 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +366 1 7.397826 0.9993878 0.00088348736628423967 1 +367 1 6.568391 0.9985979 0.0020241933205021757 1 +368 0 -5.2321305 0.005313745 0.0076865535525302868 0 +369 0 -4.792084 0.008226907 0.01191800943310865 0 +370 0 -3.859741 0.020638533 0.03008666050099448 0 +371 0 -5.2321305 0.005313745 0.0076865535525302868 0 +372 0 -4.337489 0.012900699 0.018732869420470588 0 +373 0 -4.2776327 0.013685577 0.01988046375754712 0 +374 0 -4.887186 0.007486152 0.010840863356321532 0 +375 0 -6.5217295 0.0014689616 0.002120821689588008 0 +376 0 -6.081683 0.0022791224 0.0032918311960162252 0 +377 0 -6.081683 0.0022791224 0.0032918311960162252 0 +378 0 -4.9532075 0.0070112213 0.01015068019716618 0 +379 0 -2.2251978 0.09751043 0.14801783148519895 0 +380 0 -6.5217295 0.0014689616 0.002120821689588008 0 +381 1 5.7563562 0.99684733 0.0045555239836644256 1 +382 0 -3.5455723 0.028043006 0.041035613731990141 0 +383 0 -5.9720325 0.002542574 0.0036728300433874522 0 +384 0 -5.9720325 0.002542574 0.0036728300433874522 0 +385 0 -3.72229 0.023607735 0.034467228178724198 0 +386 1 4.384554 0.9876851 0.017876971780205763 1 +387 0 -2.070239 0.11202326 0.17140620298845238 0 +388 0 -5.2631254 0.0051524076 0.0074525687123817592 0 +389 0 -3.346294 0.034016736 0.049929900587701949 0 +390 0 -5.926724 0.0026601106 0.003842841821702882 0 +391 1 5.1911354 0.9944651 0.0080073348263490999 1 +392 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +393 0 -6.5217295 0.0014689616 0.002120821689588008 0 +394 0 -4.314336 0.01319889 0.019168756133472294 0 +395 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +396 0 -5.091939 0.0061085476 0.0088397980082765559 0 +397 0 -5.422335 0.0043973983 0.0063580945639077858 0 +398 0 -4.785377 0.008281813 0.011997881516536189 0 +399 0 -4.754382 0.008540301 0.012373963616282098 0 +400 1 4.8711433 0.9923937 0.011015558297308785 1 +401 0 -5.9720325 0.002542574 0.0036728300433874522 0 +402 0 -2.6652443 0.06505562 0.09704755914045457 0 +403 0 -4.3371587 0.012904908 0.018739020581434427 0 +404 0 -5.4652033 0.0042136507 0.0060918564947254287 0 +405 0 -6.081683 0.0022791224 0.0032918311960162252 0 +406 0 -3.859741 0.020638533 0.03008666050099448 0 +407 0 -6.081683 0.0022791224 0.0032918311960162252 0 +408 0 -2.996996 0.047561772 0.070302567940078498 0 +409 0 -4.887186 0.007486152 0.010840863356321532 0 +410 0 -6.081683 0.0022791224 0.0032918311960162252 0 +411 0 ? ? ? 0 +412 1 4.564906 0.9896964 0.014942088113823913 1 +413 0 -3.3477454 0.03396907 0.049858714580574982 0 +414 1 3.8495207 0.9791539 0.030392501392593196 1 +415 0 -1.3319201 0.20884193 0.33796213584234014 0 +416 1 5.4531727 0.9957356 0.0061654046611738641 1 +417 0 -6.081683 0.0022791224 0.0032918311960162252 0 +418 0 -1.2770534 0.21805222 0.35485583626462075 0 +419 0 -5.494284 0.004093373 0.005917608978725797 0 +420 0 -2.0246 0.116644174 0.17893340536981236 0 +421 1 5.9309206 0.997351 0.0038267833090572297 1 +422 0 -2.5060344 0.07543623 0.11315526007818356 0 +423 0 -3.1429927 0.041368272 0.060951405247207401 0 +424 0 -5.9720325 0.002542574 0.0036728300433874522 0 +425 1 6.892461 0.9989856 0.0014642291585536941 1 +426 0 -2.4604912 0.078674726 0.11821750527274889 0 +427 1 3.057479 0.9551043 0.066269819825942558 1 +428 0 -6.081683 0.0022791224 0.0032918311960162252 0 +429 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +430 0 -5.335074 0.004796437 0.0069364442954496109 0 +431 0 -3.4137666 0.031867985 0.046724306831658076 0 +432 0 -4.1637306 0.015311358 0.02226047694287395 0 +433 0 -4.539567 0.010565214 0.015323472820804842 0 +434 0 3.478941 0.9700826 5.0628704737372496 1 +435 1 4.2793894 0.98633814 0.019845775643413503 1 +436 1 1.4138775 0.8043768 0.31405665725042153 1 +437 0 -5.422335 0.0043973983 0.0063580945639077858 0 +438 0 -3.8228188 0.021398185 0.031206136102410294 0 +439 0 -4.8726377 0.0075950255 0.010999127982523411 0 +440 1 3.5719233 0.9726664 0.039983038522321844 1 +441 0 -1.8052988 0.14120726 0.21961810461767181 0 +442 0 -4.576938 0.010181611 0.014764250409172761 0 +443 0 -5.704293 0.0033205699 0.0047985410476904635 0 +444 0 -3.967715 0.018565413 0.027035979609561993 0 +445 0 -5.9720325 0.002542574 0.0036728300433874522 0 +446 0 -6.5217295 0.0014689616 0.002120821689588008 0 +447 0 -4.8726377 0.0075950255 0.010999127982523411 0 +448 0 -6.5217295 0.0014689616 0.002120821689588008 0 +449 1 5.7100573 0.99669844 0.0047710257639496543 1 +450 0 -4.672371 0.0092634605 0.013426633565857349 0 +451 0 -4.8726377 0.0075950255 0.010999127982523411 0 +452 0 -5.6621146 0.0034631256 0.0050049053825811816 0 +453 1 3.7689514 0.97744423 0.032913703688789014 1 +454 0 -5.494284 0.004093373 0.005917608978725797 0 +455 1 -0.39639473 0.40217885 1.3140908670275304 0 +456 1 5.0772333 0.99380153 0.0089703258447660153 1 +457 1 4.62488 0.99029034 0.014076523136200621 1 +458 0 -4.2278385 0.014374247 0.020888142528949199 0 +459 0 -3.5830393 0.027039643 0.039547071452049117 0 +460 0 -4.5627203 0.010325901 0.014974573196414636 0 +461 0 -3.5197217 0.028756266 0.04209470959834017 0 +462 0 -4.5627203 0.010325901 0.014974573196414636 0 +463 0 -5.153475 0.0057460796 0.0083137492294734928 0 +464 0 -5.422335 0.0043973983 0.0063580945639077858 0 +465 1 5.8060026 0.9969996 0.0043351381244757306 1 +466 1 5.0361767 0.9935434 0.0093451258391414483 1 +467 1 4.879223 0.99245447 0.010927177579282008 1 +468 0 -5.422335 0.0043973983 0.0063580945639077858 0 +469 0 -5.4368834 0.004334162 0.0062664637739749196 0 +470 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +471 0 -4.5627203 0.010325901 0.014974573196414636 0 +472 0 -4.8726377 0.0075950255 0.010999127982523411 0 +473 0 -5.422335 0.0043973983 0.0063580945639077858 0 +474 0 -4.8726377 0.0075950255 0.010999127982523411 0 +475 0 -5.9720325 0.002542574 0.0036728300433874522 0 +476 0 -4.7775354 0.008346467 0.012091939934470171 0 +477 0 -5.422335 0.0043973983 0.0063580945639077858 0 +478 0 -4.39489 0.012189815 0.017694250658103719 0 +479 1 4.1327972 0.9842152 0.022954297664035415 1 +480 0 -4.8726377 0.0075950255 0.010999127982523411 0 +481 0 -3.4401727 0.031063287 0.045525656520249716 0 +482 1 7.4817743 0.99943703 0.00081241677161957774 1 +483 1 6.259754 0.99809194 0.0027553838707023012 1 +484 0 -4.2278385 0.014374247 0.020888142528949199 0 +485 0 -4.576938 0.010181611 0.014764250409172761 0 +486 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +487 1 6.872081 0.9989647 0.0014943569987396728 1 +488 1 0.4233346 0.6042809 0.72670877874993234 1 +489 1 -0.7950764 0.3110797 1.6846437925748332 0 +490 0 -6.5217295 0.0014689616 0.002120821689588008 0 +491 1 4.479656 0.9887898 0.016264238517877411 1 +492 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +493 1 5.7166834 0.9967202 0.0047395353050471946 1 +494 0 -0.71564674 0.32835233 0.57422347065675172 0 +495 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +496 0 -6.5217295 0.0014689616 0.002120821689588008 0 +497 0 -4.9445868 0.007071495 0.010238253544920166 0 +498 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +499 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +500 0 -3.992545 0.018118361 0.026378969670686977 0 +501 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +502 0 -4.8273296 0.00794426 0.011506911914680099 0 +503 0 -4.542242 0.010537286 0.015282752200546661 0 +504 0 -6.5217295 0.0014689616 0.002120821689588008 0 +505 0 -5.494284 0.004093373 0.005917608978725797 0 +506 1 6.42118 0.9983759 0.0023449964141972171 1 +507 0 -4.8868556 0.007488608 0.010844433196401224 0 +508 0 -4.8726377 0.0075950255 0.010999127982523411 0 +509 0 -5.9720325 0.002542574 0.0036728300433874522 0 +510 0 -6.5217295 0.0014689616 0.002120821689588008 0 +511 0 -4.4325914 0.011744091 0.017043419044253084 0 +512 0 -4.8726377 0.0075950255 0.010999127982523411 0 +513 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +514 1 5.571904 0.9962112 0.0054765059280140515 1 +515 1 4.348509 0.9872389 0.01852887644434523 1 +516 0 -6.5217295 0.0014689616 0.002120821689588008 0 +517 0 -6.081683 0.0022791224 0.0032918311960162252 0 +518 0 -5.172274 0.00563967 0.0081593535887440893 0 +519 1 3.9299583 0.980734 0.028066214695204671 1 +520 0 -6.5217295 0.0014689616 0.002120821689588008 0 +521 0 -5.422335 0.0043973983 0.0063580945639077858 0 +522 1 3.3582287 0.96637326 0.049347552568144389 1 +523 1 4.045537 0.98280066 0.025029264649170747 1 +524 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +525 0 -5.8170733 0.002967471 0.0042875204276155519 0 +526 0 -5.422335 0.0043973983 0.0063580945639077858 0 +527 0 -4.542242 0.010537286 0.015282752200546661 0 +528 0 -3.4280806 0.03142931 0.04607074790778963 0 +529 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +530 1 3.628541 0.974132 0.037810814508098631 1 +531 0 -3.859741 0.020638533 0.03008666050099448 0 +532 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +533 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +534 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +535 0 -4.1970787 0.014816614 0.02153579606682925 0 +536 0 -3.992545 0.018118361 0.026378969670686977 0 +537 0 -3.3477454 0.03396907 0.049858714580574982 0 +538 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +539 0 -4.4325914 0.011744091 0.017043419044253084 0 +540 0 -3.6151545 0.026207453 0.03831363548777951 0 +541 0 -5.9720325 0.002542574 0.0036728300433874522 0 +542 0 -4.39489 0.012189815 0.017694250658103719 0 +543 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +544 0 -4.087428 0.016505342 0.024010878544700832 0 +545 0 -4.4325914 0.011744091 0.017043419044253084 0 +546 1 6.342764 0.99824363 0.002536134234151651 1 +547 0 -5.9720325 0.002542574 0.0036728300433874522 0 +548 0 -5.9720325 0.002542574 0.0036728300433874522 0 +549 1 4.235544 0.9857345 0.020728942067343662 1 +550 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +551 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +552 0 -3.1055257 0.042879898 0.06322812572225496 0 +553 0 -0.57799435 0.35939422 0.64249128532302713 0 +554 0 -5.9720325 0.002542574 0.0036728300433874522 0 +555 0 -2.8178658 0.05636634 0.083701212531433977 0 +556 0 -3.1550848 0.040891387 0.060233893631295193 0 +557 0 -4.5627203 0.010325901 0.014974573196414636 0 +558 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +559 0 -4.4325914 0.011744091 0.017043419044253084 0 +560 0 -3.992545 0.018118361 0.026378969670686977 0 +561 0 -3.992545 0.018118361 0.026378969670686977 0 +562 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +563 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +564 0 -4.273381 0.013743083 0.019964581538616015 0 +565 1 5.865016 0.99717104 0.0040871041354109154 1 +566 0 -4.4471397 0.0115764355 0.016798689298928259 0 +567 0 -3.3474147 0.033979923 0.049874920980542886 0 +568 1 2.5213566 0.9256255 0.11149948040313351 1 +569 1 5.268442 0.9948748 0.0074131493967188331 1 +570 1 4.4863634 0.9888639 0.016156143537930656 1 +571 1 6.6114416 0.9986569 0.0019389448983825447 1 +572 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +573 0 -6.081683 0.0022791224 0.0032918311960162252 0 +574 1 3.2165728 0.9614532 0.056711461613558348 1 +575 0 -3.3477454 0.03396907 0.049858714580574982 0 +576 0 -4.4325914 0.011744091 0.017043419044253084 0 +577 0 -6.081683 0.0022791224 0.0032918311960162252 0 +578 0 -6.081683 0.0022791224 0.0032918311960162252 0 +579 0 -5.6416364 0.0035345221 0.0051082705390145811 0 +580 0 -3.787792 0.022144085 0.032306191811042204 0 +581 1 5.1723356 0.9943607 0.008158838092691632 1 +582 1 5.1029596 0.993958 0.0087432086042195118 1 +583 0 -5.9720325 0.002542574 0.0036728300433874522 0 +584 0 -4.4077616 0.012035793 0.01746931914702855 0 +585 0 -6.5217295 0.0014689616 0.002120821689588008 0 +586 1 6.892461 0.9989856 0.0014642291585536941 1 +587 0 -4.1637306 0.015311358 0.02226047694287395 0 +588 1 3.26435 0.96318537 0.054114616031351218 1 +589 0 -4.8726377 0.0075950255 0.010999127982523411 0 +590 1 1.2929182 0.7846407 0.34989586956954988 1 +591 1 2.9503937 0.9502821 0.073572245304986489 1 +592 1 2.4991703 0.92408365 0.11390464136332065 1 +593 0 -4.2278385 0.014374247 0.020888142528949199 0 +594 1 3.285159 0.9639162 0.053020392750489621 1 +595 0 -4.4325914 0.011744091 0.017043419044253084 0 +596 0 -4.337489 0.012900699 0.018732869420470588 0 +597 0 -2.7029462 0.06279973 0.093570724144100031 0 +598 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +599 0 -3.105291 0.04288954 0.063242658033209914 0 +600 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +601 0 -6.081683 0.0022791224 0.0032918311960162252 0 +602 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +603 1 1.3177614 0.788809 0.34225207985120715 1 +604 1 2.096407 0.8905535 0.16722585248428282 1 +605 1 5.2441235 0.99474925 0.0075951915609322887 1 +606 0 -5.2673764 0.0051306635 0.0074210365500454586 0 +607 0 -6.5217295 0.0014689616 0.002120821689588008 0 +608 1 5.2673216 0.99486905 0.0074214471153719189 1 +609 0 -4.8726377 0.0075950255 0.010999127982523411 0 +610 1 3.9236107 0.98061365 0.028243252648866731 1 +611 1 3.3527317 0.96619415 0.049614972924407308 1 +612 1 8.2992115 0.9997513 0.00035880042310327935 1 +613 0 -5.0542374 0.0063417577 0.0091783567273833518 0 +614 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +615 0 -3.6926897 0.024299743 0.0354900860926931 0 +616 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +617 0 ? ? ? 0 +618 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +619 0 -4.4325914 0.011744091 0.017043419044253084 0 +620 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +621 0 -0.65779686 0.34123468 0.60216349571000993 0 +622 0 -2.928177 0.050778117 0.075182734676665752 0 +623 0 -6.5217295 0.0014689616 0.002120821689588008 0 +624 0 -4.2776327 0.013685577 0.01988046375754712 0 +625 0 -3.0475597 0.045322943 0.066915307026096979 0 +626 1 4.132637 0.9842127 0.022957967227624252 1 +627 0 -3.5197217 0.028756266 0.04209470959834017 0 +628 0 -5.9720325 0.002542574 0.0036728300433874522 0 +629 0 -5.422335 0.0043973983 0.0063580945639077858 0 +630 0 -3.105291 0.04288954 0.063242658033209914 0 +631 0 -4.4325914 0.011744091 0.017043419044253084 0 +632 0 -6.5217295 0.0014689616 0.002120821689588008 0 +633 1 2.7402763 0.9393618 0.090247152192705155 1 +634 0 -5.9720325 0.002542574 0.0036728300433874522 0 +635 0 -4.6824336 0.009171564 0.013292821683488587 0 +636 1 3.52633 0.97142774 0.041821412452749396 1 +637 0 -2.0875869 0.110309176 0.1686240221654495 0 +638 0 -5.422335 0.0043973983 0.0063580945639077858 0 +639 0 -4.5627203 0.010325901 0.014974573196414636 0 +640 0 -5.1124177 0.005985466 0.0086611483123551648 0 +641 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +642 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +643 0 -6.5217295 0.0014689616 0.002120821689588008 0 +644 0 -5.9720325 0.002542574 0.0036728300433874522 0 +645 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +646 0 -5.399182 0.004499937 0.0065066875569084175 0 +647 0 -6.211812 0.0020015857 0.0028905715517643414 0 +648 1 5.297204 0.9950194 0.007203474971888885 1 +649 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +650 0 -4.1821995 0.0150353825 0.021856194718045063 0 +651 0 -5.294017 0.004996459 0.0072264349855281507 0 +652 0 -4.1637306 0.015311358 0.02226047694287395 0 +653 0 -4.9822884 0.0068116337 0.0098607322735206511 0 +654 0 -5.091939 0.0061085476 0.0088397980082765559 0 +655 0 -5.5319858 0.0039425166 0.0056990909711692678 0 +656 0 -4.4325914 0.011744091 0.017043419044253084 0 +657 0 -0.564929 0.36240774 0.64929398782753456 0 +658 1 6.1565475 0.9978849 0.0030546337061961703 1 +659 0 -6.5217295 0.0014689616 0.002120821689588008 0 +660 0 -6.081683 0.0022791224 0.0032918311960162252 0 +661 0 -4.542242 0.010537286 0.015282752200546661 0 +662 0 -4.792084 0.008226907 0.01191800943310865 0 +663 0 -4.792084 0.008226907 0.01191800943310865 0 +664 0 -5.2220683 0.0053671943 0.0077640789520493489 0 +665 0 -6.5217295 0.0014689616 0.002120821689588008 0 +666 0 -3.2434437 0.037563194 0.055236278422205125 0 +667 0 -5.091939 0.0061085476 0.0088397980082765559 0 +668 1 1.3892097 0.80046606 0.3210878603989773 1 +669 1 5.370368 0.99536914 0.0066964411946859766 1 +670 1 3.0884533 0.9564139 0.064292960089989859 1 +671 0 -4.4592323 0.011438881 0.016597929859082972 0 +672 0 -5.091939 0.0061085476 0.0088397980082765559 0 +673 0 -3.7500901 0.022975346 0.033533127730828401 0 +674 0 -6.081683 0.0022791224 0.0032918311960162252 0 +675 0 -4.132736 0.015785746 0.022955684670604208 0 +676 0 -5.4368834 0.004334162 0.0062664637739749196 0 +677 0 -4.8726377 0.0075950255 0.010999127982523411 0 +678 0 -6.5217295 0.0014689616 0.002120821689588008 0 +679 0 -5.9720325 0.002542574 0.0036728300433874522 0 +680 1 7.947524 0.9996466 0.00050993267785952995 1 +681 1 6.068371 0.9976904 0.0033359317217204606 1 +682 0 -3.7236843 0.023575617 0.034419772737062669 0 +683 0 -6.5217295 0.0014689616 0.002120821689588008 0 +684 0 -6.5217295 0.0014689616 0.002120821689588008 0 +685 0 -6.5217295 0.0014689616 0.002120821689588008 0 +686 0 -6.5217295 0.0014689616 0.002120821689588008 0 +687 0 -5.2631254 0.0051524076 0.0074525687123817592 0 +688 0 -5.422335 0.0043973983 0.0063580945639077858 0 +689 0 -5.114979 0.005970247 0.0086390602693152737 0 +690 0 -6.211812 0.0020015857 0.0028905715517643414 0 +691 1 4.3926 0.9877826 0.017734542916590223 1 +692 0 -5.9720325 0.002542574 0.0036728300433874522 0 +693 0 -5.180298 0.005594852 0.0080943295732189158 0 +694 0 -5.1545954 0.0057396814 0.0083044652815304314 0 +695 0 -5.9720325 0.002542574 0.0036728300433874522 0 +696 1 4.7496595 0.9914196 0.012432294804891263 1 +697 1 2.1880054 0.89916724 0.1533386216421419 1 +698 1 3.8052015 0.97822976 0.031754737784374001 1 diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer-out.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer-out.txt new file mode 100644 index 0000000000..6d166f9706 --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer-out.txt @@ -0,0 +1,121 @@ +maml.exe CV tr=LogisticRegression{l1=1.0 l2=0.1 ot=1e-4 nt=1 nn=+} threads=- norm=No dout=%Output% data=%Data% seed=1 +Not adding a normalizer. +Warning: Skipped 8 instances with missing features/label/weight during training +Beginning optimization +num vars: 10 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 10 weights. +Not training a calibrator because it is not needed. +Not adding a normalizer. +Warning: Skipped 8 instances with missing features/label/weight during training +Beginning optimization +num vars: 10 +improvement criterion: Mean Improvement +L1 regularization selected 9 of 10 weights. +Not training a calibrator because it is not needed. +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3785 (134.0/(134.0+220.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 129 | 5 | 0.9627 + negative || 8 | 212 | 0.9636 + ||====================== +Precision || 0.9416 | 0.9770 | +OVERALL 0/1 ACCURACY: 0.963277 +LOG LOSS/instance: 0.140964 +Test-set entropy (prior Log-Loss/instance): 0.956998 +LOG-LOSS REDUCTION (RIG): 0.852702 +AUC: 0.994437 +Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 96 | 9 | 0.9143 + negative || 3 | 221 | 0.9866 + ||====================== +Precision || 0.9697 | 0.9609 | +OVERALL 0/1 ACCURACY: 0.963526 +LOG LOSS/instance: 0.111875 +Test-set entropy (prior Log-Loss/instance): 0.903454 +LOG-LOSS REDUCTION (RIG): 0.876170 +AUC: 0.997066 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.995752 (0.0013) +Accuracy: 0.963401 (0.0001) +Positive precision: 0.955651 (0.0140) +Positive recall: 0.938486 (0.0242) +Negative precision: 0.968914 (0.0080) +Negative recall: 0.975122 (0.0115) +Log-loss: 0.126419 (0.0145) +Log-loss reduction: 0.864436 (0.0117) +F1 Score: 0.946603 (0.0054) +AUPRC: 0.991761 (0.0020) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'LBFGS data prep' started. +[1] 'LBFGS data prep' finished in %Time%. +[2] 'LBFGS Optimizer' started. +[2] (%Time%) 0 iterations Loss: 0.6931471824645996 +[2] (%Time%) 1 iterations Loss: 0.6544521450996399 Improvement: 0.0387 +[2] (%Time%) 2 iterations Loss: 0.6425679922103882 Improvement: 0.01725 +[2] (%Time%) 3 iterations Loss: 0.6358204483985901 Improvement: 0.009247 +[2] (%Time%) 4 iterations Loss: 0.6251664161682129 Improvement: 0.01031 +[2] (%Time%) 5 iterations Loss: 0.5822217464447021 Improvement: 0.03481 +[2] (%Time%) 6 iterations Loss: 0.2409491091966629 Improvement: 0.2647 +[2] (%Time%) 7 iterations Loss: 0.18065251410007477 Improvement: 0.1114 +[2] (%Time%) 8 iterations Loss: 0.12022750824689865 Improvement: 0.07317 +[2] (%Time%) 9 iterations Loss: 0.09626178443431854 Improvement: 0.03627 +[2] (%Time%) 10 iterations Loss: 0.08480900526046753 Improvement: 0.01766 +[2] (%Time%) 11 iterations Loss: 0.07748782634735107 Improvement: 0.009905 +[2] (%Time%) 12 iterations Loss: 0.07508619874715805 Improvement: 0.004277 +[2] (%Time%) 13 iterations Loss: 0.07309562712907791 Improvement: 0.002562 +[2] (%Time%) 14 iterations Loss: 0.07258497178554535 Improvement: 0.001024 +[2] (%Time%) 15 iterations Loss: 0.07184841483831406 Improvement: 0.0008083 +[2] (%Time%) 16 iterations Loss: 0.07156649976968765 Improvement: 0.0004135 +[2] (%Time%) 17 iterations Loss: 0.0715627521276474 Improvement: 0.0001062 +[2] (%Time%) 18 iterations Loss: 0.07146956771612167 Improvement: 9.644E-05 +[2] 'LBFGS Optimizer' finished in %Time%. +[3] 'LBFGS data prep #2' started. +[3] 'LBFGS data prep #2' finished in %Time%. +[4] 'LBFGS Optimizer #2' started. +[4] (%Time%) 0 iterations Loss: 0.6931471824645996 +[4] (%Time%) 1 iterations Loss: 0.6328520774841309 Improvement: 0.0603 +[4] (%Time%) 2 iterations Loss: 0.620979368686676 Improvement: 0.02156 +[4] (%Time%) 3 iterations Loss: 0.613497793674469 Improvement: 0.01083 +[4] (%Time%) 4 iterations Loss: 0.6002617478370667 Improvement: 0.01264 +[4] (%Time%) 5 iterations Loss: 0.5936987996101379 Improvement: 0.008078 +[4] (%Time%) 6 iterations Loss: 0.5855146050453186 Improvement: 0.008158 +[4] (%Time%) 7 iterations Loss: 0.557903528213501 Improvement: 0.02275 +[4] (%Time%) 8 iterations Loss: 0.514011561870575 Improvement: 0.03861 +[4] (%Time%) 9 iterations Loss: 0.47046783566474915 Improvement: 0.04231 +[4] (%Time%) 10 iterations Loss: 0.3519411087036133 Improvement: 0.09947 +[4] (%Time%) 11 iterations Loss: 0.24160850048065186 Improvement: 0.1076 +[4] (%Time%) 12 iterations Loss: 0.15622486174106598 Improvement: 0.09094 +[4] (%Time%) 13 iterations Loss: 0.13706204295158386 Improvement: 0.03711 +[4] (%Time%) 14 iterations Loss: 0.12257859110832214 Improvement: 0.02014 +[4] (%Time%) 15 iterations Loss: 0.112119160592556 Improvement: 0.01288 +[4] (%Time%) 16 iterations Loss: 0.10575493425130844 Improvement: 0.007993 +[4] (%Time%) 17 iterations Loss: 0.10021665692329407 Improvement: 0.006152 +[4] (%Time%) 18 iterations Loss: 0.09684965759515762 Improvement: 0.004063 +[4] (%Time%) 19 iterations Loss: 0.09285992383956909 Improvement: 0.004008 +[4] (%Time%) 20 iterations Loss: 0.09131418168544769 Improvement: 0.002161 +[4] (%Time%) 21 iterations Loss: 0.09053913503885269 Improvement: 0.001122 +[4] (%Time%) 22 iterations Loss: 0.09002908319234848 Improvement: 0.0006629 +[4] (%Time%) 23 iterations Loss: 0.08863696455955505 Improvement: 0.00121 +[4] (%Time%) 24 iterations Loss: 0.08813063055276871 Improvement: 0.0006822 +[4] (%Time%) 25 iterations Loss: 0.0875096321105957 Improvement: 0.0006363 +[4] (%Time%) 26 iterations Loss: 0.08728791028261185 Improvement: 0.0003254 +[4] (%Time%) 27 iterations Loss: 0.08721961826086044 Improvement: 0.0001326 +[4] (%Time%) 28 iterations Loss: 0.08721006661653519 Improvement: 4.03E-05 +[4] 'LBFGS Optimizer #2' finished in %Time%. diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer.txt new file mode 100644 index 0000000000..26fdb16999 --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-CV-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +5 1 12.634059 0.9999967 4.7295306510363196E-06 1 +6 0 -1.3832264 0.20049132 0.32281440557520868 0 +8 0 -4.724724 0.008795124 0.012744809732496766 0 +9 0 -5.1367106 0.005842652 0.0084538859910556451 0 +10 0 -5.6094275 0.0036497964 0.0052751756327426066 0 +11 0 -5.869677 0.0028158338 0.0040681196979022614 0 +18 1 7.2676325 0.99930274 0.0010062773817144412 1 +20 1 7.5638514 0.9994814 0.00074840460816191399 1 +21 1 7.389539 0.9993827 0.0008908871693913803 1 +25 1 1.3491507 0.79399073 0.33280592892104299 1 +28 0 -5.869677 0.0028158338 0.0040681196979022614 0 +31 0 -5.181148 0.0055901236 0.0080874696787302542 0 +32 1 7.291444 0.99931914 0.00098261346137125155 1 +35 0 -5.869677 0.0028158338 0.0040681196979022614 0 +37 0 -1.0245142 0.264149 0.44251444547289337 0 +40 0 ? ? ? 0 +41 1 2.7845955 0.94183767 0.086449671087919164 1 +44 1 7.820279 0.9995986 0.00057918182856106851 1 +45 0 -5.7772512 0.003087654 0.0044614343629179416 0 +46 1 4.3640423 0.9874331 0.018245123249028571 1 +48 0 -3.8104973 0.021657728 0.031588815576481744 0 +50 1 2.3511896 0.9130287 0.13126785759011278 1 +51 1 -0.38567066 0.40475994 1.3048615721342836 0 +52 1 4.7622175 0.99152577 0.012277827060006418 1 +54 1 7.369256 0.99937004 0.00090912870659733396 1 +56 1 4.515218 0.98917717 0.015699155641139939 1 +60 1 2.0932274 0.8902432 0.16772862841376673 1 +63 1 -0.43257332 0.393512 1.3455204252750455 0 +64 0 -6.2356215 0.001954584 0.0028226279548990959 0 +66 0 -4.4492593 0.011552207 0.016763326218729752 0 +68 1 12.420491 0.99999595 5.8474219794828371E-06 1 +69 0 -5.373121 0.004618203 0.0066780905648133725 0 +70 0 -3.9443688 0.018995613 0.027668506565820372 0 +71 1 8.000312 0.9996648 0.00048369629025050807 1 +72 0 -1.4699965 0.18694316 0.29857187902865484 0 +73 1 8.23261 0.9997342 0.00038348628329455832 1 +74 1 1.534008 0.82259196 0.2817511231028475 1 +76 0 -4.99441 0.006730116 0.0097423253247669404 0 +77 0 -4.4503083 0.011540235 0.016745852297085244 0 +79 0 -5.8073425 0.002996401 0.0043293822888790696 0 +82 0 -4.0822377 0.01658981 0.024134789426511274 0 +88 0 -4.4492593 0.011552207 0.016763326218729752 0 +90 0 -5.547093 0.0038836335 0.0056138068879952249 0 +91 0 -5.87288 0.0028068547 0.004055129053818783 0 +92 0 -4.4492593 0.011552207 0.016763326218729752 0 +93 0 -6.2356215 0.001954584 0.0028226279548990959 0 +95 0 -5.547093 0.0038836335 0.0056138068879952249 0 +96 0 -6.238825 0.0019483448 0.0028136091458445937 0 +97 0 -4.083315 0.016572244 0.024109021600787671 0 +98 1 8.655646 0.9998259 0.00025120253004900898 1 +99 1 11.467874 0.9999895 1.5134552659953847E-05 1 +100 1 3.7769136 0.9776191 0.03265560611830795 1 +102 0 -4.035522 0.017369421 0.025278959402974845 0 +104 1 12.721885 0.999997 4.2995726784359523E-06 1 +105 1 2.7619162 0.9405828 0.08837312619422022 1 +106 1 8.5678 0.9998099 0.00027425240246685845 1 +108 0 -5.8876777 0.0027657396 0.0039956467709373073 0 +109 1 7.138503 0.99920666 0.0011449987869914802 1 +111 1 2.7880974 0.94202924 0.086156257450273555 1 +112 1 9.63313 0.9999345 9.4507562065679747E-05 1 +113 1 9.298381 0.99990845 0.0001320887224967665 1 +115 0 -5.0735426 0.006221257 0.0090034122397593085 0 +117 1 11.03156 0.99998385 2.3303837404214046E-05 1 +120 0 -4.8139744 0.00805021 0.011660997787530358 0 +121 0 -3.9855304 0.018243574 0.026562958352817884 0 +122 1 9.103402 0.9998887 0.00016055473816202313 1 +123 1 3.8366642 0.9788898 0.030781605655221349 1 +125 0 -6.2356215 0.001954584 0.0028226279548990959 0 +128 1 3.9318094 0.9807689 0.028014834790071767 1 +129 0 -6.425473 0.0016171472 0.0023349387798063163 0 +131 0 -5.181148 0.0055901236 0.0080874696787302542 0 +132 1 8.021447 0.99967176 0.00047363196654040616 1 +133 0 -5.329761 0.004821865 0.0069733062758770663 0 +137 0 -6.1922617 0.0020410216 0.0029475807954516906 0 +138 0 -4.724051 0.008800991 0.012753349638172677 0 +141 0 -6.5582056 0.0014164195 0.0020449099793363392 0 +144 0 -5.869677 0.0028158338 0.0040681196979022614 0 +145 0 ? ? ? 0 +147 0 -5.710635 0.0032996454 0.0047682531335567716 0 +150 0 -5.6094275 0.0036497964 0.0052751756327426066 0 +151 1 5.1197815 0.9940582 0.0085977858264427495 1 +152 1 9.232835 0.99990225 0.00014103266690546063 1 +154 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +156 0 -5.820807 0.0029564449 0.0042715657831354694 0 +161 0 -4.275287 0.013717274 0.01992682894484752 0 +164 0 ? ? ? 0 +167 1 8.726686 0.9998378 0.00023400137267902865 1 +169 0 -6.667104 0.0012704615 0.0018340537685205579 0 +171 0 -5.547093 0.0038836335 0.0056138068879952249 0 +173 1 16.563934 0.99999994 8.5991327994145617E-08 1 +174 1 5.9247837 0.9973347 0.0038503214852538751 1 +176 0 -5.181148 0.0055901236 0.0080874696787302542 0 +177 1 4.5223303 0.98925304 0.015588495222906213 1 +179 1 1.7982807 0.85793954 0.22105210972940573 1 +180 0 -5.6094275 0.0036497964 0.0052751756327426066 0 +181 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +183 1 9.378842 0.99991554 0.00012185485412592618 1 +187 1 15.030318 0.9999997 4.2995669122556443E-07 1 +188 1 9.162353 0.9998951 0.00015135267166164302 1 +189 0 -4.7185407 0.008849191 0.012823506198955345 0 +191 1 11.084508 0.9999847 2.2099939904093242E-05 1 +192 0 -4.7718434 0.0083937105 0.012160672765089862 0 +196 0 6.8673563 0.99895984 9.9089779104508953 1 +198 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +199 0 -5.5037327 0.004055035 0.005862072149297951 0 +201 1 9.713437 0.99993956 8.7197839093874189E-05 1 +202 0 -5.547093 0.0038836335 0.0056138068879952249 0 +204 0 -5.547093 0.0038836335 0.0056138068879952249 0 +205 1 12.771613 0.99999714 4.1275895252744015E-06 1 +206 1 4.56293 0.98967624 0.014971456073847795 1 +207 0 -5.6094275 0.0036497964 0.0052751756327426066 0 +209 0 -4.1456494 0.015586369 0.022663459830404062 0 +210 1 15.273393 0.99999976 3.4396534272948301E-07 1 +211 1 9.31722 0.9999101 0.00012968074693731126 1 +212 0 -5.547093 0.0038836335 0.0056138068879952249 0 +216 0 -6.2356215 0.001954584 0.0028226279548990959 0 +218 1 7.795089 0.99958843 0.00059389232464231211 1 +219 0 -2.889896 0.05265531 0.078038650308399127 0 +223 1 5.9372587 0.9973677 0.0038026419888066349 1 +226 1 10.314239 0.99996686 4.7811969192929004E-05 1 +228 0 -5.6094275 0.0036497964 0.0052751756327426066 0 +233 1 5.721512 0.99673593 0.004716759072727149 1 +237 1 5.9030657 0.99727637 0.0039347344400170363 1 +239 1 5.3060684 0.9950631 0.007140042794778834 1 +240 0 -2.4950113 0.07620864 0.11436104746550209 0 +241 0 -4.2387767 0.0142201 0.020662529901945635 0 +242 0 -5.181148 0.0055901236 0.0080874696787302542 0 +244 0 -5.547093 0.0038836335 0.0056138068879952249 0 +246 1 11.306306 0.9999877 1.7714321792245208E-05 1 +247 1 2.3081207 0.9095474 0.13677928884098922 1 +248 0 -3.5793996 0.027135564 0.039689308541757465 0 +249 0 ? ? ? 0 +250 0 -6.5093355 0.0014872539 0.0021472510225007198 0 +252 0 4.228613 0.9856367 6.1214700571376044 1 +254 1 5.1989775 0.99450815 0.0079449048900376608 1 +257 0 -5.5037327 0.004055035 0.005862072149297951 0 +258 0 -4.815204 0.008040396 0.011646723940935572 0 +259 0 2.353055 0.9131768 3.5257751777354955 1 +260 1 10.0413065 0.9999564 6.2861028359088115E-05 1 +262 1 9.612889 0.9999331 9.6485493471777027E-05 1 +267 1 4.141596 0.98435134 0.022754757354966283 1 +268 1 10.114848 0.9999595 5.8389291528570374E-05 1 +269 0 -5.547093 0.0038836335 0.0056138068879952249 0 +271 0 -4.083315 0.016572244 0.024109021600787671 0 +272 1 4.141596 0.98435134 0.022754757354966283 1 +275 0 ? ? ? 0 +276 0 -5.5037327 0.004055035 0.005862072149297951 0 +277 0 -6.2356215 0.001954584 0.0028226279548990959 0 +278 0 -5.547093 0.0038836335 0.0056138068879952249 0 +279 1 7.2666845 0.9993021 0.0010072239466017226 1 +280 0 -4.815204 0.008040396 0.011646723940935572 0 +283 1 5.7071924 0.996689 0.0047846574634421686 1 +284 1 7.021226 0.9991081 0.0012873483875371966 1 +285 1 14.940427 0.9999997 4.2995669122556443E-07 1 +288 1 2.0281858 0.8837248 0.17833090959533929 1 +290 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +291 0 -5.547093 0.0038836335 0.0056138068879952249 0 +293 1 4.4110374 0.9880031 0.017412562735752018 1 +296 0 1.5064497 0.81853443 2.4622322780472046 1 +297 0 ? ? ? 0 +299 1 7.935958 0.9996425 0.00051586818910542408 1 +300 1 7.8513956 0.99961096 0.00056137458662143525 1 +301 0 -5.547093 0.0038836335 0.0056138068879952249 0 +303 0 -5.547093 0.0038836335 0.0056138068879952249 0 +304 1 5.3870792 0.99544555 0.0065856916808891101 1 +308 1 7.8209753 0.9995989 0.00057875169935374328 1 +309 0 -1.5875397 0.16973034 0.26834810723687974 0 +311 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +312 1 2.3301105 0.9113403 0.13393823507754166 1 +314 0 -6.2979565 0.0018366815 0.0026522076765750522 0 +316 1 3.2826672 0.9638294 0.053150288906048684 1 +317 1 9.330581 0.9999113 0.00012796076685551788 1 +319 0 2.9553318 0.95051485 4.3368606255099973 1 +321 0 ? ? ? 0 +323 1 5.7154274 0.9967161 0.0047454882432208332 1 +327 0 -6.2356215 0.001954584 0.0028226279548990959 0 +328 1 1.3741112 0.79804355 0.32546061874074883 1 +329 1 7.8814516 0.99962246 0.00054477189720687899 1 +331 0 -3.6249447 0.025958756 0.037945232973722029 0 +332 0 -3.8636765 0.020559134 0.029969702801599926 0 +333 1 4.9105167 0.9926852 0.010591813345105679 1 +336 1 4.9880075 0.99322695 0.0098046937552261019 1 +338 0 -6.2979565 0.0018366815 0.0026522076765750522 0 +343 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +344 1 10.537183 0.9999735 3.8266647312775575E-05 1 +346 0 -4.3158984 0.0131785525 0.019139023488953667 0 +347 0 -6.638541 0.0013072243 0.0018871597150324792 0 +348 1 -0.16138268 0.45974168 1.1211046229450397 0 +349 1 4.581688 0.98986614 0.014694656377939559 1 +350 0 -4.8216105 0.007989461 0.011572646597917985 0 +352 0 0.27710342 0.568836 1.213691281594657 1 +353 1 9.354337 0.9999134 0.00012495080664652852 1 +354 0 -6.2356215 0.001954584 0.0028226279548990959 0 +355 0 -4.901481 0.007380682 0.010687562830899819 0 +358 1 4.250905 0.9859489 0.020415189066112244 1 +360 1 16.68666 0.99999994 8.5991327994145617E-08 1 +361 1 6.0617695 0.9976751 0.0033579966309372458 1 +366 1 14.498349 0.9999995 6.8793076746672365E-07 1 +368 0 -6.096676 0.002245283 0.0032429006096125579 0 +370 0 -4.6595616 0.009381762 0.013598912280288563 0 +371 0 -6.096676 0.002245283 0.0032429006096125579 0 +373 0 -4.4524627 0.011515686 0.016710022923931842 0 +376 0 -6.2356215 0.001954584 0.0028226279548990959 0 +377 0 -6.2979565 0.0018366815 0.0026522076765750522 0 +378 0 -4.309283 0.013264866 0.019265215463517591 0 +379 0 -2.7152796 0.062077742 0.09245974863596991 0 +381 1 9.81174 0.9999452 7.9028192541775766E-05 1 +383 0 -6.5582056 0.0014164195 0.0020449099793363392 0 +384 0 -6.5582056 0.0014164195 0.0020449099793363392 0 +387 0 -2.8719707 0.053556673 0.079411975259464904 0 +388 0 -5.6957054 0.0033491116 0.0048398559067134002 0 +389 0 -4.072885 0.016743086 0.024359669445854711 0 +391 1 9.566606 0.99992996 0.00010104334573168113 1 +392 0 -5.5037327 0.004055035 0.005862072149297951 0 +395 0 -5.5037327 0.004055035 0.005862072149297951 0 +396 0 -4.815204 0.008040396 0.011646723940935572 0 +398 0 -5.3286834 0.004827039 0.0069808069124690951 0 +399 0 -6.095598 0.0022476986 0.0032463934562656943 0 +404 0 -6.110339 0.0022148811 0.0031989419636974407 0 +406 0 -4.7229733 0.008810397 0.012767040703550475 0 +409 0 -5.089995 0.006120362 0.0088569472880015206 0 +413 0 -3.6695776 0.024853779 0.03630953090664546 0 +414 1 6.5685415 0.9985981 0.0020239349843409983 1 +415 0 -1.1188812 0.24621886 0.4077823967070392 0 +416 1 8.785296 0.99984705 0.00022067061677813278 1 +418 0 -2.254125 0.09499423 0.14400110782517206 0 +419 0 -6.369048 0.0017108577 0.0024703597834063217 0 +422 0 -3.2716866 0.036555383 0.053726358918815859 0 +423 0 -3.9443688 0.018995613 0.027668506565820372 0 +428 0 -6.2356215 0.001954584 0.0028226279548990959 0 +429 0 -5.869677 0.0028158338 0.0040681196979022614 0 +430 0 -6.0594954 0.0023301367 0.0033655993658928242 0 +434 0 4.339263 0.9871219 6.2789341975055581 1 +436 1 2.2583494 0.9053683 0.1434232562718317 1 +439 0 -5.4603724 0.004233969 0.0061212937971569063 0 +440 1 10.559779 0.9999741 3.7406711505747454E-05 1 +441 0 -2.699459 0.06300528 0.093887181970412875 0 +442 0 -5.360084 0.0046785194 0.0067655154660379397 0 +449 1 10.890309 0.99998134 2.691553593234519E-05 1 +450 0 -4.561361 0.010339803 0.014994838730221673 0 +451 0 -5.4603724 0.004233969 0.0061212937971569063 0 +452 0 -5.553499 0.003858929 0.0055780273221639025 0 +453 1 9.722404 0.9999401 8.6423870594618947E-05 1 +454 0 -6.493717 0.0015106293 0.0021810251952956257 0 +455 1 -0.44420528 0.39073938 1.3557214276375147 0 +456 1 10.305785 0.99996656 4.8241940133472131E-05 1 +457 1 9.48895 0.9999243 0.00010921311695177715 1 +464 0 -5.826317 0.0029402478 0.0042481292131313943 0 +465 1 9.441369 0.9999206 0.00011454499259225444 1 +466 1 9.6034 0.9999325 9.7345464494158371E-05 1 +467 1 8.005107 0.99966633 0.00048145976780300705 1 +474 0 -5.4603724 0.004233969 0.0061212937971569063 0 +480 0 -5.522707 0.0039791223 0.0057521117432254082 0 +482 1 16.84829 0.99999994 8.5991327994145617E-08 1 +483 1 11.2424555 0.9999869 1.8918215632667518E-05 1 +484 0 -5.046635 0.0063898438 0.0092481746763399524 0 +487 1 14.043496 0.9999992 1.1178876637117433E-06 1 +489 1 -1.1626606 0.23818418 2.069850477902655 0 +492 0 -5.200123 0.0054856287 0.0079358759571304081 0 +493 1 10.157493 0.9999612 5.5981438976225112E-05 1 +495 0 -5.566067 0.003810917 0.005508493982703362 0 +497 0 -5.8252397 0.0029434073 0.0042527008742249215 0 +501 0 -5.1377883 0.005836396 0.0084448072453672945 0 +502 0 -4.818407 0.008014889 0.011609628583452936 0 +504 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +507 0 -5.5361943 0.003926024 0.0056752029206528038 0 +510 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +513 0 -5.566067 0.003810917 0.005508493982703362 0 +514 1 11.337831 0.9999881 1.7198367596743667E-05 1 +517 0 -6.2979565 0.0018366815 0.0026522076765750522 0 +519 1 7.511834 0.9994537 0.00078832583915587986 1 +520 0 -6.8618155 0.0010459163 0.0015097279877087871 0 +521 0 -5.7639823 0.003128768 0.0045209341689181701 0 +522 1 5.3777313 0.99540293 0.006647458106872197 1 +523 1 7.609536 0.99950457 0.0007149370135965138 1 +527 0 -4.4492593 0.011552207 0.016763326218729752 0 +528 0 -3.9475732 0.018935993 0.027580830903177964 0 +529 0 -5.200123 0.0054856287 0.0079358759571304081 0 +531 0 -4.7229733 0.008810397 0.012767040703550475 0 +532 0 -5.6094275 0.0036497964 0.0052751756327426066 0 +533 0 -5.5037327 0.004055035 0.005862072149297951 0 +534 0 -5.869677 0.0028158338 0.0040681196979022614 0 +535 0 -4.400237 0.012125595 0.017600460101487365 0 +538 0 -5.1377883 0.005836396 0.0084448072453672945 0 +539 0 -4.4058995 0.0120579535 0.01750168030385214 0 +540 0 -4.3091917 0.013266058 0.019266958411029617 0 +541 0 -6.1922617 0.0020410216 0.0029475807954516906 0 +544 0 -4.7228217 0.008811722 0.01276896830754572 0 +546 1 11.498788 0.99998987 1.4618599387059818E-05 1 +547 0 -6.6205406 0.0013309366 0.0019214144996604961 0 +548 0 -6.2545958 0.0019179172 0.0027696263895396014 0 +549 1 5.805442 0.9969979 0.0043376393797879293 1 +557 0 -4.8216105 0.007989461 0.011572646597917985 0 +558 0 -5.869677 0.0028158338 0.0040681196979022614 0 +559 0 -4.7718434 0.0083937105 0.012160672765089862 0 +560 0 -4.083315 0.016572244 0.024109021600787671 0 +561 0 -4.083315 0.016572244 0.024109021600787671 0 +563 0 -5.5037327 0.004055035 0.005862072149297951 0 +565 1 13.257531 0.9999983 2.4937505927785606E-06 1 +566 0 -4.4014664 0.012110879 0.01757896921779269 0 +569 1 10.794282 0.9999795 2.9581319217091579E-05 1 +577 0 -6.2356215 0.001954584 0.0028226279548990959 0 +578 0 -6.2356215 0.001954584 0.0028226279548990959 0 +581 1 9.044562 0.999882 0.00017027287211533984 1 +582 1 7.1446676 0.99921155 0.0011379419170697886 1 +584 0 -3.8011332 0.021857033 0.031882746935417851 0 +586 1 14.42093 0.99999946 7.7392213646475052E-07 1 +590 1 4.6784897 0.9907925 0.013345128253000785 1 +593 0 -5.046635 0.0063898438 0.0092481746763399524 0 +594 1 5.30838 0.99507445 0.0071236234758126496 1 +600 0 -5.5037327 0.004055035 0.005862072149297951 0 +602 0 -5.1377883 0.005836396 0.0084448072453672945 0 +604 1 6.8201284 0.9989096 0.0015739836051440466 1 +606 0 -5.5069356 0.00404212 0.0058433645082479162 0 +607 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +609 0 -5.4603724 0.004233969 0.0061212937971569063 0 +612 1 18.546265 1 -0 1 +613 0 -5.8675227 0.0028218895 0.0040768809116732549 0 +614 0 -5.9320116 0.002646119 0.0038226026689717738 0 +617 0 ? ? ? 0 +618 0 -5.1377883 0.005836396 0.0084448072453672945 0 +619 0 -4.7718434 0.0083937105 0.012160672765089862 0 +621 0 0.3415928 0.5845774 1.2673483265876206 1 +622 0 -2.9874558 0.047995806 0.070960165236225087 0 +624 0 -4.5147977 0.010827306 0.015705679644174707 0 +627 0 -4.707598 0.008945684 0.012963966486229444 0 +629 0 -5.826317 0.0029402478 0.0042481292131313943 0 +633 1 3.2754498 0.9635769 0.0535282675964011 1 +634 0 -6.1922617 0.0020410216 0.0029475807954516906 0 +638 0 -5.826317 0.0029402478 0.0042481292131313943 0 +639 0 -4.8216105 0.007989461 0.011572646597917985 0 +641 0 -5.5037327 0.004055035 0.005862072149297951 0 +642 0 -5.5037327 0.004055035 0.005862072149297951 0 +644 0 -6.5582056 0.0014164195 0.0020449099793363392 0 +645 0 -5.5037327 0.004055035 0.005862072149297951 0 +649 0 -5.5037327 0.004055035 0.005862072149297951 0 +652 0 -4.5978713 0.009972798 0.014459929215864848 0 +653 0 -5.1377883 0.005836396 0.0084448072453672945 0 +654 0 -4.815204 0.008040396 0.011646723940935572 0 +656 0 -4.7718434 0.0083937105 0.012160672765089862 0 +657 0 -1.1812677 0.23482433 0.38613709257344442 0 +660 0 -6.2356215 0.001954584 0.0028226279548990959 0 +661 0 -4.4492593 0.011552207 0.016763326218729752 0 +665 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +668 1 2.650302 0.9340296 0.098459856477603455 1 +670 1 6.6141806 0.99866056 0.001933692382575914 1 +678 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +679 0 -6.5582056 0.0014164195 0.0020449099793363392 0 +680 1 17.84071 1 -0 1 +681 1 9.97664 0.9999535 6.7074793056570611E-05 1 +682 0 -3.9093432 0.019659424 0.028645058252856199 0 +683 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +685 0 -6.9241505 0.0009827717 0.0014185370847357172 0 +688 0 -5.826317 0.0029402478 0.0042481292131313943 0 +689 0 -3.7155561 0.023763452 0.034697330629933992 0 +691 1 4.113261 0.98390883 0.023403451689997617 1 +692 0 -6.1922617 0.0020410216 0.0029475807954516906 0 +693 0 -5.0453625 0.006397929 0.0092599143272677972 0 +694 0 -5.667275 0.0034453622 0.0049791894590122459 0 +696 1 6.9925146 0.9990821 0.0013248745635289082 1 +697 1 5.7249603 0.99674714 0.0047005398537606387 1 +698 1 7.0488596 0.99913234 0.0012523190995148864 1 +0 0 -3.9587688 0.018729122 0.027276650705393268 0 +1 0 1.4085627 0.80353916 2.3476862995262429 1 +2 0 -4.9117737 0.007305658 0.010578525271275393 0 +3 0 1.5249834 0.8212711 2.4841553351587686 1 +4 0 -4.015791 0.017709412 0.025778218706656177 0 +7 0 -5.5262184 0.0039652297 0.0057319891157092545 0 +12 1 -1.0071068 0.26754645 1.9021387347969498 0 +13 0 -5.864778 0.0028296234 0.0040880702403692827 0 +14 1 6.766927 0.9988501 0.0016598991862958473 1 +15 1 0.76004505 0.6813635 0.55350338048266501 1 +16 0 -4.9443808 0.0070729414 0.010240355040411054 0 +17 0 -4.5950336 0.010000854 0.01450081390978516 0 +19 0 -3.322505 0.034807153 0.051110871109931025 0 +22 0 -5.5806446 0.003755974 0.0054289267452240159 0 +23 1 ? ? ? 0 +24 0 -6.503826 0.0014954581 0.0021591047683846062 0 +26 0 -5.5483646 0.0038787168 0.0056066859738426438 0 +27 0 -4.308116 0.013280147 0.019287558031446533 0 +29 0 -6.5198336 0.0014717452 0.0021248434987374831 0 +30 0 -5.5806446 0.003755974 0.0054289267452240159 0 +33 0 -5.5779405 0.003766106 0.0054435994474556154 0 +34 0 -5.2393017 0.005275976 0.0076317745646278003 0 +36 1 8.057317 0.9996833 0.0004569442682725166 1 +38 1 4.1147785 0.9839328 0.023368318260170527 1 +39 1 -0.31294537 0.42239597 1.2433320095854286 0 +42 1 5.3922358 0.99546885 0.0065519156348963353 1 +43 1 -0.9838886 0.27212086 1.87768052426006 0 +47 0 -6.8531733 0.001054985 0.0015228250233498034 0 +49 1 3.7823257 0.97773725 0.032481280035611106 1 +53 1 4.716319 0.9911313 0.012851895673697024 1 +55 1 4.009302 0.9821774 0.025944502684635495 1 +57 1 0.8891392 0.7087125 0.49672756284306335 1 +58 1 0.33060837 0.5819074 0.78113852317148436 1 +59 1 1.3886204 0.8003719 0.32125760436923123 1 +61 0 -6.5336494 0.0014515808 0.0020957098145825592 0 +62 1 4.6100817 0.99014705 0.014285288277589172 1 +65 1 2.3961296 0.9165317 0.12574334320550357 1 +67 1 2.0529556 0.8862459 0.17422103645382128 1 +75 0 -5.281353 0.0050598136 0.0073182982757580067 0 +78 0 -4.59225 0.010028453 0.014541033364583331 0 +80 0 -4.096551 0.016357902 0.023794614685907503 0 +81 0 -4.6547594 0.009426498 0.013664065510312148 0 +83 0 -3.5143857 0.028905675 0.042316659317952879 0 +84 1 5.9318123 0.9973534 0.0038233345242885664 1 +85 1 2.8987226 0.94778323 0.077370957979336907 1 +86 1 0.63163567 0.6528602 0.61515394748160923 1 +87 1 3.8593855 0.97935426 0.030097273783264565 1 +89 0 -5.927287 0.002658617 0.0038406812542781002 0 +94 0 -5.8675623 0.0028217782 0.0040767198953840893 0 +101 1 -2.1323237 0.10599459 3.2379374689461451 0 +103 1 0.7014265 0.668504 0.5809919027891689 1 +107 1 3.5015345 0.9707314 0.042855968982800217 1 +110 0 -4.5244637 0.010724271 0.015555412296385615 0 +114 0 -4.186347 0.014974084 0.021766412195087549 0 +116 0 -0.77094746 0.3162742 0.54851022063671162 0 +118 0 -6.563472 0.0014089905 0.0020341769721689178 0 +119 0 -4.8794937 0.007543524 0.010924260078960184 0 +124 1 5.156726 0.9942725 0.0082868327018022318 1 +126 1 5.7152147 0.99671537 0.0047465235393236689 1 +127 0 -5.231298 0.005318147 0.0076929387615078827 0 +130 0 -3.62543 0.025946485 0.037927057816645716 0 +134 0 -5.5806446 0.003755974 0.0054289267452240159 0 +135 0 -3.214727 0.038615268 0.056814202628853186 0 +136 0 -4.9443808 0.0070729414 0.010240355040411054 0 +139 0 ? ? ? 0 +140 0 -5.9299917 0.002651455 0.0038303213531707845 0 +142 1 3.366496 0.9666409 0.048948071733750834 1 +143 0 -5.924424 0.002666219 0.0038516777846666407 0 +146 1 -0.8934479 0.2903988 1.7838925716508713 0 +148 0 -2.467548 0.07816474 0.117419145569247 0 +149 1 7.946496 0.99964625 0.00051044880830281231 1 +153 0 -4.6546793 0.009427246 0.01366515470037852 0 +155 1 1.8595486 0.8652443 0.20882051424408671 1 +157 0 -5.8675623 0.0028217782 0.0040767198953840893 0 +158 0 ? ? ? 0 +159 1 9.591517 0.9999317 9.8549424786689596E-05 1 +160 1 7.3635664 0.99936646 0.00091429144768299421 1 +162 0 -5.231298 0.005318147 0.0076929387615078827 0 +163 0 -5.1791797 0.0056010764 0.0081033601734378444 0 +165 0 -4.0632505 0.016902437 0.024593498213340417 0 +166 1 5.428978 0.9956316 0.0063161100317678598 1 +168 0 -5.231298 0.005318147 0.0076929387615078827 0 +170 0 -5.9299917 0.002651455 0.0038303213531707845 0 +172 0 -6.8531733 0.001054985 0.0015228250233498034 0 +175 1 4.900943 0.9926154 0.010693254751102175 1 +178 0 -4.5950336 0.010000854 0.01450081390978516 0 +182 0 -3.322505 0.034807153 0.051110871109931025 0 +184 1 4.2936954 0.9865295 0.01956586011603113 1 +185 0 -5.8675623 0.0028217782 0.0040767198953840893 0 +186 1 3.0071898 0.9528979 0.069606443144428876 1 +190 1 10.156898 0.9999612 5.5981438976225112E-05 1 +193 0 -6.503826 0.0014954581 0.0021591047683846062 0 +194 0 -5.231298 0.005318147 0.0076929387615078827 0 +195 0 -4.5950336 0.010000854 0.01450081390978516 0 +197 0 -3.0899048 0.0435256 0.064201737881750751 0 +200 1 8.11032 0.99969965 0.00043337537377832459 1 +203 0 -3.9587688 0.018729122 0.027276650705393268 0 +208 0 -6.503826 0.0014954581 0.0021591047683846062 0 +213 1 11.922523 0.9999934 9.5450686985595153E-06 1 +214 1 11.574195 0.9999906 1.3586693394834943E-05 1 +215 1 6.3404007 0.9982395 0.0025420780874351235 1 +217 0 -6.503826 0.0014954581 0.0021591047683846062 0 +220 0 -6.214205 0.0019968115 0.0028836700506682817 0 +221 1 7.8693533 0.9996179 0.00055139574520526055 1 +222 1 -3.0870414 0.04364496 4.5180410927056815 0 +224 1 8.318772 0.99975616 0.00035183341007045081 1 +225 0 -6.8531733 0.001054985 0.0015228250233498034 0 +227 1 6.0465326 0.99763954 0.0034094539999193112 1 +229 1 10.046531 0.99995667 6.2517048110806339E-05 1 +230 1 4.703351 0.99101657 0.013018919843731228 1 +231 1 5.97392 0.9974622 0.0036659062774487849 1 +232 0 1.1066866 0.75151086 2.0087452849427598 1 +234 0 -3.7641 0.02266295 0.03307191188875435 0 +235 0 ? ? ? 0 +236 1 8.480418 0.9997926 0.00029928085261473974 1 +238 1 9.44851 0.9999212 0.00011368501131740873 1 +243 0 -4.5270357 0.010697017 0.015515668423972699 0 +245 0 -3.3496237 0.033907488 0.049766748238593436 0 +251 1 7.3138323 0.99933416 0.00096092904608146852 1 +253 1 5.3922358 0.99546885 0.0065519156348963353 1 +255 1 2.1359797 0.89435136 0.16108636154072858 1 +256 0 -5.9299917 0.002651455 0.0038303213531707845 0 +261 1 7.9641676 0.99965245 0.00050150257342375219 1 +263 1 7.3734617 0.9993727 0.00090525666290731889 1 +264 1 3.329772 0.96543616 0.050747230721417062 1 +265 0 -2.7224808 0.06165978 0.091816989226100057 0 +266 1 5.631057 0.996428 0.0051625138659623145 1 +270 1 4.8511553 0.9922413 0.011237053764976281 1 +273 1 -0.24684143 0.43860108 1.189018741590379 0 +274 0 -5.0190387 0.0065674623 0.0095060951011056855 0 +281 0 -5.5779405 0.003766106 0.0054435994474556154 0 +282 1 1.5179996 0.8202437 0.28587545836459627 1 +286 1 11.969153 0.9999937 9.115109290810302E-06 1 +287 0 -5.5806446 0.003755974 0.0054289267452240159 0 +289 1 5.619426 0.9963864 0.005222752234881816 1 +292 1 ? ? ? 0 +294 0 ? ? ? 0 +295 1 5.1556416 0.9942663 0.0082958273446077386 1 +298 0 -2.7163906 0.062013082 0.092360293432100032 0 +302 1 12.14833 0.9999947 7.6532482629398447E-06 1 +305 1 6.6747885 0.99873924 0.0018200360687706269 1 +306 0 -6.503826 0.0014954581 0.0021591047683846062 0 +307 0 -6.503826 0.0014954581 0.0021591047683846062 0 +310 0 -6.2169094 0.001991429 0.00287588911477611 0 +313 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +315 0 ? ? ? 0 +318 0 -6.503826 0.0014954581 0.0021591047683846062 0 +320 1 4.269574 0.9862052 0.020040205494748841 1 +322 0 -5.231298 0.005318147 0.0076929387615078827 0 +324 0 -6.503826 0.0014954581 0.0021591047683846062 0 +325 0 -4.7825036 0.008305447 0.012032263572741703 0 +326 1 3.4337406 0.96874255 0.045814785310687292 1 +330 1 4.941783 0.9929088 0.010266919668770934 1 +334 1 4.4336643 0.9882684 0.017025219800960608 1 +335 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +337 0 -6.503826 0.0014954581 0.0021591047683846062 0 +339 1 4.2525845 0.98597217 0.020381174908900169 1 +340 1 5.3041983 0.9950539 0.0071534376407621138 1 +341 0 -6.503826 0.0014954581 0.0021591047683846062 0 +342 0 -6.566256 0.0014050785 0.0020285251673460847 0 +345 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +351 0 -5.8675623 0.0028217782 0.0040767198953840893 0 +356 1 -1.7830667 0.14392486 2.7966122644695135 0 +357 1 9.025096 0.99987966 0.00017362693354248715 1 +359 1 4.65242 0.99055165 0.013695891087843807 1 +362 0 -4.5679736 0.010272354 0.014896516826905777 0 +363 0 -2.8948412 0.052409172 0.077663860584000932 0 +364 0 -5.8675623 0.0028217782 0.0040767198953840893 0 +365 0 -6.2169094 0.001991429 0.00287588911477611 0 +367 1 8.160857 0.9997145 0.00041195725980106571 1 +369 0 -6.1704865 0.002085859 0.0030124011871215687 0 +372 0 -4.6030374 0.00992192 0.014385790069226051 0 +374 0 -5.2393017 0.005275976 0.0076317745646278003 0 +375 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +380 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +382 0 -4.355794 0.012669667 0.018395243717170238 0 +385 0 -4.657318 0.0094026355 0.013629312233578619 0 +386 1 4.0342226 0.9826084 0.025311555013178763 1 +390 0 -6.563552 0.0014088778 0.0020340141654353111 0 +393 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +394 0 -6.1382065 0.0021541417 0.0031111215994331681 0 +397 0 -5.2937274 0.0049978984 0.007228521970713748 0 +400 1 5.5402613 0.9960899 0.0056521745075652653 1 +401 0 -5.9299917 0.002651455 0.0038303213531707845 0 +402 0 -3.5608702 0.027629035 0.04042127915309518 0 +403 0 -4.97142 0.0068855574 0.0099681171066140217 0 +405 0 -6.8531733 0.001054985 0.0015228250233498034 0 +407 0 -6.8531733 0.001054985 0.0015228250233498034 0 +408 0 -4.852514 0.0077482197 0.01122184910144047 0 +410 0 -6.8531733 0.001054985 0.0015228250233498034 0 +411 0 ? ? ? 0 +412 1 7.587611 0.99949354 0.00073085338206229115 1 +417 0 -6.8531733 0.001054985 0.0015228250233498034 0 +420 0 -3.6393833 0.025596164 0.037408282326143294 0 +421 1 9.157601 0.9998946 0.00015204067460350784 1 +424 0 -5.9299917 0.002651455 0.0038303213531707845 0 +425 1 11.786965 0.9999924 1.1006931643385188E-05 1 +426 0 -2.8861876 0.0528406 0.078320856254424226 0 +427 1 3.751277 0.97705126 0.033493844005537149 1 +431 0 -3.1672668 0.04041628 0.059519415876609146 0 +432 0 -4.0958567 0.016369078 0.02381100628317007 0 +433 0 -4.977126 0.0068466463 0.0099115921163246655 0 +435 1 6.0950108 0.997751 0.0032482787553226424 1 +437 0 -5.2937274 0.0049978984 0.007228521970713748 0 +438 0 -4.0317984 0.01743309 0.02537244095838714 0 +443 0 -6.882996 0.0010240185 0.0014781033543026666 0 +444 0 -2.8600092 0.05416623 0.080341444252586852 0 +445 0 -6.566256 0.0014050785 0.0020285251673460847 0 +446 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +447 0 -4.657463 0.009401286 0.0136273468578407 0 +448 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +458 0 -4.31612 0.013175669 0.019134808112097973 0 +459 0 -3.9747772 0.018437171 0.026847479082106836 0 +460 0 -4.0782204 0.016655479 0.024231131834889182 0 +461 0 -4.6518955 0.009453277 0.013703067979413194 0 +462 0 -3.4419565 0.03100964 0.045445782637253261 0 +463 0 -5.0814686 0.0061724456 0.0089325529578504984 0 +468 0 -5.2937274 0.0049978984 0.007228521970713748 0 +469 0 -6.5118303 0.0014835536 0.0021419045646996191 0 +470 0 -5.5806446 0.003755974 0.0054289267452240159 0 +471 0 -3.4419565 0.03100964 0.045445782637253261 0 +472 0 -4.021199 0.017615575 0.025640407396666433 0 +473 0 -5.2937274 0.0049978984 0.007228521970713748 0 +475 0 -5.9299917 0.002651455 0.0038303213531707845 0 +476 0 -4.9523845 0.007016953 0.010159007883477143 0 +477 0 -5.2937274 0.0049978984 0.007228521970713748 0 +478 0 -4.6251836 0.009706711 0.014072232977630517 0 +479 1 5.4077177 0.9955381 0.0064515423849008892 1 +481 0 -3.3826962 0.03284065 0.048174486723589656 0 +485 0 -5.984229 0.0025118291 0.0036283622637934185 0 +486 0 -5.5806446 0.003755974 0.0054289267452240159 0 +488 1 -0.16344929 0.4592284 1.1227162409802762 0 +490 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +491 1 4.139905 0.98432523 0.022793020827159758 1 +494 0 -0.08208275 0.47949082 0.94200447749405214 0 +496 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +498 0 -4.9443808 0.0070729414 0.010240355040411054 0 +499 0 -4.9443808 0.0070729414 0.010240355040411054 0 +500 0 -3.322505 0.034807153 0.051110871109931025 0 +503 0 -4.5950336 0.010000854 0.01450081390978516 0 +505 0 -5.865432 0.0028277794 0.0040854023370368586 0 +506 1 8.127152 0.99970466 0.00042614995039010593 1 +508 0 -4.657463 0.009401286 0.0136273468578407 0 +509 0 -6.566256 0.0014050785 0.0020285251673460847 0 +511 0 -4.308116 0.013280147 0.019287558031446533 0 +512 0 -4.657463 0.009401286 0.0136273468578407 0 +515 1 5.3393736 0.99522406 0.006906733168958166 1 +516 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +518 0 -5.2990274 0.0049716104 0.0071904064406048468 0 +524 0 -5.5806446 0.003755974 0.0054289267452240159 0 +525 0 -5.6403704 0.0035389839 0.0051147303065905928 0 +526 0 -5.2937274 0.0049978984 0.007228521970713748 0 +530 1 4.6357 0.9903939 0.013925699566403365 1 +536 0 -3.9587688 0.018729122 0.027276650705393268 0 +537 0 -3.617426 0.026149547 0.038227849157682979 0 +542 0 -4.5929036 0.010021965 0.014531578963914944 0 +543 0 -4.9443808 0.0070729414 0.010240355040411054 0 +545 0 -4.308116 0.013280147 0.019287558031446533 0 +550 0 -5.5806446 0.003755974 0.0054289267452240159 0 +551 0 -6.503826 0.0014954581 0.0021591047683846062 0 +552 0 -4.006447 0.017872695 0.026018053482027265 0 +553 0 -3.0456567 0.045405358 0.067039856225619629 0 +554 0 -5.9299917 0.002651455 0.0038303213531707845 0 +555 0 -2.695314 0.06325044 0.094264695943321333 0 +556 0 -3.6448717 0.025459634 0.037206151148925906 0 +562 0 -6.503826 0.0014954581 0.0021591047683846062 0 +564 0 -4.3827744 0.012336565 0.017908595224304175 0 +567 0 -4.305332 0.013316674 0.019340966177632653 0 +568 1 2.6287422 0.93268865 0.10053252834329454 1 +570 1 4.9681473 0.993092 0.010000719032515601 1 +571 1 8.7703085 0.99984473 0.00022402479537507388 1 +572 0 -5.5806446 0.003755974 0.0054289267452240159 0 +573 0 -6.8531733 0.001054985 0.0015228250233498034 0 +574 1 5.0985594 0.99393153 0.0087816213509549282 1 +575 0 -3.617426 0.026149547 0.038227849157682979 0 +576 0 -4.308116 0.013280147 0.019287558031446533 0 +579 0 -6.503826 0.0014954581 0.0021591047683846062 0 +580 0 -3.966773 0.018582584 0.027061222025570032 0 +583 0 -5.9299917 0.002651455 0.0038303213531707845 0 +585 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +587 0 -4.0958567 0.016369078 0.02381100628317007 0 +588 1 4.507018 0.9890891 0.015827647121766118 1 +589 0 -4.657463 0.009401286 0.0136273468578407 0 +591 1 3.092124 0.9565667 0.064062538761414808 1 +592 1 4.6946917 0.99093914 0.013131639549215637 1 +595 0 -4.308116 0.013280147 0.019287558031446533 0 +596 0 -4.6030374 0.00992192 0.014385790069226051 0 +597 0 -3.276083 0.03640086 0.053494986371415462 0 +598 0 -5.5806446 0.003755974 0.0054289267452240159 0 +599 0 -3.6011543 0.026567126 0.038846597444900322 0 +601 0 -6.8531733 0.001054985 0.0015228250233498034 0 +603 1 3.5292025 0.9715074 0.041703153834331999 1 +605 1 8.4877615 0.99979407 0.0002971306250718485 1 +608 1 7.3315783 0.9993459 0.00094397756746276323 1 +610 1 7.0642214 0.99914557 0.001233212573619582 1 +611 1 4.925727 0.9927949 0.010432432204658764 1 +615 0 -4.261694 0.013902399 0.020197647209453235 0 +616 0 -5.5806446 0.003755974 0.0054289267452240159 0 +620 0 -5.5806446 0.003755974 0.0054289267452240159 0 +623 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +625 0 -4.2887335 0.013536542 0.019662484930485082 0 +626 1 3.0650215 0.95542663 0.065783001124073037 1 +628 0 -6.566256 0.0014050785 0.0020285251673460847 0 +630 0 -3.3062334 0.035357963 0.051934414347827855 0 +631 0 -4.308116 0.013280147 0.019287558031446533 0 +632 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +635 0 -4.9059625 0.0073479237 0.01063995191467706 0 +636 1 8.309129 0.9997538 0.00035527390612860978 1 +637 0 -2.989304 0.047911424 0.070832296629700309 0 +640 0 -4.7144847 0.008884836 0.012875391768834329 0 +643 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +646 0 -6.8288975 0.0010808809 0.0015602248357068078 0 +647 0 -6.6232767 0.0013273048 0.0019161679338033828 0 +648 1 8.327722 0.99975836 0.0003486509585214664 1 +650 0 -4.6817985 0.009177337 0.013301227871685056 0 +651 0 -6.2416506 0.0019428578 0.0028056776417581838 0 +655 0 -5.5806446 0.003755974 0.0054289267452240159 0 +658 1 6.5171022 0.99852425 0.0021306317547208245 1 +659 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +662 0 -6.1704865 0.002085859 0.0030124011871215687 0 +663 0 -6.1704865 0.002085859 0.0030124011871215687 0 +664 0 -5.001402 0.0066835373 0.0096746727287340337 0 +666 0 -3.8117738 0.021630697 0.031548955776421153 0 +667 0 -5.231298 0.005318147 0.0076929387615078827 0 +669 1 6.017003 0.99756896 0.0035115122351970615 1 +671 0 -4.9093966 0.007322917 0.010603608601134599 0 +672 0 -5.8675623 0.0028217782 0.0040767198953840893 0 +673 0 -4.25156 0.01404201 0.02040191718075696 0 +674 0 -6.8531733 0.001054985 0.0015228250233498034 0 +675 0 -4.269698 0.013793094 0.02003773953731517 0 +676 0 -6.5118303 0.0014835536 0.0021419045646996191 0 +677 0 -4.657463 0.009401286 0.0136273468578407 0 +684 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +686 0 -7.2025204 0.00074415235 0.0010739845564748049 0 +687 0 -5.156127 0.0057309475 0.0082917921809085929 0 +690 0 -6.6232767 0.0013273048 0.0019161679338033828 0 +695 0 -6.566256 0.0014050785 0.0020285251673460847 0 diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt new file mode 100644 index 0000000000..af2726b69b --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer-out.txt @@ -0,0 +1,71 @@ +maml.exe TrainTest test=%Data% tr=LogisticRegression{l1=1.0 l2=0.1 ot=1e-4 nt=1 nn=+} norm=No dout=%Output% data=%Data% out=%Output% seed=1 +Not adding a normalizer. +Warning: Skipped 16 instances with missing features/label/weight during training +Beginning optimization +num vars: 10 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 10 weights. +Not training a calibrator because it is not needed. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 228 | 11 | 0.9540 + negative || 10 | 434 | 0.9775 + ||====================== +Precision || 0.9580 | 0.9753 | +OVERALL 0/1 ACCURACY: 0.969253 +LOG LOSS/instance: 0.109007 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.883291 +AUC: 0.996287 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996287 (0.0000) +Accuracy: 0.969253 (0.0000) +Positive precision: 0.957983 (0.0000) +Positive recall: 0.953975 (0.0000) +Negative precision: 0.975281 (0.0000) +Negative recall: 0.977477 (0.0000) +Log-loss: 0.109007 (0.0000) +Log-loss reduction: 0.883291 (0.0000) +F1 Score: 0.955975 (0.0000) +AUPRC: 0.992293 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'LBFGS data prep' started. +[1] 'LBFGS data prep' finished in %Time%. +[2] 'LBFGS Optimizer' started. +[2] (%Time%) 0 iterations Loss: 0.6931471824645996 +[2] (%Time%) 1 iterations Loss: 0.6448327898979187 Improvement: 0.04831 +[2] (%Time%) 2 iterations Loss: 0.6306551098823547 Improvement: 0.02101 +[2] (%Time%) 3 iterations Loss: 0.6191107034683228 Improvement: 0.0138 +[2] (%Time%) 4 iterations Loss: 0.6139997243881226 Improvement: 0.007257 +[2] (%Time%) 5 iterations Loss: 0.6017452478408813 Improvement: 0.01101 +[2] (%Time%) 6 iterations Loss: 0.5552629232406616 Improvement: 0.03762 +[2] (%Time%) 7 iterations Loss: 0.40808025002479553 Improvement: 0.1198 +[2] (%Time%) 8 iterations Loss: 0.22476567327976227 Improvement: 0.1674 +[2] (%Time%) 9 iterations Loss: 0.17795756459236145 Improvement: 0.07696 +[2] (%Time%) 10 iterations Loss: 0.13737377524375916 Improvement: 0.04968 +[2] (%Time%) 11 iterations Loss: 0.11691863089799881 Improvement: 0.02776 +[2] (%Time%) 12 iterations Loss: 0.10186515003442764 Improvement: 0.01823 +[2] (%Time%) 13 iterations Loss: 0.09181062132120132 Improvement: 0.0121 +[2] (%Time%) 14 iterations Loss: 0.08791223913431168 Improvement: 0.005948 +[2] (%Time%) 15 iterations Loss: 0.08431486040353775 Improvement: 0.004185 +[2] (%Time%) 16 iterations Loss: 0.08275849372148514 Improvement: 0.002214 +[2] (%Time%) 17 iterations Loss: 0.08134783804416656 Improvement: 0.001611 +[2] (%Time%) 18 iterations Loss: 0.08036927133798599 Improvement: 0.001137 +[2] (%Time%) 19 iterations Loss: 0.07970956712961197 Improvement: 0.000779 +[2] (%Time%) 20 iterations Loss: 0.07952727377414703 Improvement: 0.0003315 +[2] (%Time%) 21 iterations Loss: 0.07951106876134872 Improvement: 9.502E-05 +[2] 'LBFGS Optimizer' finished in %Time%. +[3] 'Saving model' started. +[3] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer.txt b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer.txt new file mode 100644 index 0000000000..5e638a505e --- /dev/null +++ b/test/BaselineOutput/Common/LogisticRegression/osx-arm64/LogisticRegression-non-negative-TrainTest-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -3.9978461 0.018024292 0.026240758896432691 0 +1 0 2.257082 0.90525967 3.3998774747825071 1 +2 0 -4.6860514 0.009138746 0.013245037929465322 0 +3 0 1.2745504 0.7815207 2.1944316584470722 1 +4 0 -3.8983483 0.019872451 0.028958588469894953 0 +5 1 10.383743 0.99996907 4.4630188215668621E-05 1 +6 0 -2.678063 0.064280294 0.095851658190808028 0 +7 0 -5.3104033 0.004915651 0.0071092729280279069 0 +8 0 -4.9831414 0.006805865 0.0098523528723132772 0 +9 0 -4.955357 0.006996271 0.010128959701207129 0 +10 0 -6.217932 0.0019893972 0.0028729521741068464 0 +11 0 -6.03934 0.0023774654 0.0034340412718675824 0 +12 1 -0.86862946 0.29553956 1.7585768470045118 0 +13 0 -5.374257 0.0046129823 0.0066705240098238342 0 +14 1 8.055382 0.9996827 0.00045780445418641197 1 +15 1 0.7239504 0.67347634 0.57030083530530062 1 +16 0 -4.965964 0.006922967 0.010022462627968663 0 +17 0 -4.534534 0.0106179565 0.015400378952762167 0 +18 1 6.5412807 0.9985594 0.0020798227846953346 1 +19 0 -3.4611573 0.03043786 0.044594731081649477 0 +20 1 6.5972366 0.99863774 0.001966671610202825 1 +21 1 6.909416 0.99900264 0.0014396108762453246 1 +22 0 -5.502652 0.004059401 0.0058683966738597888 0 +23 1 ? ? ? 0 +24 0 -6.144598 0.0021404466 0.0030913212315871771 0 +25 1 0.99813175 0.7306911 0.45266650854199686 1 +26 0 -5.565379 0.00381353 0.0055122782554679096 0 +27 0 -4.429276 0.011782633 0.017099685062621623 0 +28 0 -6.03934 0.0023774654 0.0034340412718675824 0 +29 0 -6.412445 0.0016383188 0.0023655326300395826 0 +30 0 -5.575986 0.0037734467 0.0054542298910227362 0 +31 0 -5.60791 0.003655318 0.0052831707897393982 0 +32 1 6.2957153 0.9981592 0.0026581173462199756 1 +33 0 -5.2898173 0.00501738 0.0072567698248577417 0 +34 0 -5.205145 0.0054582986 0.0078962299776365562 0 +35 0 -6.03934 0.0023774654 0.0034340412718675824 0 +36 1 7.9358425 0.99964243 0.00051595421118705818 1 +37 0 -1.7981648 0.1420746 0.22107588950538451 0 +38 1 4.925688 0.9927946 0.010432865281726451 1 +39 1 0.89583874 0.7100936 0.4939188554646064 1 +40 0 ? ? ? 0 +41 1 2.7223454 0.9383324 0.091829045920224936 1 +42 1 6.4560547 0.9984315 0.0022646382316379881 1 +43 1 -0.57765007 0.3594735 1.4760426875728427 0 +44 1 7.0351486 0.9991204 0.0012695324025780532 1 +45 0 -6.204121 0.0020170077 0.0029128655948559342 0 +46 1 2.9662771 0.95102715 0.072441559571560468 1 +47 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +48 0 -3.8983483 0.019872451 0.028958588469894953 0 +49 1 4.042759 0.9827537 0.02509821330401326 1 +50 1 2.100421 0.89094406 0.16659323733603479 1 +51 1 -0.59679604 0.35507706 1.4937959456464087 0 +52 1 4.9548883 0.99300045 0.010133726613379825 1 +53 1 7.151308 0.9992168 0.0011303687292114905 1 +54 1 6.37043 0.9982915 0.002466963365520171 1 +55 1 3.6747532 0.97527134 0.036124427361483573 1 +56 1 4.184517 0.9849989 0.021806008082998943 1 +57 1 1.3889618 0.8004264 0.32115930083859251 1 +58 1 1.230504 0.77390677 0.36976831967664936 1 +59 1 0.94748306 0.7206087 0.47271200266936403 1 +60 1 1.7859707 0.85643256 0.22358845436873942 1 +61 0 -6.190858 0.002043883 0.00295171749990131 0 +62 1 4.6548157 0.990574 0.013663337123391597 1 +63 1 -0.14216232 0.46451914 1.1061900427510631 0 +64 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +65 1 3.7020435 0.97592103 0.035163675882612648 1 +66 0 -4.534534 0.0106179565 0.015400378952762167 0 +67 1 3.0539455 0.95495254 0.06649906317790269 1 +68 1 10.140787 0.99996054 5.6927380571090205E-05 1 +69 0 -5.919587 0.0026791121 0.0038703286307224453 0 +70 0 -3.8342624 0.02115986 0.030854829703812911 0 +71 1 6.778263 0.99886304 0.0016412177077942819 1 +72 0 -3.2595477 0.036985315 0.054370297583583298 0 +73 1 7.9999676 0.99966466 0.00048386833058238708 1 +74 1 1.8288202 0.86162114 0.2148744454377142 1 +75 0 -4.80548 0.008118325 0.011760067971793388 0 +76 0 -5.683508 0.0033900733 0.0048991508937415041 0 +77 0 -4.0899696 0.016464137 0.023950435274988677 0 +78 0 -4.300881 0.013375288 0.019426671721870053 0 +79 0 -5.9660063 0.002557903 0.0036950018088802547 0 +80 0 -3.6474109 0.02539671 0.037113002583773029 0 +81 0 -4.6478715 0.009491033 0.013758058993027979 0 +82 0 -3.987239 0.018212998 0.026518028495815988 0 +83 0 -2.9603314 0.049250484 0.072862794727850608 0 +84 1 8.4865265 0.9997938 0.0002974746612633519 1 +85 1 5.131028 0.99412423 0.0085019411118018116 1 +86 1 1.4144621 0.80446875 0.31389171336656069 1 +87 1 5.3595285 0.9953189 0.0067692709765594305 1 +88 0 -4.534534 0.0106179565 0.015400378952762167 0 +89 0 -5.6479135 0.0035124829 0.0050763621453228849 0 +90 0 -6.144598 0.0021404466 0.0030913212315871771 0 +91 0 -5.615989 0.0036260122 0.0052407371226609713 0 +92 0 -4.534534 0.0106179565 0.015400378952762167 0 +93 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +94 0 -5.60791 0.003655318 0.0052831707897393982 0 +95 0 -6.144598 0.0021404466 0.0030913212315871771 0 +96 0 -6.1526775 0.002123259 0.0030664718515095693 0 +97 0 -3.9978461 0.018024292 0.026240758896432691 0 +98 1 8.128435 0.9997051 0.0004255478334078568 1 +99 1 9.796394 0.9999443 8.0318133658572531E-05 1 +100 1 4.421196 0.98812294 0.017237544994650796 1 +101 1 -1.7306008 0.15051074 2.7320616265382176 0 +102 0 -4.237027 0.014244645 0.020698452119413641 0 +103 1 1.0072346 0.7324786 0.44914144765073 1 +104 1 11.2437 0.9999869 1.8918215632667518E-05 1 +105 1 2.2436724 0.90410334 0.14544041324689036 1 +106 1 7.583233 0.99949133 0.00073403667682701737 1 +107 1 4.973283 0.99312717 0.0099496321405606308 1 +108 0 -6.126006 0.0021805263 0.0031492692116025416 0 +109 1 5.6273775 0.9964149 0.0051814998999089625 1 +110 0 -3.7353315 0.023308983 0.034025867238385223 0 +111 1 2.4953241 0.9238134 0.11432661797906579 1 +112 1 8.550749 0.99980664 0.00027898283227574002 1 +113 1 7.5348186 0.9994661 0.00077042997831079868 1 +114 0 -3.98216 0.018304035 0.026651809451166266 0 +115 0 -5.466776 0.0042070574 0.0060823041574346636 0 +116 0 -1.1613722 0.23841804 0.39292879476579223 0 +117 1 8.403072 0.9997759 0.00032336362004626066 1 +118 0 -6.0904493 0.0022592754 0.0032631329781042202 0 +119 0 -4.675444 0.009235298 0.013385624701659302 0 +120 0 -5.528999 0.0039542634 0.0057161051590011525 0 +121 0 -4.1387563 0.015692487 0.022818989024203262 0 +122 1 7.886612 0.9996244 0.00054201913815316223 1 +123 1 2.4328156 0.91929567 0.12139915173830682 1 +124 1 6.436676 0.99840087 0.0023089078878419595 1 +125 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +126 1 7.3481255 0.9993566 0.00092848908093139148 1 +127 0 -5.071222 0.006235622 0.0090242660357958016 0 +128 1 4.098377 0.9836714 0.023751598556500764 1 +129 0 -6.420788 0.0016247296 0.0023458955772252552 0 +130 0 -3.8342624 0.02115986 0.030854829703812911 0 +131 0 -5.60791 0.003655318 0.0052831707897393982 0 +132 1 6.818407 0.99890774 0.0015766522486064089 1 +133 0 -5.2776413 0.005078533 0.0073454425253100799 0 +134 0 -5.4293184 0.0043669306 0.0063139454198474646 0 +135 0 -3.162653 0.040595602 0.059789042250159706 0 +136 0 -4.965964 0.006922967 0.010022462627968663 0 +137 0 -5.934082 0.0026406606 0.0038147068729553536 0 +138 0 -4.668457 0.009299451 0.013479042635499846 0 +139 0 ? ? ? 0 +140 0 -5.934082 0.0026406606 0.0038147068729553536 0 +141 0 -6.4707704 0.00154564 0.0022316123258321369 0 +142 1 3.6482553 0.97462416 0.037082113396736373 1 +143 0 -5.466776 0.0042070574 0.0060823041574346636 0 +144 0 -6.03934 0.0023774654 0.0034340412718675824 0 +145 0 ? ? ? 0 +146 1 -0.11032295 0.47244722 1.081774939589403 0 +147 0 -6.117524 0.0021990594 0.0031760654817306593 0 +148 0 -1.5570955 0.17406382 0.27589778000438347 0 +149 1 10.011232 0.9999551 6.475292119065462E-05 1 +150 0 -6.217932 0.0019893972 0.0028729521741068464 0 +151 1 4.020235 0.98236775 0.025664889567083297 1 +152 1 8.323669 0.99975735 0.00035011316511816354 1 +153 0 -4.627053 0.00968876 0.014046081195846098 0 +154 0 -7.007458 0.0009042878 0.0013052017434545531 0 +155 1 2.3649406 0.9141145 0.1295532484942909 1 +156 0 -6.267915 0.0018925897 0.0027330168759477826 0 +157 0 -5.60791 0.003655318 0.0052831707897393982 0 +158 0 ? ? ? 0 +159 1 10.917736 0.9999819 2.614159977229895E-05 1 +160 1 7.759926 0.9995737 0.00061514108379339587 1 +161 0 -4.309523 0.013261721 0.019260617087882903 0 +162 0 -5.071222 0.006235622 0.0090242660357958016 0 +163 0 -3.7609148 0.02273361 0.033176219521770994 0 +164 0 ? ? ? 0 +165 0 -3.9243522 0.019372234 0.028222483652424368 0 +166 1 6.7423325 0.9988215 0.0017012231317571679 1 +167 1 7.9407387 0.99964416 0.0005134595729021004 1 +168 0 -5.071222 0.006235622 0.0090242660357958016 0 +169 0 -6.762699 0.0011547694 0.0016669428040913578 0 +170 0 -5.934082 0.0026406606 0.0038147068729553536 0 +171 0 -6.144598 0.0021404466 0.0030913212315871771 0 +172 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +173 1 13.357794 0.9999984 2.3217676548882582E-06 1 +174 1 4.643717 0.9904698 0.01381508827175899 1 +175 1 6.036132 0.9976149 0.0034450528853451077 1 +176 0 -5.60791 0.003655318 0.0052831707897393982 0 +177 1 3.483141 0.97020423 0.043639619193781162 1 +178 0 -4.534534 0.0106179565 0.015400378952762167 0 +179 1 1.0144358 0.7338873 0.44636953435933097 1 +180 0 -6.217932 0.0019893972 0.0028729521741068464 0 +181 0 -7.007458 0.0009042878 0.0013052017434545531 0 +182 0 -3.4611573 0.03043786 0.044594731081649477 0 +183 1 7.3729343 0.99937236 0.00090577293479888533 1 +184 1 4.593734 0.98998624 0.014519620579462884 1 +185 0 -5.681244 0.003397731 0.0049102363867169182 0 +186 1 4.237856 0.985767 0.020681399347574153 1 +187 1 13.261213 0.9999983 2.4937505927785606E-06 1 +188 1 7.3616333 0.99936527 0.00091601236548379417 1 +189 0 -5.5389776 0.0039151544 0.0056594598742754007 0 +190 1 10.425617 0.9999703 4.2824315647486083E-05 1 +191 1 9.911905 0.9999504 7.1546556808546518E-05 1 +192 0 -4.429276 0.011782633 0.017099685062621623 0 +193 0 -6.144598 0.0021404466 0.0030913212315871771 0 +194 0 -5.071222 0.006235622 0.0090242660357958016 0 +195 0 -4.534534 0.0106179565 0.015400378952762167 0 +196 0 5.9393253 0.9973731 8.5724252524349094 1 +197 0 -3.0435681 0.04549597 0.067176803508580213 0 +198 0 -7.007458 0.0009042878 0.0013052017434545531 0 +199 0 -5.502652 0.004059401 0.0058683966738597888 0 +200 1 9.001108 0.99987674 0.00017784102177338968 1 +201 1 8.007025 0.999667 0.0004805135478112585 1 +202 0 -6.144598 0.0021404466 0.0030913212315871771 0 +203 0 -3.9978461 0.018024292 0.026240758896432691 0 +204 0 -6.144598 0.0021404466 0.0030913212315871771 0 +205 1 10.318241 0.999967 4.7639980852592516E-05 1 +206 1 4.6046915 0.9900943 0.014362149941655099 1 +207 0 -6.217932 0.0019893972 0.0028729521741068464 0 +208 0 -6.217932 0.0019893972 0.0028729521741068464 0 +209 0 -4.07118 0.01677118 0.024400891686235583 0 +210 1 12.976398 0.9999977 3.3536655897601792E-06 1 +211 1 7.935526 0.9996423 0.00051612625536571392 1 +212 0 -6.144598 0.0021404466 0.0030913212315871771 0 +213 1 13.021196 0.9999978 3.1816825493598248E-06 1 +214 1 12.006386 0.9999939 8.7711418568707846E-06 1 +215 1 6.6875153 0.99875516 0.0017970475849021653 1 +216 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +217 0 -6.144598 0.0021404466 0.0030913212315871771 0 +218 1 6.330906 0.99822277 0.0025662844675125853 1 +219 0 -2.8661447 0.053852756 0.079863374040171881 0 +220 0 -5.8265057 0.0029396943 0.0042473284159179978 0 +221 1 8.934219 0.9998682 0.00019013934964380927 1 +222 1 -2.86243 0.054042336 4.2097661634228505 0 +223 1 4.411957 0.988014 0.017396635330174999 1 +224 1 8.946098 0.99986976 0.00018790328223314414 1 +225 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +226 1 9.037783 0.9998812 0.0001713908917246428 1 +227 1 6.039301 0.99762243 0.0034341921153200391 1 +228 0 -6.217932 0.0019893972 0.0028729521741068464 0 +229 1 10.761688 0.9999788 3.0613236649743679E-05 1 +230 1 5.0818033 0.9938296 0.0089295718905516644 1 +231 1 6.9891777 0.99907905 0.001329264157056246 1 +232 0 0.72254467 0.6731671 1.613374919883557 1 +233 1 5.29778 0.99502224 0.0071993267333871911 1 +234 0 -3.554112 0.027811179 0.040691549827414131 0 +235 0 ? ? ? 0 +236 1 10.420694 0.9999702 4.2996303413732479E-05 1 +237 1 5.8288307 0.9970671 0.004237506305358023 1 +238 1 11.358856 0.9999883 1.6854398235588073E-05 1 +239 1 4.85518 0.99227226 0.011192075994771712 1 +240 0 -2.3628845 0.086047076 0.12980823771331945 0 +241 0 -4.508371 0.010896354 0.015806389109345023 0 +242 0 -5.60791 0.003655318 0.0052831707897393982 0 +243 0 -3.741056 0.023179017 0.033833903843065845 0 +244 0 -6.144598 0.0021404466 0.0030913212315871771 0 +245 0 -3.2945828 0.035757497 0.052532070895110444 0 +246 1 9.599226 0.9999322 9.7775450197580527E-05 1 +247 1 2.0679455 0.88774836 0.17177730380061804 1 +248 0 -3.4094782 0.032000557 0.046921876919752588 0 +249 0 ? ? ? 0 +250 0 -6.6993446 0.0012302035 0.0017759011399893665 0 +251 1 7.996002 0.9996633 0.00048584679587356108 1 +252 0 3.6111689 0.9736906 5.2482794328659574 1 +253 1 6.4560547 0.9984315 0.0022646382316379881 1 +254 1 4.6548157 0.990574 0.013663337123391597 1 +255 1 2.5990734 0.9308019 0.10345389577310687 1 +256 0 -5.934082 0.0026406606 0.0038147068729553536 0 +257 0 -5.502652 0.004059401 0.0058683966738597888 0 +258 0 -5.071222 0.006235622 0.0090242660357958016 0 +259 0 1.4420643 0.8087741 2.3866502599916428 1 +260 1 8.819948 0.99985224 0.00021318824647088272 1 +261 1 10.051542 0.9999569 6.2173067944539402E-05 1 +262 1 8.008135 0.99966735 0.0004799974280773332 1 +263 1 7.9955463 0.9996632 0.00048601883646188653 1 +264 1 4.3294487 0.98699653 0.018883080130716802 1 +265 0 -2.8803153 0.053135272 0.07876976248813447 0 +266 1 5.698004 0.99665856 0.0048287456772841417 1 +267 1 1.7236996 0.84860474 0.23683536005123859 1 +268 1 8.499895 0.99979657 0.00029351825001431117 1 +269 0 -6.144598 0.0021404466 0.0030913212315871771 0 +270 1 5.1409454 0.9941819 0.0084182984458152921 1 +271 0 -3.9978461 0.018024292 0.026240758896432691 0 +272 1 1.7236996 0.84860474 0.23683536005123859 1 +273 1 -0.34247398 0.41520864 1.2680916380458864 0 +274 0 -4.846211 0.0077968277 0.011292525029475075 0 +275 0 ? ? ? 0 +276 0 -5.502652 0.004059401 0.0058683966738597888 0 +277 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +278 0 -6.144598 0.0021404466 0.0030913212315871771 0 +279 1 6.586979 0.9986237 0.0019869072797282479 1 +280 0 -5.071222 0.006235622 0.0090242660357958016 0 +281 0 -5.2898173 0.00501738 0.0072567698248577417 0 +282 1 2.946188 0.950083 0.073874514617176659 1 +283 1 4.9843655 0.9932024 0.0098403642172744926 1 +284 1 6.5737324 0.9986054 0.0020134293529778819 1 +285 1 12.268507 0.9999953 6.7933307031989985E-06 1 +286 1 14.178352 0.9999993 1.031896274211761E-06 1 +287 0 -5.4293184 0.0043669306 0.0063139454198474646 0 +288 1 1.7091656 0.846728 0.24002945153989175 1 +289 1 7.101494 0.9991768 0.0011881152907599552 1 +290 0 -7.007458 0.0009042878 0.0013052017434545531 0 +291 0 -6.144598 0.0021404466 0.0030913212315871771 0 +292 1 ? ? ? 0 +293 1 4.685527 0.9908565 0.013251918323667735 1 +294 0 ? ? ? 0 +295 1 6.216894 0.99800855 0.0028759207527209812 1 +296 0 1.0209208 0.7351519 1.9167628648576198 1 +297 0 ? ? ? 0 +298 0 -3.0200334 0.046528995 0.068739028013974315 0 +299 1 7.0977745 0.99917376 0.0011925044681979173 1 +300 1 6.6469727 0.9987037 0.0018713525078078205 1 +301 0 -6.144598 0.0021404466 0.0030913212315871771 0 +302 1 14.44503 0.99999946 7.7392213646475052E-07 1 +303 0 -6.144598 0.0021404466 0.0030913212315871771 0 +304 1 5.060585 0.9936981 0.0091204591536557678 1 +305 1 7.3606663 0.9993646 0.00091695887114923895 1 +306 0 -6.144598 0.0021404466 0.0030913212315871771 0 +307 0 -6.144598 0.0021404466 0.0030913212315871771 0 +308 1 6.2902412 0.9981491 0.0026727629048521676 1 +309 0 -2.6676803 0.064907625 0.096819203776449925 0 +310 0 -5.9660063 0.002557903 0.0036950018088802547 0 +311 0 -7.007458 0.0009042878 0.0013052017434545531 0 +312 1 2.907323 0.94820726 0.076725656958841357 1 +313 0 -7.007458 0.0009042878 0.0013052017434545531 0 +314 0 -6.6493626 0.0012931727 0.0018668612038717121 0 +315 0 ? ? ? 0 +316 1 2.1206903 0.89289796 0.16343277500436426 1 +317 1 7.5715504 0.9994854 0.00074264021133653045 1 +318 0 -5.924597 0.00266576 0.0038510139488622903 0 +319 0 1.3538446 0.7947575 2.2845984883850763 1 +320 1 5.9884977 0.99749887 0.0036128880350393116 1 +321 0 ? ? ? 0 +322 0 -5.071222 0.006235622 0.0090242660357958016 0 +323 1 4.2823076 0.98637736 0.019788410765176491 1 +324 0 -6.144598 0.0021404466 0.0030913212315871771 0 +325 0 -4.744516 0.008624247 0.012496121384355789 0 +326 1 3.6900225 0.97563696 0.035583683549496294 1 +327 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +328 1 2.0947342 0.89039034 0.16749015982168255 1 +329 1 6.5714836 0.9986022 0.0020179932654013581 1 +330 1 4.8110313 0.99192625 0.011695230942737417 1 +331 0 -3.625939 0.025933629 0.03790801663326121 0 +332 0 -3.5780587 0.027170984 0.03974183515646449 0 +333 1 3.6066275 0.97357404 0.038637391826558502 1 +334 1 4.6732883 0.99074495 0.01341438869248103 1 +335 0 -7.007458 0.0009042878 0.0013052017434545531 0 +336 1 4.2861814 0.98642933 0.019712392738582284 1 +337 0 -6.144598 0.0021404466 0.0030913212315871771 0 +338 0 -6.6493626 0.0012931727 0.0018668612038717121 0 +339 1 4.4650307 0.9886265 0.016502545681590427 1 +340 1 5.619132 0.99638534 0.0052243056931359898 1 +341 0 -6.144598 0.0021404466 0.0030913212315871771 0 +342 0 -6.4707704 0.00154564 0.0022316123258321369 0 +343 0 -7.007458 0.0009042878 0.0013052017434545531 0 +344 1 8.533379 0.99980325 0.00028388529408090524 1 +345 0 -7.007458 0.0009042878 0.0013052017434545531 0 +346 0 -3.7111435 0.023866035 0.03484893755562618 0 +347 0 -6.6307697 0.0013174094 0.0019018731273283515 0 +348 1 -0.6140232 0.351142 1.5098735722276848 0 +349 1 2.9637613 0.95090985 0.072619515968602319 1 +350 0 -4.2245207 0.014421329 0.0209570598716463 0 +351 0 -5.60791 0.003655318 0.0052831707897393982 0 +352 0 -0.5196924 0.37292415 0.67328813321499026 0 +353 1 7.176573 0.9992363 0.0011022277999205644 1 +354 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +355 0 -4.667619 0.009307172 0.01349028715424554 0 +356 1 -1.3441067 0.20683552 2.2734441103363747 0 +357 1 11.126097 0.9999853 2.1240013733369503E-05 1 +358 1 4.329752 0.9870004 0.018877417066050891 1 +359 1 4.8793287 0.99245524 0.010926051193307739 1 +360 1 13.75732 0.9999989 1.5478446880940214E-06 1 +361 1 4.220539 0.985522 0.021040058422347581 1 +362 0 -4.2775292 0.013686974 0.019882507145608078 0 +363 0 -2.9531894 0.04958599 0.07337199282719728 0 +364 0 -5.60791 0.003655318 0.0052831707897393982 0 +365 0 -6.03934 0.0023774654 0.0034340412718675824 0 +366 1 12.063501 0.9999942 8.3411826797711399E-06 1 +367 1 9.634386 0.99993455 9.4421565109537245E-05 1 +368 0 -6.412445 0.0016383188 0.0023655326300395826 0 +369 0 -6.054349 0.0023421317 0.0033829449699878671 0 +370 0 -4.5739098 0.010212177 0.014808802124889889 0 +371 0 -6.412445 0.0016383188 0.0023655326300395826 0 +372 0 -4.668457 0.009299451 0.013479042635499846 0 +373 0 -4.111183 0.016124126 0.023451777940682497 0 +374 0 -5.205145 0.0054582986 0.0078962299776365562 0 +375 0 -7.007458 0.0009042878 0.0013052017434545531 0 +376 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +377 0 -6.6493626 0.0012931727 0.0018668612038717121 0 +378 0 -4.250029 0.014063224 0.020432959601789782 0 +379 0 -2.9374442 0.0503333 0.074506826510815444 0 +380 0 -7.007458 0.0009042878 0.0013052017434545531 0 +381 1 8.953827 0.9998708 0.00018644124003079258 1 +382 0 -4.2200046 0.014485659 0.021051229781100349 0 +383 0 -6.4707704 0.00154564 0.0022316123258321369 0 +384 0 -6.4707704 0.00154564 0.0022316123258321369 0 +385 0 -4.25511 0.013992951 0.020330134736446452 0 +386 1 4.444538 0.9883938 0.016842157917441709 1 +387 0 -2.990192 0.04787094 0.070770954656706575 0 +388 0 -5.814329 0.0029756012 0.0042992848042167544 0 +389 0 -3.745761 0.023072727 0.033676929646663196 0 +390 0 -6.2579355 0.0019115346 0.0027604005988824364 0 +391 1 8.56484 0.9998093 0.0002751124794602528 1 +392 0 -5.502652 0.004059401 0.0058683966738597888 0 +393 0 -7.0807924 0.00084039953 0.0012129499880494364 0 +394 0 -5.9704075 0.0025466986 0.0036787957564964613 0 +395 0 -5.502652 0.004059401 0.0058683966738597888 0 +396 0 -5.071222 0.006235622 0.0090242660357958016 0 +397 0 -5.397394 0.004507952 0.0065183030183428321 0 +398 0 -5.267034 0.005132411 0.0074235708474209789 0 +399 0 -6.401838 0.0016557603 0.0023907370183653643 0 +400 1 8.031996 0.9996752 0.00046864284064470924 1 +401 0 -5.934082 0.0026406606 0.0038147068729553536 0 +402 0 -3.8130488 0.02160373 0.031509190460810757 0 +403 0 -4.77857 0.0083379075 0.012079486888324999 0 +404 0 -6.135655 0.0021596332 0.0031190613472380736 0 +405 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +406 0 -4.6578503 0.009397681 0.013622096374434695 0 +407 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +408 0 -4.585926 0.01009143 0.014632813217922796 0 +409 0 -5.205145 0.0054582986 0.0078962299776365562 0 +410 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +411 0 ? ? ? 0 +412 1 7.70179 0.9995482 0.00065196153701951257 1 +413 0 -3.7003388 0.024119046 0.035222927581526828 0 +414 1 5.419488 0.9955901 0.0063762238438268091 1 +415 0 -1.4183178 0.19492544 0.31280569800997288 0 +416 1 7.0347157 0.99912 0.0012701348719051887 1 +417 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +418 0 -2.3895507 0.08397299 0.12653795739626369 0 +419 0 -6.229555 0.0019664536 0.002839785959780911 0 +420 0 -3.3565822 0.033680283 0.049427495381321074 0 +421 1 9.80254 0.9999447 7.9802157073450512E-05 1 +422 0 -3.4682846 0.030228227 0.044282833408629922 0 +423 0 -3.8342624 0.02115986 0.030854829703812911 0 +424 0 -5.934082 0.0026406606 0.0038147068729553536 0 +425 1 12.88308 0.99999744 3.6976317320669667E-06 1 +426 0 -3.3519583 0.033831097 0.049652676062160339 0 +427 1 3.4962988 0.97058225 0.043077623324427869 1 +428 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +429 0 -6.03934 0.0023774654 0.0034340412718675824 0 +430 0 -6.3298035 0.0017792128 0.0025691477629480484 0 +431 0 -2.9899821 0.047880504 0.070785444606816461 0 +432 0 -4.204265 0.014712078 0.021382722023544836 0 +433 0 -4.989783 0.006761119 0.0097873566707547769 0 +434 0 3.253745 0.9628075 4.7488435529354387 1 +435 1 5.840131 0.9971 0.0041899002527927475 1 +436 1 2.8956003 0.9476285 0.077606509419485367 1 +437 0 -5.397394 0.004507952 0.0065183030183428321 0 +438 0 -4.166195 0.015274248 0.022206107824898815 0 +439 0 -4.860706 0.007685491 0.011130646826517701 0 +440 1 8.8084755 0.9998506 0.00021559636141530833 1 +441 0 -2.4428024 0.07996649 0.12024169070328515 0 +442 0 -5.6009316 0.0036808217 0.0053201004605292054 0 +443 0 -6.6222878 0.0013286163 0.0019180625949016246 0 +444 0 -2.7654786 0.059218407 0.088068261203052015 0 +445 0 -6.4707704 0.00154564 0.0022316123258321369 0 +446 0 -7.007458 0.0009042878 0.0013052017434545531 0 +447 0 -4.860706 0.007685491 0.011130646826517701 0 +448 0 -7.0807924 0.00084039953 0.0012129499880494364 0 +449 1 8.61462 0.9998186 0.00026169533675417532 1 +450 0 -4.4031124 0.012091201 0.017550232240565351 0 +451 0 -4.860706 0.007685491 0.011130646826517701 0 +452 0 -5.297897 0.0049772062 0.0071985199077855217 0 +453 1 7.0545177 0.9991372 0.0012452617046230653 1 +454 0 -6.3762226 0.0016986479 0.0024527145812259219 0 +455 1 0.42860794 0.6055412 0.72370290341249288 1 +456 1 9.124048 0.999891 0.00015728670782410122 1 +457 1 7.765774 0.99957615 0.00061161394016591582 1 +458 0 -4.563199 0.01032101 0.014967442924223331 0 +459 0 -4.265692 0.013847692 0.020117611452691496 0 +460 0 -4.2245207 0.014421329 0.0209570598716463 0 +461 0 -4.3933997 0.012207771 0.017720475455762736 0 +462 0 -3.6878328 0.024415161 0.035660757349862515 0 +463 0 -5.172383 0.0056390604 0.008158469205721287 0 +464 0 -5.397394 0.004507952 0.0065183030183428321 0 +465 1 8.705034 0.9998343 0.00023907569277659222 1 +466 1 8.096106 0.99969536 0.00043956862262736329 1 +467 1 6.187668 0.9979496 0.0029611383920793411 1 +468 0 -5.397394 0.004507952 0.0065183030183428321 0 +469 0 -6.2785215 0.001872659 0.0027042086195736338 0 +470 0 -5.575986 0.0037734467 0.0054542298910227362 0 +471 0 -3.6878328 0.024415161 0.035660757349862515 0 +472 0 -4.3973517 0.012160205 0.017651006627065449 0 +473 0 -5.397394 0.004507952 0.0065183030183428321 0 +474 0 -4.860706 0.007685491 0.011130646826517701 0 +475 0 -5.934082 0.0026406606 0.0038147068729553536 0 +476 0 -5.099887 0.006060483 0.0087700309106344583 0 +477 0 -5.397394 0.004507952 0.0065183030183428321 0 +478 0 -4.8500986 0.0077668102 0.011248879349031599 0 +479 1 6.4265575 0.9983846 0.0023324213120842659 1 +480 0 -4.9340396 0.007145938 0.010346420939126568 0 +481 0 -3.5877075 0.0269171 0.039365376836313484 0 +482 1 14.30439 0.9999994 8.5991351058826534E-07 1 +483 1 9.330997 0.99991137 0.00012787476790525535 1 +484 0 -4.563199 0.01032101 0.014967442924223331 0 +485 0 -5.6742654 0.0034214437 0.0049445635317870882 0 +486 0 -5.575986 0.0037734467 0.0054542298910227362 0 +487 1 11.726103 0.9999919 1.1694867659388439E-05 1 +488 1 0.2558756 0.5636222 0.82719971689935901 1 +489 1 -1.4821615 0.18510115 2.433614225018399 0 +490 0 -7.007458 0.0009042878 0.0013052017434545531 0 +491 1 4.676323 0.9907727 0.013373942969277039 1 +492 0 -5.039298 0.006436596 0.0093160594824312146 0 +493 1 7.9641247 0.9996524 0.00050158859464882689 1 +494 0 0.41841507 0.60310394 1.333166838595893 1 +495 0 -5.575986 0.0037734467 0.0054542298910227362 0 +496 0 -7.0807924 0.00084039953 0.0012129499880494364 0 +497 0 -5.386787 0.0045558047 0.0065876542360026871 0 +498 0 -4.965964 0.006922967 0.010022462627968663 0 +499 0 -4.965964 0.006922967 0.010022462627968663 0 +500 0 -3.4611573 0.03043786 0.044594731081649477 0 +501 0 -4.965964 0.006922967 0.010022462627968663 0 +502 0 -4.6478715 0.009491033 0.013758058993027979 0 +503 0 -4.534534 0.0106179565 0.015400378952762167 0 +504 0 -7.007458 0.0009042878 0.0013052017434545531 0 +505 0 -5.9128685 0.002697124 0.0038963841747544871 0 +506 1 9.393379 0.99991673 0.00012013488337412622 1 +507 0 -5.851947 0.00286606 0.0041407872704526802 0 +508 0 -4.860706 0.007685491 0.011130646826517701 0 +509 0 -6.4707704 0.00154564 0.0022316123258321369 0 +510 0 -7.007458 0.0009042878 0.0013052017434545531 0 +511 0 -4.429276 0.011782633 0.017099685062621623 0 +512 0 -4.860706 0.007685491 0.011130646826517701 0 +513 0 -5.575986 0.0037734467 0.0054542298910227362 0 +514 1 9.333778 0.9999116 0.0001275307721554692 1 +515 1 6.5155544 0.9985219 0.0021339903768075922 1 +516 0 -7.0807924 0.00084039953 0.0012129499880494364 0 +517 0 -6.6493626 0.0012931727 0.0018668612038717121 0 +518 0 -5.3184824 0.00487629 0.0070522076885693912 0 +519 1 4.449623 0.98845196 0.016757247363327076 1 +520 0 -6.9341245 0.0009730277 0.0014044656740445896 0 +521 0 -5.3240604 0.004849297 0.0070130747434387223 0 +522 1 4.651479 0.9905428 0.013708739254647797 1 +523 1 6.394411 0.9983319 0.0024085626488484649 1 +524 0 -5.502652 0.004059401 0.0058683966738597888 0 +525 0 -5.615989 0.0036260122 0.0052407371226609713 0 +526 0 -5.397394 0.004507952 0.0065183030183428321 0 +527 0 -4.534534 0.0106179565 0.015400378952762167 0 +528 0 -3.4109116 0.031956185 0.046855747026169355 0 +529 0 -5.039298 0.006436596 0.0093160594824312146 0 +530 1 5.3436384 0.99524426 0.0068774425151135162 1 +531 0 -4.6578503 0.009397681 0.013622096374434695 0 +532 0 -6.217932 0.0019893972 0.0028729521741068464 0 +533 0 -5.502652 0.004059401 0.0058683966738597888 0 +534 0 -6.03934 0.0023774654 0.0034340412718675824 0 +535 0 -5.231492 0.005317121 0.0076914501826556353 0 +536 0 -3.9978461 0.018024292 0.026240758896432691 0 +537 0 -3.7003388 0.024119046 0.035222927581526828 0 +538 0 -4.965964 0.006922967 0.010022462627968663 0 +539 0 -3.8925877 0.019984964 0.029124211179545535 0 +540 0 -4.0441055 0.017223526 0.025064772138651964 0 +541 0 -5.934082 0.0026406606 0.0038147068729553536 0 +542 0 -4.839492 0.007848979 0.011368356631695697 0 +543 0 -4.965964 0.006922967 0.010022462627968663 0 +544 0 -5.1262336 0.0059038247 0.0085426606864108974 0 +545 0 -4.429276 0.011782633 0.017099685062621623 0 +546 1 9.538723 0.999928 0.00010388126101663741 1 +547 0 -6.544104 0.0014365058 0.0020739297798624988 0 +548 0 -6.0074162 0.0024543982 0.0035453006831421812 0 +549 1 5.013403 0.9933957 0.0095596130448630783 1 +550 0 -5.502652 0.004059401 0.0058683966738597888 0 +551 0 -6.144598 0.0021404466 0.0030913212315871771 0 +552 0 -3.7885747 0.02212714 0.032281192719350892 0 +553 0 -2.7240472 0.06156921 0.091677746006371783 0 +554 0 -5.934082 0.0026406606 0.0038147068729553536 0 +555 0 -2.5068126 0.07538197 0.11307060252428525 0 +556 0 -3.8764033 0.02030442 0.029594562141857461 0 +557 0 -4.2245207 0.014421329 0.0209570598716463 0 +558 0 -6.03934 0.0023774654 0.0034340412718675824 0 +559 0 -4.429276 0.011782633 0.017099685062621623 0 +560 0 -3.9978461 0.018024292 0.026240758896432691 0 +561 0 -3.9978461 0.018024292 0.026240758896432691 0 +562 0 -6.144598 0.0021404466 0.0030913212315871771 0 +563 0 -5.502652 0.004059401 0.0058683966738597888 0 +564 0 -4.309523 0.013261721 0.019260617087882903 0 +565 1 10.337837 0.99996763 4.6694045347237877E-05 1 +566 0 -4.773715 0.008378147 0.012138029741062976 0 +567 0 -4.195623 0.014837879 0.021566936543307574 0 +568 1 3.1369514 0.9583915 0.061313000673524083 1 +569 1 9.030489 0.9998803 0.00017268091542736876 1 +570 1 5.843178 0.99710876 0.0041772228188793814 1 +571 1 9.603954 0.9999325 9.7345464494158371E-05 1 +572 0 -5.502652 0.004059401 0.0058683966738597888 0 +573 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +574 1 4.7992992 0.9918318 0.011832643115685024 1 +575 0 -3.7003388 0.024119046 0.035222927581526828 0 +576 0 -4.429276 0.011782633 0.017099685062621623 0 +577 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +578 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +579 0 -6.144598 0.0021404466 0.0030913212315871771 0 +580 0 -4.131769 0.015800778 0.022977718595537308 0 +581 1 6.646122 0.99870265 0.0018729023615442059 1 +582 1 6.029295 0.9975986 0.0034686710325429922 1 +583 0 -5.934082 0.0026406606 0.0038147068729553536 0 +584 0 -3.1969085 0.03928223 0.057815420275283316 0 +585 0 -7.007458 0.0009042878 0.0013052017434545531 0 +586 1 12.053059 0.99999416 8.427174504939984E-06 1 +587 0 -4.204265 0.014712078 0.021382722023544836 0 +588 1 4.3455505 0.9872016 0.018583403862053111 1 +589 0 -4.860706 0.007685491 0.011130646826517701 0 +590 1 2.0825233 0.8891929 0.1694316998108174 1 +591 1 4.274001 0.9862653 0.019952316469186129 1 +592 1 4.8429976 0.99217826 0.011328746895862532 1 +593 0 -4.563199 0.01032101 0.014967442924223331 0 +594 1 3.0023556 0.9526804 0.06993577345360516 1 +595 0 -4.429276 0.011782633 0.017099685062621623 0 +596 0 -4.668457 0.009299451 0.013479042635499846 0 +597 0 -3.4028325 0.03220706 0.047229680923106622 0 +598 0 -5.502652 0.004059401 0.0058683966738597888 0 +599 0 -4.0309124 0.01744827 0.02539473062096495 0 +600 0 -5.502652 0.004059401 0.0058683966738597888 0 +601 0 -6.6493626 0.0012931727 0.0018668612038717121 0 +602 0 -4.965964 0.006922967 0.010022462627968663 0 +603 1 4.077076 0.9833258 0.02425862896786566 1 +604 1 4.763116 0.99153334 0.012266812866547062 1 +605 1 9.002577 0.9998769 0.00017758301601775289 1 +606 0 -5.0793014 0.006185754 0.0089518725863971353 0 +607 0 -7.007458 0.0009042878 0.0013052017434545531 0 +608 1 8.711229 0.9998353 0.00023761359871469259 1 +609 0 -4.860706 0.007685491 0.011130646826517701 0 +610 1 7.8127594 0.99959564 0.00058348312768753251 1 +611 1 5.300378 0.99503505 0.0071807462281277476 1 +612 1 15.400223 0.9999998 2.5797399935888651E-07 1 +613 0 -6.0181265 0.0024283149 0.003507578315116285 0 +614 0 -6.1126738 0.002209728 0.0031914909250209374 0 +615 0 -4.37095 0.012481469 0.01812027357511967 0 +616 0 -5.502652 0.004059401 0.0058683966738597888 0 +617 0 ? ? ? 0 +618 0 -4.965964 0.006922967 0.010022462627968663 0 +619 0 -4.429276 0.011782633 0.017099685062621623 0 +620 0 -5.502652 0.004059401 0.0058683966738597888 0 +621 0 -0.4559517 0.38794664 0.70827064888905178 0 +622 0 -2.4222078 0.08149484 0.12264026557923946 0 +623 0 -7.007458 0.0009042878 0.0013052017434545531 0 +624 0 -4.1845174 0.015001094 0.021805972616993678 0 +625 0 -4.110223 0.016139368 0.023474128081744802 0 +626 1 4.3905296 0.98775756 0.017771106442246328 1 +627 0 -4.9300876 0.007174032 0.010387244033860356 0 +628 0 -6.4707704 0.00154564 0.0022316123258321369 0 +629 0 -5.397394 0.004507952 0.0065183030183428321 0 +630 0 -3.7183976 0.023697622 0.034600050065388036 0 +631 0 -4.429276 0.011782633 0.017099685062621623 0 +632 0 -7.007458 0.0009042878 0.0013052017434545531 0 +633 1 3.400961 0.9677346 0.047316687313207879 1 +634 0 -5.934082 0.0026406606 0.0038147068729553536 0 +635 0 -5.041561 0.0064221392 0.0092950675905789405 0 +636 1 8.948339 0.99987006 0.0001874732696668834 1 +637 0 -3.041481 0.04558669 0.067313932727353268 0 +638 0 -5.397394 0.004507952 0.0065183030183428321 0 +639 0 -4.2245207 0.014421329 0.0209570598716463 0 +640 0 -4.7612085 0.008482692 0.012290138176700813 0 +641 0 -5.502652 0.004059401 0.0058683966738597888 0 +642 0 -5.502652 0.004059401 0.0058683966738597888 0 +643 0 -7.007458 0.0009042878 0.0013052017434545531 0 +644 0 -6.4707704 0.00154564 0.0022316123258321369 0 +645 0 -5.502652 0.004059401 0.0058683966738597888 0 +646 0 -6.6993446 0.0012302035 0.0017759011399893665 0 +647 0 -6.371273 0.0017070619 0.002464874172082224 0 +648 1 11.002129 0.9999833 2.4077772041939022E-05 1 +649 0 -5.502652 0.004059401 0.0058683966738597888 0 +650 0 -4.3871436 0.012283442 0.017830998900875569 0 +651 0 -5.9292364 0.0026534533 0.0038332117446253518 0 +652 0 -4.204265 0.014712078 0.021382722023544836 0 +653 0 -4.965964 0.006922967 0.010022462627968663 0 +654 0 -5.071222 0.006235622 0.0090242660357958016 0 +655 0 -5.502652 0.004059401 0.0058683966738597888 0 +656 0 -4.429276 0.011782633 0.017099685062621623 0 +657 0 -1.2109394 0.22953488 0.37619844816784254 0 +658 1 7.3752975 0.99937385 0.00090362180313618902 1 +659 0 -7.007458 0.0009042878 0.0013052017434545531 0 +660 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +661 0 -4.534534 0.0106179565 0.015400378952762167 0 +662 0 -5.981015 0.0025198944 0.0036400273126663599 0 +663 0 -5.981015 0.0025198944 0.0036400273126663599 0 +664 0 -4.8664665 0.007641682 0.011066955772224479 0 +665 0 -7.007458 0.0009042878 0.0013052017434545531 0 +666 0 -3.8625922 0.020580979 0.030001880519854803 0 +667 0 -5.071222 0.006235622 0.0090242660357958016 0 +668 1 1.7462854 0.8514837 0.23194917780465235 1 +669 1 6.5133305 0.99851865 0.00213872690842372 1 +670 1 4.3528786 0.98729384 0.018448569847115858 1 +671 0 -4.7425227 0.008641305 0.012520945326342032 0 +672 0 -5.60791 0.003655318 0.0052831707897393982 0 +673 0 -4.4686513 0.011332859 0.016443211182056366 0 +674 0 -6.5760283 0.0013914335 0.0020088121400840217 0 +675 0 -4.5048733 0.010934114 0.015861467147311639 0 +676 0 -6.2785215 0.001872659 0.0027042086195736338 0 +677 0 -4.860706 0.007685491 0.011130646826517701 0 +678 0 -7.007458 0.0009042878 0.0013052017434545531 0 +679 0 -6.4707704 0.00154564 0.0022316123258321369 0 +680 1 15.284544 0.99999976 3.4396534272948301E-07 1 +681 1 7.9829445 0.9996589 0.00049221231130512611 1 +682 0 -3.7728353 0.022470277 0.032787524582679216 0 +683 0 -7.007458 0.0009042878 0.0013052017434545531 0 +684 0 -7.007458 0.0009042878 0.0013052017434545531 0 +685 0 -7.007458 0.0009042878 0.0013052017434545531 0 +686 0 -7.007458 0.0009042878 0.0013052017434545531 0 +687 0 -5.05263 0.0063518947 0.0091930747114589567 0 +688 0 -5.397394 0.004507952 0.0065183030183428321 0 +689 0 -4.404107 0.012079325 0.017532888869781153 0 +690 0 -6.371273 0.0017070619 0.002464874172082224 0 +691 1 2.841361 0.9448704 0.081811615585610037 1 +692 0 -5.934082 0.0026406606 0.0038147068729553536 0 +693 0 -5.130745 0.0058774063 0.0085043212036809823 0 +694 0 -5.475578 0.0041703433 0.0060291140626305435 0 +695 0 -6.4707704 0.00154564 0.0022316123258321369 0 +696 1 5.1025305 0.99395543 0.0087469287128904821 1 +697 1 3.3554373 0.9662824 0.049483169875034191 1 +698 1 4.277025 0.98630625 0.019892418981030672 1 diff --git a/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris-out.txt b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris-out.txt new file mode 100644 index 0000000000..80eeba6886 --- /dev/null +++ b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris-out.txt @@ -0,0 +1,108 @@ +maml.exe CV tr=MulticlassLogisticRegression{l1=0.001 l2=0.1 ot=1e-3 nt=1 nn=+} threads=- norm=No dout=%Output% data=%Data% seed=1 xf=Term{col=Label} +Not adding a normalizer. +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Not training a calibrator because it is not needed. +Not adding a normalizer. +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Not training a calibrator because it is not needed. + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 21 | 0 | 0 | 1.0000 + 1 || 0 | 29 | 1 | 0.9667 + 2 || 0 | 2 | 26 | 0.9286 + ||======================== +Precision ||1.0000 |0.9355 |0.9630 | +Accuracy(micro-avg): 0.962025 +Accuracy(macro-avg): 0.965079 +Log-loss: 0.129895 +Log-loss reduction: 0.880558 + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 29 | 0 | 0 | 1.0000 + 1 || 0 | 18 | 2 | 0.9000 + 2 || 0 | 0 | 22 | 1.0000 + ||======================== +Precision ||1.0000 |1.0000 |0.9167 | +Accuracy(micro-avg): 0.971831 +Accuracy(macro-avg): 0.966667 +Log-loss: 0.125564 +Log-loss reduction: 0.884342 + +OVERALL RESULTS +--------------------------------------- +Accuracy(micro-avg): 0.966928 (0.0049) +Accuracy(macro-avg): 0.965873 (0.0008) +Log-loss: 0.127730 (0.0022) +Log-loss reduction: 0.882450 (0.0019) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 71 examples Total Terms: 3 +[1] 'Building term dictionary' finished in %Time%. +[2] 'LBFGS data prep' started. +[2] 'LBFGS data prep' finished in %Time%. +[3] 'LBFGS Optimizer' started. +[3] (%Time%) 0 iterations Loss: 1.0986123085021973 +[3] (%Time%) 1 iterations Loss: 1.0064644813537598 Improvement: 0.09215 +[3] (%Time%) 2 iterations Loss: 0.9095837473869324 Improvement: 0.09593 +[3] (%Time%) 3 iterations Loss: 0.5251060724258423 Improvement: 0.3158 +[3] (%Time%) 4 iterations Loss: 0.4005201458930969 Improvement: 0.1718 +[3] (%Time%) 5 iterations Loss: 0.3326011300086975 Improvement: 0.09382 +[3] (%Time%) 6 iterations Loss: 0.28138861060142517 Improvement: 0.06186 +[3] (%Time%) 7 iterations Loss: 0.23799647390842438 Improvement: 0.04801 +[3] (%Time%) 8 iterations Loss: 0.2122986614704132 Improvement: 0.03127 +[3] (%Time%) 9 iterations Loss: 0.19979332387447357 Improvement: 0.0172 +[3] (%Time%) 10 iterations Loss: 0.19478997588157654 Improvement: 0.008052 +[3] (%Time%) 11 iterations Loss: 0.1932305097579956 Improvement: 0.003183 +[3] (%Time%) 12 iterations Loss: 0.19244801998138428 Improvement: 0.001383 +[3] (%Time%) 13 iterations Loss: 0.18930454552173615 Improvement: 0.002703 +[3] (%Time%) 14 iterations Loss: 0.18766218423843384 Improvement: 0.001908 +[3] (%Time%) 15 iterations Loss: 0.1853749006986618 Improvement: 0.002192 +[3] (%Time%) 16 iterations Loss: 0.1836467981338501 Improvement: 0.001844 +[3] (%Time%) 17 iterations Loss: 0.18079589307308197 Improvement: 0.002599 +[3] (%Time%) 18 iterations Loss: 0.17890852689743042 Improvement: 0.002065 +[3] (%Time%) 19 iterations Loss: 0.175626739859581 Improvement: 0.002978 +[3] (%Time%) 20 iterations Loss: 0.17476825416088104 Improvement: 0.001388 +[3] (%Time%) 21 iterations Loss: 0.1739787608385086 Improvement: 0.0009392 +[3] 'LBFGS Optimizer' finished in %Time%. +[4] 'Building term dictionary #2' started. +[4] (%Time%) 79 examples Total Terms: 3 +[4] 'Building term dictionary #2' finished in %Time%. +[5] 'LBFGS data prep #2' started. +[5] 'LBFGS data prep #2' finished in %Time%. +[6] 'LBFGS Optimizer #2' started. +[6] (%Time%) 0 iterations Loss: 1.0986123085021973 +[6] (%Time%) 1 iterations Loss: 1.0585633516311646 Improvement: 0.04005 +[6] (%Time%) 2 iterations Loss: 1.0028162002563477 Improvement: 0.05261 +[6] (%Time%) 3 iterations Loss: 0.9778043031692505 Improvement: 0.03158 +[6] (%Time%) 4 iterations Loss: 0.7527164220809937 Improvement: 0.1773 +[6] (%Time%) 5 iterations Loss: 0.5423873066902161 Improvement: 0.2021 +[6] (%Time%) 6 iterations Loss: 0.44308534264564514 Improvement: 0.125 +[6] (%Time%) 7 iterations Loss: 0.3438674211502075 Improvement: 0.1057 +[6] (%Time%) 8 iterations Loss: 0.2845913767814636 Improvement: 0.07087 +[6] (%Time%) 9 iterations Loss: 0.25426244735717773 Improvement: 0.04046 +[6] (%Time%) 10 iterations Loss: 0.2243548333644867 Improvement: 0.03255 +[6] (%Time%) 11 iterations Loss: 0.21529169380664825 Improvement: 0.01493 +[6] (%Time%) 12 iterations Loss: 0.21282146871089935 Improvement: 0.005586 +[6] (%Time%) 13 iterations Loss: 0.21208679676055908 Improvement: 0.001948 +[6] (%Time%) 14 iterations Loss: 0.21062038838863373 Improvement: 0.001587 +[6] (%Time%) 15 iterations Loss: 0.2098011076450348 Improvement: 0.001011 +[6] (%Time%) 16 iterations Loss: 0.2092653214931488 Improvement: 0.0006546 +[6] 'LBFGS Optimizer #2' finished in %Time%. diff --git a/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris.txt b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris.txt new file mode 100644 index 0000000000..cb8949b742 --- /dev/null +++ b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-CV-iris.txt @@ -0,0 +1,151 @@ +Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class +5 0 0 0.0035095334203091135 0.9964966 0.003503524 3.1467753E-10 0 1 2 +6 0 0 0.0051440952316462703 0.9948691 0.0051305178 2.2321056E-09 0 1 2 +8 0 0 0.023620583954335528 0.9766562 0.02334341 2.7345369E-08 0 1 2 +9 0 0 0.022987361370576598 0.97727484 0.022725591 4.511016E-09 0 1 2 +10 0 0 0.0046787468320504564 0.9953322 0.004668272 1.2701057E-10 0 1 2 +11 0 0 0.0091953350818980723 0.9908468 0.0091531 3.092624E-09 0 1 2 +18 0 0 0.0065116836522420077 0.9935095 0.0064908788 2.0029875E-10 0 1 2 +20 0 0 0.019399624949684162 0.98078734 0.01921184 1.7732097E-09 0 1 2 +21 0 0 0.0035514640513201112 0.99645483 0.0035459856 5.0286575E-10 0 1 2 +25 0 0 0.042945885645965513 0.9579632 0.042036213 1.6182941E-08 0 1 2 +28 0 0 0.0089187794547425855 0.9911209 0.008878564 4.8977983E-10 0 1 2 +31 0 0 0.013059646233519767 0.98702526 0.012974635 1.3423238E-09 0 1 2 +32 0 0 0.00098801768340271798 0.9990125 0.0009863896 1.5595586E-11 0 1 2 +35 0 0 0.0098915135273836517 0.99015725 0.009843283 6.508981E-10 0 1 2 +37 0 0 0.022987361370576598 0.97727484 0.022725591 4.511016E-09 0 1 2 +40 0 0 0.0043201648167930477 0.99568915 0.004311151 3.684072E-10 0 1 2 +41 0 0 0.15583422868320607 0.855701 0.14429769 3.7762152E-07 0 1 2 +44 0 0 0.0055885017040437045 0.9944271 0.005573279 2.760086E-09 0 1 2 +45 0 0 0.024202362389842309 0.97608817 0.02391098 1.1852911E-08 0 1 2 +46 0 0 0.0030765723768695461 0.99692816 0.0030715822 2.2974617E-10 0 1 2 +48 0 0 0.0042686243571466928 0.9957405 0.0042595677 1.5264717E-10 0 1 2 +50 1 1 0.024013506746705774 0.9762725 0.01449699 0.009232211 1 0 2 +51 1 1 0.072402973021090208 0.930156 0.035752647 0.034091413 1 0 2 +52 1 1 0.051776911641596861 0.9495407 0.04309994 0.007358216 1 2 0 +54 1 1 0.082256344236689996 0.9210358 0.072269045 0.006693831 1 2 0 +56 1 1 0.15271759955597927 0.8583721 0.10740242 0.034226734 1 2 0 +60 1 1 0.063404101663340734 0.9385641 0.045854624 0.015581534 1 2 0 +63 1 1 0.18253711041947604 0.8331537 0.15674184 0.0101060625 1 2 0 +64 1 1 0.16745186763268005 0.8458173 0.14578992 0.008392647 1 0 2 +66 1 1 0.41027644728972273 0.6634668 0.30974537 0.026788274 1 2 0 +68 1 1 0.30072400498031943 0.74028206 0.25861543 0.001101945 1 2 0 +69 1 1 0.047780988757176492 0.95334256 0.023797281 0.022860667 1 2 0 +70 1 2 0.91087342233164204 0.5843616 0.4021728 0.013464057 2 1 0 +71 1 1 0.045965193567937469 0.9550752 0.03318888 0.011736348 1 0 2 +72 1 1 0.50710681969815852 0.60223544 0.39673296 0.0010320095 1 2 0 +73 1 1 0.10111234975744315 0.9038315 0.088394016 0.0077759176 1 2 0 +74 1 1 0.033046722035427502 0.96749336 0.019771922 0.012736479 1 0 2 +76 1 1 0.04875561493391966 0.95241386 0.0440624 0.0035244152 1 2 0 +77 1 1 0.26943967297554816 0.76380736 0.2320576 0.00413403 1 2 0 +79 1 1 0.068618769056940296 0.93368256 0.06393152 0.0023862082 1 0 2 +82 1 1 0.053644177392696203 0.9477693 0.037582755 0.014648054 1 0 2 +88 1 1 0.13022611257689315 0.8778969 0.07870824 0.04339417 1 0 2 +90 1 1 0.23193741561626846 0.79299575 0.19616008 0.010844436 1 2 0 +91 1 1 0.12407681470927585 0.883312 0.09824607 0.01844071 1 2 0 +92 1 1 0.048009844546763623 0.9531244 0.024916418 0.021959784 1 2 0 +93 1 1 0.08041380053254063 0.92273444 0.06397738 0.013288857 1 0 2 +95 1 1 0.097520824557195684 0.90708345 0.0607635 0.032152243 1 0 2 +96 1 1 0.10524941877145259 0.9001 0.057134528 0.04276551 1 2 0 +97 1 1 0.046314241837578436 0.9547419 0.023454404 0.02180544 1 0 2 +98 1 1 0.20921894264842156 0.8112176 0.18550079 0.003282279 1 0 2 +99 1 1 0.089748414876870602 0.91416115 0.04823347 0.037604913 1 2 0 +100 2 2 0.0019340728834481452 0.9980678 0.0019266139 5.747959E-06 2 1 0 +102 2 2 0.075016053034976424 0.9277286 0.07222757 4.4946555E-05 2 1 0 +104 2 2 0.014003777647081406 0.9860938 0.013885941 1.8323228E-05 2 1 0 +105 2 2 0.025356298042305308 0.9749625 0.02503642 2.434582E-06 2 1 0 +106 2 2 0.057374935373490657 0.94424 0.055000156 0.0007591266 2 1 0 +108 2 2 0.052818277561000639 0.94855237 0.051437482 1.0134461E-05 2 1 0 +109 2 2 0.026641821631508637 0.97370994 0.026212832 7.842819E-05 2 1 0 +111 2 2 0.12281036912589438 0.88443136 0.115408756 0.00016148132 2 1 0 +112 2 2 0.13219448597546057 0.8761706 0.12360504 0.000225109 2 1 0 +113 2 2 0.025665262549278468 0.9746613 0.025277292 6.163888E-05 2 1 0 +115 2 2 0.057559970303228208 0.9440653 0.0555004 0.00043265612 2 1 0 +117 2 2 0.059604639875847756 0.94213694 0.05779919 6.5574466E-05 2 1 0 +120 2 2 0.054878262651351616 0.9466004 0.05328145 0.00011806567 2 1 0 +121 2 2 0.046169289620367253 0.9548803 0.044711743 0.00040898574 2 1 0 +122 2 2 0.025154143966774196 0.9751596 0.024837606 9.078024E-07 2 1 0 +123 2 2 0.48345186427144027 0.6166511 0.38204557 0.001301426 2 1 0 +125 2 2 0.29899215430262632 0.7415652 0.2581945 0.00023864118 2 1 0 +128 2 2 0.023124721787875405 0.9771406 0.022834824 2.4764624E-05 2 1 0 +129 2 1 0.76556399501459815 0.53455746 0.46507156 0.00037036557 1 2 0 +131 2 2 0.53410340387319721 0.58619463 0.41309762 0.0007091971 2 1 0 +132 2 2 0.015373254879188097 0.9847443 0.01523729 1.6525013E-05 2 1 0 +133 2 1 0.8098830863564126 0.5533047 0.44491008 0.0017833498 1 2 0 +137 2 2 0.1757621441840071 0.8388175 0.16058777 0.0005958544 2 1 0 +138 2 2 0.50359344378566495 0.60435504 0.38966098 0.0059853834 2 1 0 +141 2 2 0.33794788416079352 0.71323246 0.28528333 0.0014835731 2 1 0 +144 2 2 0.01678849355370322 0.98335165 0.016585097 6.228677E-05 2 1 0 +145 2 2 0.12821580029477975 0.8796635 0.11990179 0.0004355009 2 1 0 +147 2 2 0.240451821727828 0.7862725 0.21279861 0.00092912617 2 1 0 +0 0 0 0.0062274722930558924 0.9937919 0.006207714 7.945262E-09 0 1 2 +1 0 0 0.029031775016634592 0.9713856 0.028614858 8.405682E-08 0 1 2 +2 0 0 0.010822293529448074 0.98923606 0.010764292 3.8794507E-08 0 1 2 +3 0 0 0.029794714852388392 0.9706448 0.029355133 3.0378212E-07 0 1 2 +4 0 0 0.0045299457330070262 0.9954803 0.004519892 7.630835E-09 0 1 2 +7 0 0 0.012063978897273682 0.9880085 0.011992277 3.107704E-08 0 1 2 +12 0 0 0.027189224262619459 0.9731771 0.026822735 7.7171954E-08 0 1 2 +13 0 0 0.0090865802910611426 0.9909546 0.009044721 4.4401833E-08 0 1 2 +14 0 0 0.0006675563690858086 0.99933267 0.00066770596 3.8040904E-11 0 1 2 +15 0 0 0.00062562720151946953 0.99937457 0.000626979 2.3430521E-10 0 1 2 +16 0 0 0.0014362511566290306 0.9985648 0.0014350405 8.398158E-10 0 1 2 +17 0 0 0.0066127787158561562 0.99340904 0.006590518 1.1818687E-08 0 1 2 +19 0 0 0.0037059825373595514 0.9963009 0.0036999437 8.35665E-09 0 1 2 +22 0 0 0.0010566928040176419 0.99894387 0.0010567348 1.5641568E-09 0 1 2 +23 0 0 0.040111545999547887 0.9606823 0.03931809 4.273136E-07 0 1 2 +24 0 0 0.048948263085512568 0.9522304 0.047769107 9.4299344E-07 0 1 2 +26 0 0 0.019393912375311292 0.98079294 0.019207077 1.3857291E-07 0 1 2 +27 0 0 0.0089511946979804798 0.99108875 0.008910782 1.1786248E-08 0 1 2 +29 0 0 0.031345344673071207 0.9691408 0.030858355 3.172135E-07 0 1 2 +30 0 0 0.042873401762942923 0.95803267 0.041966837 3.2705267E-07 0 1 2 +33 0 0 0.00071718178074236128 0.9992831 0.0007171587 1.9621268E-10 0 1 2 +34 0 0 0.028604490871979207 0.97180074 0.028199987 8.0594795E-08 0 1 2 +36 0 0 0.0044689347011577351 0.99554104 0.0044585937 1.1346138E-09 0 1 2 +38 0 0 0.019760130087474025 0.9804338 0.01956656 1.9724618E-07 0 1 2 +39 0 0 0.012140296816525885 0.9879331 0.0120671 2.2787242E-08 0 1 2 +42 0 0 0.010622031923501279 0.9894342 0.0105650155 9.840124E-08 0 1 2 +43 0 0 0.016029351924675212 0.98409843 0.01590104 2.164754E-07 0 1 2 +47 0 0 0.015348438689976577 0.98476875 0.015230665 1.06827585E-07 0 1 2 +49 0 0 0.011535644607162551 0.98853064 0.011468457 2.1801837E-08 0 1 2 +53 1 1 0.18979265723821817 0.8271306 0.17272642 0.00014202295 1 2 0 +55 1 1 0.42008976006335391 0.65698785 0.34292227 8.886705E-05 1 2 0 +57 1 1 0.044801705767946287 0.95618707 0.040392227 0.003420068 1 2 0 +58 1 1 0.040515906947216081 0.9602939 0.039586954 0.00011731502 1 2 0 +59 1 1 0.37567135691374964 0.686828 0.31260613 0.0005653802 1 2 0 +61 1 1 0.16287996039034508 0.8496932 0.14975794 0.00055027485 1 2 0 +62 1 1 0.016242997259755729 0.9838882 0.015967933 0.00014345555 1 2 0 +65 1 1 0.019580864196317389 0.9806096 0.018960293 0.00042858394 1 2 0 +67 1 1 0.035423272722286903 0.9651968 0.034327287 0.00047583279 1 2 0 +75 1 1 0.027542133267737488 0.9728337 0.026854523 0.00031297255 1 2 0 +78 1 1 0.32300565879909449 0.72396976 0.27591497 0.00011646514 1 2 0 +80 1 1 0.050102237339184751 0.9511322 0.048354235 0.0005152374 1 2 0 +81 1 1 0.026065841715398722 0.97427094 0.024926923 0.0008017409 1 2 0 +83 1 2 1.740814213275518 0.8246197 0.17537755 1.659905E-06 2 1 0 +84 1 2 1.2374610400549209 0.7098125 0.2901199 6.6262066E-05 2 1 0 +85 1 1 0.36386111085327494 0.6949877 0.30450848 0.0005027272 1 2 0 +86 1 1 0.074562051716689517 0.9281499 0.07171882 0.00013052735 1 2 0 +87 1 1 0.065040597738805078 0.9370294 0.06293243 3.6553767E-05 1 2 0 +89 1 1 0.17668916932030998 0.83804023 0.16169114 0.00026894428 1 2 0 +94 1 1 0.23234180393033363 0.79267514 0.20709349 0.00023094278 1 2 0 +101 2 2 0.040237441355978017 0.96056134 0.039438937 3.1552963E-07 2 1 0 +103 2 2 0.051475525526800979 0.9498269 0.050173152 1.2897793E-07 2 1 0 +107 2 2 0.10295488054260624 0.9021677 0.0978315 1.9281897E-08 2 1 0 +110 2 2 0.28317263373987339 0.7533897 0.2466013 8.48886E-06 2 1 0 +114 2 2 0.0078811449325194051 0.99214983 0.007848603 6.3524126E-08 2 1 0 +116 2 2 0.13694762879508265 0.8720159 0.12798534 6.3529615E-07 2 1 0 +118 2 2 0.0077438200463129893 0.9922861 0.0077147577 5.0149385E-11 2 1 0 +119 2 2 0.29769515148049397 0.74252766 0.2574716 7.7516313E-07 2 1 0 +124 2 2 0.05473326002068183 0.94673765 0.05326255 2.7218312E-07 2 1 0 +126 2 2 0.47338869706873427 0.6228879 0.37709796 1.2499504E-05 2 1 0 +127 2 2 0.29020693106465356 0.74810874 0.25187886 1.097853E-05 2 1 0 +130 2 2 0.18675230611124771 0.8296492 0.17035046 4.700945E-08 2 1 0 +134 2 2 0.091667177558569207 0.91240877 0.08759262 1.13548104E-07 2 1 0 +135 2 2 0.13891600373332352 0.8703011 0.12969717 5.159021E-08 2 1 0 +136 2 2 0.0084724700660678779 0.9915633 0.008437459 7.2170884E-08 2 1 0 +139 2 2 0.24623870425168201 0.7817356 0.21826255 1.7244026E-06 2 1 0 +140 2 2 0.02644730257558706 0.97389936 0.02610088 8.5201734E-08 2 1 0 +142 2 2 0.040237441355978017 0.96056134 0.039438937 3.1552963E-07 2 1 0 +143 2 2 0.018619552933436909 0.9815527 0.01844859 2.9695236E-08 2 1 0 +146 2 2 0.23255921425685691 0.7925028 0.20749757 1.231057E-06 2 1 0 +148 2 2 0.017322522155476978 0.98282665 0.017173229 3.211882E-07 2 1 0 +149 2 2 0.085163088001223672 0.9183625 0.081636265 1.7613136E-06 2 1 0 diff --git a/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-TrainTest-iris.txt b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-TrainTest-iris.txt new file mode 100644 index 0000000000..29213c1449 --- /dev/null +++ b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/LogisticRegression-Non-Negative-TrainTest-iris.txt @@ -0,0 +1,151 @@ +Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class +0 0 0 0.0055160384679411277 0.99449915 0.005502038 5.1773974E-11 0 1 2 +1 0 0 0.023864730958411882 0.9764178 0.023581393 1.0470911E-09 0 1 2 +2 0 0 0.0093345440359657913 0.9907089 0.009291213 3.3886932E-10 0 1 2 +3 0 0 0.023485169105185572 0.97678846 0.023210973 2.9965708E-09 0 1 2 +4 0 0 0.0040397473706441957 0.9959684 0.0040320004 4.1783424E-11 0 1 2 +5 0 0 0.0045280297264245848 0.9954822 0.004518237 6.792683E-11 0 1 2 +6 0 0 0.0069865892171306161 0.99303776 0.006961399 5.4606175E-10 0 1 2 +7 0 0 0.010116555796003303 0.98993444 0.010064013 2.2703014E-10 0 1 2 +8 0 0 0.030149466155855287 0.9703005 0.029698554 6.8450254E-09 0 1 2 +9 0 0 0.024381664764845521 0.97591317 0.02408588 8.098426E-10 0 1 2 +10 0 0 0.0043411169825802809 0.9956683 0.0043306584 1.7070477E-11 0 1 2 +11 0 0 0.013576521322325076 0.9865152 0.013485671 8.031634E-10 0 1 2 +12 0 0 0.023572921206410413 0.97670275 0.023298172 8.6137114E-10 0 1 2 +13 0 0 0.0085086580176359974 0.99152744 0.008472632 4.1598563E-10 0 1 2 +14 0 0 0.0007095469417312554 0.9992907 0.00070933235 1.5176845E-13 0 1 2 +15 0 0 0.00055310522407816078 0.99944705 0.00055347907 6.048726E-13 0 1 2 +16 0 0 0.0012550477831004697 0.99874574 0.0012540518 3.9664222E-12 0 1 2 +17 0 0 0.0055160384679411277 0.99449915 0.0055009676 8.31305E-11 0 1 2 +18 0 0 0.0063400554390819954 0.99368 0.0063216076 3.0053654E-11 0 1 2 +19 0 0 0.0030975582921822227 0.99690723 0.0030934948 3.8560665E-11 0 1 2 +20 0 0 0.020122528904036908 0.9800786 0.019920269 3.064467E-10 0 1 2 +21 0 0 0.0041771031887722987 0.9958316 0.0041694827 1.0134493E-10 0 1 2 +22 0 0 0.0010643302939017342 0.99893624 0.0010639144 7.4156245E-12 0 1 2 +23 0 0 0.02605629788130279 0.97428024 0.025720494 4.7576445E-09 0 1 2 +24 0 0 0.035209627128022683 0.965403 0.03459665 6.6329586E-09 0 1 2 +25 0 0 0.045448274212285186 0.955569 0.04443145 3.216728E-09 0 1 2 +26 0 0 0.013916015058125409 0.98618037 0.013818858 1.1871322E-09 0 1 2 +27 0 0 0.0076942651707202743 0.99233526 0.0076657226 7.9652826E-11 0 1 2 +28 0 0 0.007534024516302436 0.9924943 0.0075039454 6.411831E-11 0 1 2 +29 0 0 0.024288162137741393 0.9760044 0.02399573 2.8173113E-09 0 1 2 +30 0 0 0.033046722035427502 0.96749336 0.03250687 3.46561E-09 0 1 2 +31 0 0 0.010627754848336371 0.9894285 0.010573362 1.9241796E-10 0 1 2 +32 0 0 0.0012779052922244011 0.9987229 0.0012773476 2.5791548E-12 0 1 2 +33 0 0 0.00071336435395046255 0.9992869 0.0007130818 5.394398E-13 0 1 2 +34 0 0 0.024381664764845521 0.97591317 0.02408588 8.098426E-10 0 1 2 +35 0 0 0.0070380898792076199 0.9929866 0.007013349 7.24567E-11 0 1 2 +36 0 0 0.0042114001992704566 0.99579746 0.004201503 8.375258E-12 0 1 2 +37 0 0 0.024381664764845521 0.97591317 0.02408588 8.098426E-10 0 1 2 +38 0 0 0.016315454412074732 0.9838169 0.01618225 2.0803645E-09 0 1 2 +39 0 0 0.010242464293569139 0.9898098 0.010190028 1.7190988E-10 0 1 2 +40 0 0 0.0039520171010716818 0.9960558 0.003945863 5.4001064E-11 0 1 2 +41 0 0 0.12730980592945779 0.88046086 0.119539626 7.181209E-08 0 1 2 +42 0 0 0.0089912491214826969 0.99104905 0.0089505045 7.80488E-10 0 1 2 +43 0 0 0.010326412100003242 0.9897267 0.010272516 1.874473E-09 0 1 2 +44 0 0 0.011150365797478341 0.98891157 0.011090281 1.0552612E-09 0 1 2 +45 0 0 0.02356529293651816 0.9767102 0.023289332 2.2207163E-09 0 1 2 +46 0 0 0.0042686243571466928 0.9957405 0.0042613307 4.8837566E-11 0 1 2 +47 0 0 0.012689595644547294 0.9873906 0.012608856 9.079638E-10 0 1 2 +48 0 0 0.0042877197577386979 0.99572146 0.0042767935 2.2542229E-11 0 1 2 +49 0 0 0.0099010247223913338 0.9901478 0.009852205 1.827634E-10 0 1 2 +50 1 1 0.0090408081662831513 0.99099994 0.007567417 0.0014314867 1 2 0 +51 1 1 0.034511583658046456 0.96607715 0.031063149 0.002861517 1 2 0 +52 1 1 0.04304121150554157 0.9578719 0.04158025 0.00054618425 1 2 0 +53 1 1 0.13135529742102009 0.87690616 0.122118875 0.0009759098 1 2 0 +54 1 1 0.074932084511623434 0.9278065 0.07160018 0.00059335935 1 2 0 +55 1 1 0.1890525667021884 0.827743 0.1714483 0.00080681086 1 2 0 +56 1 1 0.11877056857344356 0.8880115 0.1100965 0.0018910082 1 2 0 +57 1 1 0.025358193239084965 0.9749606 0.01495395 0.010085882 1 0 2 +58 1 1 0.019096356683429662 0.9810848 0.01808086 0.0008358488 1 2 0 +59 1 1 0.15862658959532094 0.85331494 0.14217468 0.0045111584 1 2 0 +60 1 1 0.038318653357595697 0.9624062 0.035282373 0.0023114693 1 2 0 +61 1 1 0.065311423102221738 0.9367757 0.058971565 0.0042529916 1 2 0 +62 1 1 0.010269141347627856 0.9897834 0.009452066 0.0007660691 1 2 0 +63 1 1 0.17183304995881135 0.84211975 0.1573262 0.00055418257 1 2 0 +64 1 1 0.030368791940673646 0.9700877 0.023280893 0.0066331304 1 0 2 +65 1 1 0.00975415306436043 0.99029326 0.0068194265 0.0028855118 1 2 0 +66 1 1 0.39629741859747109 0.67280656 0.32598528 0.0012099475 1 2 0 +67 1 1 0.012058247747154605 0.98801416 0.009438771 0.0025457656 1 2 0 +68 1 1 0.3368797650804119 0.7139947 0.28589886 0.00010822646 1 2 0 +69 1 1 0.021083825783822494 0.9791369 0.018163126 0.0027012476 1 2 0 +70 1 2 1.0416832150942417 0.6467134 0.35286024 0.00042478985 2 1 0 +71 1 1 0.013755801712349471 0.9863384 0.00910499 0.0045568454 1 2 0 +72 1 1 0.58514020696109537 0.55702776 0.44291526 5.669436E-05 1 2 0 +73 1 1 0.084747339774486161 0.9187444 0.080806226 0.00044783644 1 2 0 +74 1 1 0.012447376934475682 0.9876298 0.010109726 0.0022619804 1 2 0 +75 1 1 0.013278939705380893 0.98680884 0.011033021 0.0021575652 1 2 0 +76 1 1 0.04319766018798589 0.95772207 0.041966196 0.0003101741 1 2 0 +77 1 1 0.30690002516055565 0.73572415 0.2640443 0.00023127515 1 2 0 +78 1 1 0.16997907799864528 0.84368247 0.1552497 0.0010691443 1 2 0 +79 1 1 0.014675126081593009 0.985432 0.013093817 0.0014749394 1 0 2 +80 1 1 0.022987361370576598 0.97727484 0.01993399 0.00278951 1 2 0 +81 1 1 0.012458783376888797 0.9876185 0.008495432 0.003886289 1 2 0 +82 1 1 0.016071326268181901 0.9840571 0.011121038 0.004822609 1 2 0 +83 1 2 1.707477571538714 0.8186583 0.18132259 1.8361572E-05 2 1 0 +84 1 1 0.62495808673272679 0.53528386 0.4637305 0.0009871349 1 2 0 +85 1 1 0.11122891687722759 0.8947339 0.1001901 0.0050765327 1 2 0 +86 1 1 0.036052681021758022 0.9645895 0.03433999 0.0010723303 1 2 0 +87 1 1 0.063015011349415673 0.9389294 0.060807556 0.00026142705 1 2 0 +88 1 1 0.044994341810109487 0.9560029 0.037784368 0.0062121437 1 2 0 +89 1 1 0.092109667787323657 0.9120051 0.086147815 0.0018485248 1 2 0 +90 1 1 0.20783613448356417 0.81234014 0.18704556 0.0006146012 1 2 0 +91 1 1 0.10023498504355982 0.9046248 0.09426649 0.0011077761 1 2 0 +92 1 1 0.022636421664178376 0.97761786 0.01980763 0.0025746985 1 2 0 +93 1 1 0.020406702516074512 0.9798001 0.0109967375 0.009203869 1 0 2 +94 1 1 0.10109711620080604 0.90384525 0.09442052 0.0017330045 1 2 0 +95 1 1 0.031333905261789932 0.9691519 0.02633722 0.0045093265 1 2 0 +96 1 1 0.054904961042088807 0.9465751 0.050160136 0.0032641925 1 2 0 +97 1 1 0.020442959924209147 0.9797646 0.017932491 0.0023010836 1 2 0 +98 1 1 0.053829215135703323 0.9475939 0.05015344 0.00225256 1 0 2 +99 1 1 0.046024295999239594 0.95501876 0.04161595 0.0033648298 1 2 0 +100 2 2 0.00071718178074236128 0.9992831 0.0007153486 2.3431886E-08 2 1 0 +101 2 2 0.029472378645200227 0.9709577 0.029038547 3.0171875E-06 2 1 0 +102 2 2 0.0393600403713796 0.9614045 0.038595207 6.408885E-07 2 1 0 +103 2 2 0.042228681999026033 0.9586505 0.04134742 1.4739417E-06 2 1 0 +104 2 2 0.0064353741478142112 0.9935853 0.006415478 1.5842724E-07 2 1 0 +105 2 2 0.011154163002271514 0.9889078 0.011091466 1.8252322E-08 2 1 0 +106 2 2 0.038921380516359183 0.9618263 0.038155746 1.6744794E-05 2 1 0 +107 2 2 0.050231903865451351 0.95100886 0.04899014 1.6252797E-07 2 1 0 +108 2 2 0.028682695065745022 0.97172475 0.028276091 1.5199748E-07 2 1 0 +109 2 2 0.011791212573983524 0.98827803 0.011722299 6.1125087E-07 2 1 0 +110 2 2 0.31905363806129555 0.72683656 0.27304813 0.000116325275 2 1 0 +111 2 2 0.07549667881010734 0.9272828 0.072712734 3.6851195E-06 2 1 0 +112 2 2 0.076789840257624864 0.92608446 0.07391078 4.6068785E-06 2 1 0 +113 2 2 0.013851165145911459 0.9862443 0.013756296 1.0960175E-06 2 1 0 +114 2 2 0.0033950556005307988 0.9966107 0.0033878458 4.755091E-07 2 1 0 +115 2 2 0.03064347778045929 0.9698213 0.030172396 6.850469E-06 2 1 0 +116 2 2 0.12950899319139736 0.8785267 0.121466115 7.857308E-06 2 1 0 +117 2 2 0.029441808148158395 0.9709874 0.029012194 3.762749E-07 2 1 0 +118 2 2 0.00083159205288146009 0.99916875 0.00083038886 1.5524602E-10 2 1 0 +119 2 2 0.18149944608911653 0.8340187 0.16597763 5.176206E-06 2 1 0 +120 2 2 0.027599360244525448 0.972778 0.027219418 1.605549E-06 2 1 0 +121 2 2 0.027206434952982018 0.9731603 0.026830971 7.3364695E-06 2 1 0 +122 2 2 0.011005419791721024 0.9890549 0.010943153 7.0800863E-09 2 1 0 +123 2 2 0.36999896999840359 0.69073504 0.30920705 5.735062E-05 2 1 0 +124 2 2 0.047847764215344722 0.9532789 0.046716593 3.8119588E-06 2 1 0 +125 2 2 0.20049289074676657 0.8183273 0.18166876 3.932513E-06 2 1 0 +126 2 2 0.47024913514888667 0.6248466 0.3750236 0.00013107271 2 1 0 +127 2 2 0.37044139869226145 0.6904295 0.30942416 0.00014464991 2 1 0 +128 2 2 0.011402157721508203 0.9886626 0.011337829 2.959167E-07 2 1 0 +129 2 2 0.61341094273731411 0.5415007 0.45849052 1.03566035E-05 2 1 0 +130 2 2 0.074195879113551133 0.9284898 0.07150847 3.3010758E-07 2 1 0 +131 2 2 0.36711882425272957 0.6927273 0.3072634 1.0183718E-05 2 1 0 +132 2 2 0.0071143853619847876 0.99291086 0.007090189 1.8508953E-07 2 1 0 +133 2 1 0.70938490731195092 0.507985 0.4919467 6.684E-05 1 2 0 +134 2 2 0.085842140845050208 0.9177391 0.082260855 1.222486E-06 2 1 0 +135 2 2 0.040000927528960964 0.96078855 0.039211515 3.1772186E-07 2 1 0 +136 2 2 0.0066146987210017709 0.99340713 0.0065912344 1.0530171E-06 2 1 0 +137 2 2 0.11827848787180953 0.8884486 0.11154141 9.8605E-06 2 1 0 +138 2 2 0.40225979543659157 0.66880697 0.3309761 0.00021604139 2 1 0 +139 2 2 0.17508696641630789 0.839384 0.1605988 1.8394523E-05 2 1 0 +140 2 2 0.011779813743593867 0.9882893 0.011711036 7.23893E-07 2 1 0 +141 2 2 0.21421052275020513 0.80717844 0.19276378 5.790216E-05 2 1 0 +142 2 2 0.029472378645200227 0.9709577 0.029038547 3.0171875E-06 2 1 0 +143 2 2 0.0095519990430713575 0.9904935 0.009506778 2.986748E-07 2 1 0 +144 2 2 0.0073394639370607329 0.9926874 0.0073135537 5.9723027E-07 2 1 0 +145 2 2 0.071865099775285421 0.93065643 0.06933218 1.1476711E-05 2 1 0 +146 2 2 0.12049862656713971 0.8864783 0.11351164 8.385402E-06 2 1 0 +147 2 2 0.15922545922324882 0.85280406 0.14717093 2.4967045E-05 2 1 0 +148 2 2 0.017231011314152864 0.9829166 0.017076416 5.251435E-06 2 1 0 +149 2 2 0.10884858930380203 0.8968662 0.103108585 2.5997891E-05 2 1 0 diff --git a/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris-out.txt b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris-out.txt new file mode 100644 index 0000000000..6f8b64ff3c --- /dev/null +++ b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris-out.txt @@ -0,0 +1,111 @@ +maml.exe CV tr=MulticlassLogisticRegression{l1=0.001 l2=0.1 ot=1e-3 nt=1} threads=- norm=No dout=%Output% data=%Data% seed=1 xf=Term{col=Label} +Not adding a normalizer. +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 15 of 15 weights. +Not training a calibrator because it is not needed. +Not adding a normalizer. +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 15 of 15 weights. +Not training a calibrator because it is not needed. + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 21 | 0 | 0 | 1.0000 + 1 || 0 | 29 | 1 | 0.9667 + 2 || 0 | 2 | 26 | 0.9286 + ||======================== +Precision ||1.0000 |0.9355 |0.9630 | +Accuracy(micro-avg): 0.962025 +Accuracy(macro-avg): 0.965079 +Log-loss: 0.101866 +Log-loss reduction: 0.906331 + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 29 | 0 | 0 | 1.0000 + 1 || 0 | 19 | 1 | 0.9500 + 2 || 0 | 0 | 22 | 1.0000 + ||======================== +Precision ||1.0000 |1.0000 |0.9565 | +Accuracy(micro-avg): 0.985915 +Accuracy(macro-avg): 0.983333 +Log-loss: 0.075796 +Log-loss reduction: 0.930183 + +OVERALL RESULTS +--------------------------------------- +Accuracy(micro-avg): 0.973970 (0.0119) +Accuracy(macro-avg): 0.974206 (0.0091) +Log-loss: 0.088831 (0.0130) +Log-loss reduction: 0.918257 (0.0119) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + +--- Progress log --- +[1] 'Building term dictionary' started. +[1] (%Time%) 71 examples Total Terms: 3 +[1] 'Building term dictionary' finished in %Time%. +[2] 'LBFGS data prep' started. +[2] 'LBFGS data prep' finished in %Time%. +[3] 'LBFGS Optimizer' started. +[3] (%Time%) 0 iterations Loss: 1.0986123085021973 +[3] (%Time%) 1 iterations Loss: 0.9755012392997742 Improvement: 0.1231 +[3] (%Time%) 2 iterations Loss: 0.8284684419631958 Improvement: 0.1422 +[3] (%Time%) 3 iterations Loss: 0.49238577485084534 Improvement: 0.2899 +[3] (%Time%) 4 iterations Loss: 0.4102630317211151 Improvement: 0.1335 +[3] (%Time%) 5 iterations Loss: 0.3732020854949951 Improvement: 0.06109 +[3] (%Time%) 6 iterations Loss: 0.3262292444705963 Improvement: 0.0505 +[3] (%Time%) 7 iterations Loss: 0.30860307812690735 Improvement: 0.02584 +[3] (%Time%) 8 iterations Loss: 0.24991190433502197 Improvement: 0.05048 +[3] (%Time%) 9 iterations Loss: 0.19703027606010437 Improvement: 0.05228 +[3] (%Time%) 10 iterations Loss: 0.1837688386440277 Improvement: 0.02302 +[3] (%Time%) 11 iterations Loss: 0.17426884174346924 Improvement: 0.01288 +[3] (%Time%) 12 iterations Loss: 0.14890950918197632 Improvement: 0.02224 +[3] (%Time%) 13 iterations Loss: 0.14668036997318268 Improvement: 0.007232 +[3] (%Time%) 14 iterations Loss: 0.12762901186943054 Improvement: 0.0161 +[3] (%Time%) 15 iterations Loss: 0.12740232050418854 Improvement: 0.004194 +[3] (%Time%) 16 iterations Loss: 0.12709592282772064 Improvement: 0.001278 +[3] (%Time%) 17 iterations Loss: 0.12680405378341675 Improvement: 0.0005385 +[3] 'LBFGS Optimizer' finished in %Time%. +[4] 'Building term dictionary #2' started. +[4] (%Time%) 79 examples Total Terms: 3 +[4] 'Building term dictionary #2' finished in %Time%. +[5] 'LBFGS data prep #2' started. +[5] 'LBFGS data prep #2' finished in %Time%. +[6] 'LBFGS Optimizer #2' started. +[6] (%Time%) 0 iterations Loss: 1.0986123085021973 +[6] (%Time%) 1 iterations Loss: 1.036556363105774 Improvement: 0.06206 +[6] (%Time%) 2 iterations Loss: 1.0036184787750244 Improvement: 0.03876 +[6] (%Time%) 3 iterations Loss: 0.9370792508125305 Improvement: 0.05993 +[6] (%Time%) 4 iterations Loss: 0.8192444443702698 Improvement: 0.1035 +[6] (%Time%) 5 iterations Loss: 0.728320837020874 Improvement: 0.09407 +[6] (%Time%) 6 iterations Loss: 0.5819926261901855 Improvement: 0.1333 +[6] (%Time%) 7 iterations Loss: 0.4406244158744812 Improvement: 0.1393 +[6] (%Time%) 8 iterations Loss: 0.36817970871925354 Improvement: 0.08917 +[6] (%Time%) 9 iterations Loss: 0.28754767775535583 Improvement: 0.08277 +[6] (%Time%) 10 iterations Loss: 0.23988358676433563 Improvement: 0.05644 +[6] (%Time%) 11 iterations Loss: 0.21770016849040985 Improvement: 0.03075 +[6] (%Time%) 12 iterations Loss: 0.20622937381267548 Improvement: 0.01629 +[6] (%Time%) 13 iterations Loss: 0.1928335726261139 Improvement: 0.01412 +[6] (%Time%) 14 iterations Loss: 0.18503741919994354 Improvement: 0.009377 +[6] (%Time%) 15 iterations Loss: 0.1817353218793869 Improvement: 0.004821 +[6] (%Time%) 16 iterations Loss: 0.16841556131839752 Improvement: 0.0112 +[6] (%Time%) 17 iterations Loss: 0.1592421531677246 Improvement: 0.009679 +[6] (%Time%) 18 iterations Loss: 0.15063226222991943 Improvement: 0.008877 +[6] (%Time%) 19 iterations Loss: 0.14185991883277893 Improvement: 0.008799 +[6] (%Time%) 20 iterations Loss: 0.1356329470872879 Improvement: 0.00687 +[6] (%Time%) 21 iterations Loss: 0.13491712510585785 Improvement: 0.002254 +[6] (%Time%) 22 iterations Loss: 0.1332564502954483 Improvement: 0.001809 +[6] (%Time%) 23 iterations Loss: 0.13261565566062927 Improvement: 0.0009329 +[6] 'LBFGS Optimizer #2' finished in %Time%. diff --git a/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris.txt b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris.txt new file mode 100644 index 0000000000..e681eb8373 --- /dev/null +++ b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-CV-iris.txt @@ -0,0 +1,151 @@ +Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class +5 0 0 0.0039186265649996796 0.99608904 0.003910809 2.0865299E-11 0 1 2 +6 0 0 0.0066394791182328066 0.9933825 0.006617098 2.152395E-10 0 1 2 +8 0 0 0.025494595703479419 0.97482765 0.025172155 2.838915E-09 0 1 2 +9 0 0 0.019190772567240676 0.9809922 0.01900817 2.7058017E-10 0 1 2 +10 0 0 0.0035562493991592786 0.99645007 0.003550249 4.9272335E-12 0 1 2 +11 0 0 0.012517929979546309 0.9875601 0.0124394335 2.8008076E-10 0 1 2 +18 0 0 0.0047769616990695207 0.99523443 0.004765985 8.127231E-12 0 1 2 +20 0 0 0.014707546996037419 0.9854001 0.014600216 8.914893E-11 0 1 2 +21 0 0 0.003647833406238951 0.9963588 0.003641376 3.5084515E-11 0 1 2 +25 0 0 0.032317619176197167 0.968199 0.03180108 1.10023E-09 0 1 2 +28 0 0 0.0057745087199158104 0.99424213 0.0057580057 2.0235997E-11 0 1 2 +31 0 0 0.0071621105155360203 0.9928635 0.0071367947 6.242954E-11 0 1 2 +32 0 0 0.0014066451993830036 0.99859434 0.0014055507 7.3242096E-13 0 1 2 +35 0 0 0.0052270768592320212 0.99478656 0.0052133226 2.5026661E-11 0 1 2 +37 0 0 0.019190772567240676 0.9809922 0.01900817 2.7058017E-10 0 1 2 +40 0 0 0.0033063652339419308 0.9966991 0.003300911 1.895811E-11 0 1 2 +41 0 0 0.077088846429646946 0.9258076 0.0741926 3.3343277E-08 0 1 2 +44 0 0 0.010642032182541446 0.9894144 0.0105858175 3.5036918E-10 0 1 2 +45 0 0 0.017220520546649732 0.9829269 0.017073102 8.5334684E-10 0 1 2 +46 0 0 0.0041847046934752278 0.99582404 0.0041763177 1.5150974E-11 0 1 2 +48 0 0 0.0036583023932260659 0.9963484 0.0036516767 6.700264E-12 0 1 2 +50 1 1 0.0098977138531054429 0.9901511 0.005578102 0.0042707166 1 2 0 +51 1 1 0.031642446182477788 0.96885294 0.024089899 0.007057201 1 2 0 +52 1 1 0.03573585794885261 0.9648951 0.033440154 0.001664746 1 2 0 +54 1 1 0.072409637391112461 0.9301498 0.06803778 0.0018123286 1 2 0 +56 1 1 0.093649650619783725 0.91060174 0.08499099 0.0044072797 1 2 0 +60 1 1 0.042489542543681612 0.9584005 0.03626706 0.005332458 1 2 0 +63 1 1 0.137502875229945 0.87153184 0.1271067 0.0013614136 1 2 0 +64 1 1 0.054985501307998973 0.9464989 0.048023954 0.0054772357 1 0 2 +66 1 1 0.32485007538570837 0.7226357 0.27483696 0.0025274218 1 2 0 +68 1 1 0.41495870735351531 0.66036755 0.33927307 0.00035943443 1 2 0 +69 1 1 0.021870392416744027 0.97836703 0.015370483 0.006262353 1 2 0 +70 1 2 0.95191086445840967 0.61301166 0.38600272 0.0009856796 2 1 0 +71 1 1 0.019884826671693976 0.9803116 0.011781351 0.007907056 1 0 2 +72 1 1 0.59602090426171883 0.55099976 0.44882512 0.00017505078 1 2 0 +73 1 1 0.061366106483072287 0.94047886 0.058446974 0.001074166 1 2 0 +74 1 1 0.01440358171033043 0.98569965 0.008161617 0.0061388216 1 2 0 +76 1 1 0.038602842055599461 0.96213275 0.036847353 0.0010197883 1 2 0 +77 1 1 0.29142764060847787 0.7471961 0.25208423 0.00071971776 1 2 0 +79 1 1 0.031789553326302268 0.9687104 0.030109784 0.0011796883 1 0 2 +82 1 1 0.020876629838716645 0.9793398 0.011350486 0.009309866 1 0 2 +88 1 1 0.040395748253186578 0.9604093 0.027647337 0.01194328 1 2 0 +90 1 1 0.166073088823076 0.8469843 0.15168492 0.0013306275 1 2 0 +91 1 1 0.078327406928112728 0.92466164 0.07274388 0.0025945483 1 2 0 +92 1 1 0.023790137724984652 0.9764906 0.017208781 0.006300524 1 2 0 +93 1 1 0.031245715484219467 0.9692374 0.022426113 0.0083365 1 0 2 +95 1 1 0.026741054389737642 0.9736133 0.017711794 0.008674911 1 2 0 +96 1 1 0.04639434288106066 0.9546654 0.038535807 0.006798673 1 2 0 +97 1 1 0.020153545641826632 0.9800482 0.014183712 0.005768105 1 2 0 +98 1 1 0.10663172345345885 0.89885664 0.09910672 0.0020366241 1 0 2 +99 1 1 0.042470449845490664 0.9584188 0.034200437 0.0073807975 1 2 0 +100 2 2 0.00061608453557407644 0.9993841 0.0006157393 5.2001777E-08 2 1 0 +102 2 2 0.035200613028489182 0.9654117 0.03458606 2.1171227E-06 2 1 0 +104 2 2 0.0055899402333488843 0.99442565 0.005573957 4.1343924E-07 2 1 0 +105 2 2 0.010776984144366402 0.9892809 0.010718968 7.398926E-08 2 1 0 +106 2 2 0.035451432887178884 0.9651696 0.03480039 2.9798488E-05 2 1 0 +108 2 2 0.02539346900894791 0.97492623 0.025073528 4.914205E-07 2 1 0 +109 2 2 0.010955823550611778 0.989104 0.010894373 1.8228092E-06 2 1 0 +111 2 2 0.064874652452474105 0.93718493 0.06280472 1.0175524E-05 2 1 0 +112 2 2 0.065967573668299667 0.9361612 0.06382524 1.3542564E-05 2 1 0 +113 2 2 0.010099395894045529 0.98995143 0.010046235 2.2420422E-06 2 1 0 +115 2 2 0.025224193337550441 0.9750913 0.024892632 1.615105E-05 2 1 0 +117 2 2 0.040344238358527816 0.96045876 0.039539583 1.5799143E-06 2 1 0 +120 2 2 0.02318047647021565 0.9770861 0.022909554 4.537731E-06 2 1 0 +121 2 2 0.023067445323975651 0.9771966 0.022788834 1.4752109E-05 2 1 0 +122 2 2 0.010407897593236567 0.9896461 0.010353751 3.0826786E-08 2 1 0 +123 2 2 0.3268478109707687 0.7211935 0.27864572 0.00016074626 2 1 0 +125 2 2 0.24618388448271417 0.78177845 0.21820657 1.498082E-05 2 1 0 +128 2 2 0.0093602944019322582 0.9906834 0.009315706 7.625066E-07 2 1 0 +129 2 1 0.72903371465671218 0.517586 0.48237488 3.915742E-05 1 2 0 +131 2 2 0.50473360924795707 0.60366637 0.3962909 4.2747015E-05 2 1 0 +132 2 2 0.0054111588821948668 0.99460346 0.0053958558 4.5496841E-07 2 1 0 +133 2 1 0.80138632910758123 0.5511005 0.44870648 0.00019297059 1 2 0 +137 2 2 0.13871576668047261 0.8704754 0.12949541 2.8931609E-05 2 1 0 +138 2 2 0.41129950849971153 0.6627884 0.33667925 0.0005324046 2 1 0 +141 2 2 0.15623071913140255 0.8553618 0.14447537 0.00016272673 2 1 0 +144 2 2 0.0057010728771068496 0.99431515 0.005683601 1.4550411E-06 2 1 0 +145 2 2 0.050842734596971917 0.9504281 0.04954274 2.9357496E-05 2 1 0 +147 2 2 0.1444256224627285 0.8655193 0.13441183 6.885606E-05 2 1 0 +0 0 0 0.0038471219092532103 0.99616027 0.0038398658 4.272304E-13 0 1 2 +1 0 0 0.012569414513148094 0.98750925 0.012490312 1.16851225E-11 0 1 2 +2 0 0 0.0067682510684477139 0.9932546 0.0067451415 3.889237E-12 0 1 2 +3 0 0 0.017426475046109894 0.9827245 0.017275961 4.7416498E-11 0 1 2 +4 0 0 0.0033359676846921181 0.9966696 0.003330729 3.6924307E-13 0 1 2 +7 0 0 0.0071029796876616886 0.9929222 0.0070774616 2.3269897E-12 0 1 2 +12 0 0 0.013135919395226348 0.98695 0.013049681 9.69176E-12 0 1 2 +13 0 0 0.006740587102816476 0.9932821 0.006718063 5.392806E-12 0 1 2 +14 0 0 0.00042721812913112326 0.9995729 0.00042694033 4.819717E-16 0 1 2 +15 0 0 0.00056550992629539202 0.99943465 0.00056577666 3.0879463E-15 0 1 2 +16 0 0 0.0010137330102610047 0.9989868 0.0010132674 2.4230277E-14 0 1 2 +17 0 0 0.003937715283349302 0.99607 0.0039304383 7.4476986E-13 0 1 2 +19 0 0 0.00293255272107629 0.99707174 0.0029287196 3.5780553E-13 0 1 2 +22 0 0 0.0011405890557899762 0.99886006 0.0011397742 6.27105E-14 0 1 2 +23 0 0 0.01713659836841247 0.9830094 0.01699105 7.186254E-11 0 1 2 +24 0 0 0.030869489575278578 0.9696021 0.030398024 1.229949E-10 0 1 2 +26 0 0 0.010402657749792236 0.98965126 0.010348479 1.5896721E-11 0 1 2 +27 0 0 0.0050296697692560326 0.99498296 0.0050173127 6.650896E-13 0 1 2 +29 0 0 0.018460284327568528 0.98170906 0.018290574 4.4078418E-11 0 1 2 +30 0 0 0.021263117789093924 0.97896135 0.021038212 5.088387E-11 0 1 2 +33 0 0 0.00067328225244051433 0.99932694 0.0006728331 2.645334E-15 0 1 2 +34 0 0 0.013916015058125409 0.98618037 0.013819583 9.011755E-12 0 1 2 +36 0 0 0.0020971218736402456 0.9979051 0.0020952104 4.3312952E-14 0 1 2 +38 0 0 0.012599956415221663 0.9874791 0.012520914 3.2850903E-11 0 1 2 +39 0 0 0.0066385190914096566 0.99338347 0.006616723 1.6090942E-12 0 1 2 +42 0 0 0.0082874029946546218 0.99174684 0.008253521 1.1761102E-11 0 1 2 +43 0 0 0.0088386780169330721 0.99120027 0.0087993285 2.8893552E-11 0 1 2 +47 0 0 0.010122275828759237 0.9899288 0.010071042 1.2646444E-11 0 1 2 +49 0 0 0.0062646587177839679 0.9937549 0.0062455637 1.729813E-12 0 1 2 +53 1 1 0.10698867632136459 0.89853585 0.09846105 0.0030030068 1 2 0 +55 1 1 0.13397672143525333 0.8746104 0.12360578 0.0017838533 1 2 0 +57 1 1 0.034013499575166965 0.96655846 0.030011753 0.0034298701 1 0 2 +58 1 1 0.014321588595529325 0.9857805 0.010956884 0.0032627187 1 2 0 +59 1 1 0.089034322664890295 0.9148142 0.07726592 0.007920011 1 2 0 +61 1 1 0.037737148309352063 0.962966 0.028062146 0.008971874 1 2 0 +62 1 1 0.010682094145451054 0.98937476 0.00659236 0.004032912 1 2 0 +65 1 1 0.013174752701392319 0.98691165 0.010195948 0.002892394 1 0 2 +67 1 1 0.011484394147178454 0.9885813 0.007202252 0.0042163264 1 0 2 +75 1 1 0.013111581404427745 0.986974 0.0077194124 0.005306578 1 0 2 +78 1 1 0.11794544915001207 0.88874453 0.108638965 0.0026165938 1 2 0 +80 1 1 0.019020538797954168 0.9811592 0.010528394 0.008312513 1 2 0 +81 1 1 0.015925180791274182 0.98420095 0.011949363 0.0038497108 1 0 2 +83 1 2 2.0406980454630639 0.87002933 0.12993798 3.258634E-05 2 1 0 +84 1 1 0.43994994621280786 0.64406866 0.35437283 0.0015585137 1 2 0 +85 1 1 0.05211593834564536 0.9492188 0.04295896 0.007822319 1 2 0 +86 1 1 0.024243581990507159 0.97604793 0.020361558 0.0035904064 1 2 0 +87 1 1 0.065390833308409307 0.9367013 0.061896957 0.0014018206 1 2 0 +89 1 1 0.062605639482612899 0.9393138 0.055903245 0.0047830124 1 2 0 +94 1 1 0.064166784413406702 0.93784857 0.058178328 0.003973016 1 2 0 +101 2 2 0.016407972136600949 0.9837259 0.016270882 3.321601E-06 2 1 0 +103 2 2 0.021377102120025193 0.97884977 0.021148358 1.7575348E-06 2 1 0 +107 2 2 0.015548256759951539 0.984572 0.015427698 2.396388E-07 2 1 0 +110 2 2 0.31425472469679994 0.730333 0.26941967 0.0002474155 2 1 0 +114 2 2 0.0015654293382317786 0.9984358 0.0015639706 3.5057428E-07 2 1 0 +116 2 2 0.082808513856507754 0.9205274 0.07945967 1.3067251E-05 2 1 0 +118 2 2 8.392686160427524E-05 0.9999161 8.372341E-05 1.07175394E-10 2 1 0 +119 2 2 0.085332889130497608 0.9182066 0.081782915 1.0257855E-05 2 1 0 +124 2 2 0.03029776689626696 0.9701566 0.02983821 5.02674E-06 2 1 0 +126 2 2 0.42805961427942696 0.65177256 0.34790462 0.00032288703 2 1 0 +127 2 2 0.37273980651049665 0.68884444 0.31086212 0.0002934189 2 1 0 +130 2 2 0.023508540435441566 0.97676563 0.023233732 5.989922E-07 2 1 0 +134 2 2 0.039031011947558585 0.9617209 0.038277302 1.6219885E-06 2 1 0 +135 2 2 0.01278401224870694 0.98729736 0.012701993 5.567945E-07 2 1 0 +136 2 2 0.0040655412946085491 0.9959427 0.0040563564 8.3937186E-07 2 1 0 +139 2 2 0.12014629655188541 0.8867907 0.11317021 3.931525E-05 2 1 0 +140 2 2 0.0054330927887431615 0.99458164 0.0054175323 7.817332E-07 2 1 0 +142 2 2 0.016407972136600949 0.9837259 0.016270882 3.321601E-06 2 1 0 +143 2 2 0.0040641049565237689 0.99594414 0.00405544 2.884136E-07 2 1 0 +146 2 2 0.063336850854471993 0.93862724 0.061356686 1.6151482E-05 2 1 0 +148 2 2 0.013229351377581255 0.9868578 0.013137038 5.0962526E-06 2 1 0 +149 2 2 0.090927626330238626 0.9130838 0.086879514 3.6539095E-05 2 1 0 diff --git a/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris-out.txt b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris-out.txt new file mode 100644 index 0000000000..486e57d063 --- /dev/null +++ b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris-out.txt @@ -0,0 +1,69 @@ +maml.exe TrainTest test=%Data% tr=MulticlassLogisticRegression{l1=0.001 l2=0.1 ot=1e-3 nt=1} norm=No dout=%Output% data=%Data% out=%Output% seed=1 xf=Term{col=Label} +Not adding a normalizer. +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 15 of 15 weights. +Not training a calibrator because it is not needed. + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 50 | 0 | 0 | 1.0000 + 1 || 0 | 48 | 2 | 0.9600 + 2 || 0 | 1 | 49 | 0.9800 + ||======================== +Precision ||1.0000 |0.9796 |0.9608 | +Accuracy(micro-avg): 0.980000 +Accuracy(macro-avg): 0.980000 +Log-loss: 0.072171 +Log-loss reduction: 0.934307 + +OVERALL RESULTS +--------------------------------------- +Accuracy(micro-avg): 0.980000 (0.0000) +Accuracy(macro-avg): 0.980000 (0.0000) +Log-loss: 0.072171 (0.0000) +Log-loss reduction: 0.934307 (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%) 150 examples Total Terms: 3 +[1] 'Building term dictionary' finished in %Time%. +[2] 'LBFGS data prep' started. +[2] 'LBFGS data prep' finished in %Time%. +[3] 'LBFGS Optimizer' started. +[3] (%Time%) 0 iterations Loss: 1.0986123085021973 +[3] (%Time%) 1 iterations Loss: 1.0905367136001587 Improvement: 0.008076 +[3] (%Time%) 2 iterations Loss: 0.9643579721450806 Improvement: 0.1026 +[3] (%Time%) 3 iterations Loss: 0.8744664788246155 Improvement: 0.09291 +[3] (%Time%) 4 iterations Loss: 0.5320777893066406 Improvement: 0.2808 +[3] (%Time%) 5 iterations Loss: 0.46059277653694153 Improvement: 0.1236 +[3] (%Time%) 6 iterations Loss: 0.3816203474998474 Improvement: 0.09013 +[3] (%Time%) 7 iterations Loss: 0.30150866508483887 Improvement: 0.08262 +[3] (%Time%) 8 iterations Loss: 0.2300996482372284 Improvement: 0.07421 +[3] (%Time%) 9 iterations Loss: 0.17089761793613434 Improvement: 0.06295 +[3] (%Time%) 10 iterations Loss: 0.14316241443157196 Improvement: 0.03654 +[3] (%Time%) 11 iterations Loss: 0.13538695871829987 Improvement: 0.01497 +[3] (%Time%) 12 iterations Loss: 0.1333189457654953 Improvement: 0.005293 +[3] (%Time%) 13 iterations Loss: 0.1324920654296875 Improvement: 0.001943 +[3] (%Time%) 14 iterations Loss: 0.12458539754152298 Improvement: 0.006416 +[3] (%Time%) 15 iterations Loss: 0.12058520317077637 Improvement: 0.004604 +[3] (%Time%) 16 iterations Loss: 0.11920197308063507 Improvement: 0.002188 +[3] (%Time%) 17 iterations Loss: 0.11719390004873276 Improvement: 0.002053 +[3] (%Time%) 18 iterations Loss: 0.11614812910556793 Improvement: 0.001298 +[3] (%Time%) 19 iterations Loss: 0.10976506769657135 Improvement: 0.005112 +[3] (%Time%) 20 iterations Loss: 0.10612064599990845 Improvement: 0.004011 +[3] (%Time%) 21 iterations Loss: 0.10421531647443771 Improvement: 0.002432 +[3] (%Time%) 22 iterations Loss: 0.10305865108966827 Improvement: 0.001475 +[3] (%Time%) 23 iterations Loss: 0.10216443985700607 Improvement: 0.00104 +[3] (%Time%) 24 iterations Loss: 0.10154400020837784 Improvement: 0.0007252 +[3] 'LBFGS Optimizer' finished in %Time%. +[4] 'Saving model' started. +[4] 'Saving model' finished in %Time%. diff --git a/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris.txt b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris.txt new file mode 100644 index 0000000000..1f136318b1 --- /dev/null +++ b/test/BaselineOutput/Common/MulticlassLogisticRegression/osx-arm64/MulticlassLogisticRegression-TrainTest-iris.txt @@ -0,0 +1,151 @@ +Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class +0 0 0 0.0011148704666220459 0.99888575 0.0011145204 1.3776857E-13 0 1 2 +1 0 0 0.0070600595001449043 0.9929648 0.007035469 5.980848E-12 0 1 2 +2 0 0 0.0023107383603406979 0.9976919 0.002307759 1.30608E-12 0 1 2 +3 0 0 0.0071973505498515739 0.9928285 0.0071717617 1.5530932E-11 0 1 2 +4 0 0 0.00077247645619236299 0.9992278 0.0007718982 9.492881E-14 0 1 2 +5 0 0 0.00070763824108637647 0.9992926 0.00070762733 1.7460614E-13 0 1 2 +6 0 0 0.0015249548965825181 0.9984762 0.0015239433 1.9716312E-12 0 1 2 +7 0 0 0.0023698852189009997 0.9976329 0.0023674963 7.53184E-13 0 1 2 +8 0 0 0.01027010486628236 0.98978245 0.010217615 4.4595366E-11 0 1 2 +9 0 0 0.0076313190029468729 0.9923977 0.0076022604 3.5732832E-12 0 1 2 +10 0 0 0.00077915735755335308 0.99922115 0.0007790165 3.6408105E-14 0 1 2 +11 0 0 0.0034885388576309144 0.99651754 0.0034823413 2.83667E-12 0 1 2 +12 0 0 0.0075292801506795124 0.992499 0.0075008543 4.1048614E-12 0 1 2 +13 0 0 0.0024023278603287428 0.99760056 0.0023991016 1.5549362E-12 0 1 2 +14 0 0 8.1065602621708377E-05 0.99991894 8.0906575E-05 1.6902284E-16 0 1 2 +15 0 0 5.149973917474053E-05 0.9999485 5.1647687E-05 6.3881086E-16 0 1 2 +16 0 0 0.00015259953334155612 0.9998474 0.00015233555 7.692787E-15 0 1 2 +17 0 0 0.0010471460236901183 0.9989534 0.0010464673 2.6370047E-13 0 1 2 +18 0 0 0.0010852740224894391 0.9989153 0.0010850534 7.665227E-14 0 1 2 +19 0 0 0.00050831837325152984 0.9994918 0.00050798786 8.2925454E-14 0 1 2 +20 0 0 0.0050735213310076762 0.9949393 0.005060825 1.1999263E-12 0 1 2 +21 0 0 0.00068950576665922968 0.99931073 0.00068974565 3.0276918E-13 0 1 2 +22 0 0 0.00016690693355841423 0.9998331 0.00016714552 1.24774365E-14 0 1 2 +23 0 0 0.0060968509418567766 0.9939217 0.006078474 3.6398856E-11 0 1 2 +24 0 0 0.011000658927949667 0.9890596 0.010940627 2.9289283E-11 0 1 2 +25 0 0 0.015137646970205936 0.98497635 0.015023758 2.1512653E-11 0 1 2 +26 0 0 0.0030670062937996402 0.9969377 0.003062062 6.018899E-12 0 1 2 +27 0 0 0.0016346217426049894 0.9983667 0.0016332197 2.287227E-13 0 1 2 +28 0 0 0.0016097859543283302 0.9983915 0.0016089765 1.9991067E-13 0 1 2 +29 0 0 0.0072956329818799339 0.9927309 0.007268736 1.3519734E-11 0 1 2 +30 0 0 0.010519988636096064 0.98953515 0.010464923 1.956453E-11 0 1 2 +31 0 0 0.0020780682572110079 0.9979241 0.0020754703 9.251467E-13 0 1 2 +32 0 0 0.0001897991996934539 0.9998102 0.00019020819 2.480733E-15 0 1 2 +33 0 0 8.392686160427524E-05 0.9999161 8.372972E-05 5.0225263E-16 0 1 2 +34 0 0 0.0076313190029468729 0.9923977 0.0076022604 3.5732832E-12 0 1 2 +35 0 0 0.0015668620918511083 0.99843436 0.0015660885 2.637719E-13 0 1 2 +36 0 0 0.00075529720050108832 0.999245 0.00075494894 2.1162744E-14 0 1 2 +37 0 0 0.0076313190029468729 0.9923977 0.0076022604 3.5732832E-12 0 1 2 +38 0 0 0.0048484729816518539 0.99516326 0.0048371274 1.0765147E-11 0 1 2 +39 0 0 0.0023670174117273336 0.9976358 0.0023640736 5.7310146E-13 0 1 2 +40 0 0 0.00071431870928224299 0.99928594 0.0007139834 1.5880794E-13 0 1 2 +41 0 0 0.058616606694306482 0.94306827 0.05693195 1.3674992E-09 0 1 2 +42 0 0 0.0023202972115890941 0.9976824 0.002317787 2.964662E-12 0 1 2 +43 0 0 0.0018701744864162277 0.9981316 0.0018682877 1.1569887E-11 0 1 2 +44 0 0 0.0022153938202876546 0.99778706 0.0022129146 3.5982877E-12 0 1 2 +45 0 0 0.0066394791182328066 0.9933825 0.0066177957 1.5050398E-11 0 1 2 +46 0 0 0.00079442815684458367 0.9992059 0.0007942036 9.45553E-14 0 1 2 +47 0 0 0.0033950556005307988 0.9966107 0.0033896863 3.7430263E-12 0 1 2 +48 0 0 0.00078011177567713298 0.9992202 0.00078014436 4.7848332E-14 0 1 2 +49 0 0 0.0023355318196242821 0.9976672 0.0023323793 6.583122E-13 0 1 2 +50 1 1 0.0060477374096205563 0.9939705 0.0040119863 0.002017312 1 2 0 +51 1 1 0.023358802522272765 0.9769119 0.018574875 0.0045133037 1 2 0 +52 1 1 0.03167006942034075 0.9688262 0.030503416 0.0006706227 1 2 0 +53 1 1 0.085153806889826739 0.918371 0.080720015 0.0009088988 1 2 0 +54 1 1 0.063849951086753426 0.93814576 0.061179116 0.0006753106 1 2 0 +55 1 1 0.089629429284646664 0.9142699 0.08488794 0.00084198435 1 2 0 +56 1 1 0.08483648364691608 0.9186625 0.07830901 0.0030285995 1 2 0 +57 1 1 0.019588462132268222 0.98060215 0.016944302 0.0024533693 1 0 2 +58 1 1 0.0099349166147827024 0.9901143 0.008975584 0.0009100606 1 2 0 +59 1 1 0.092321899949188477 0.9118116 0.08203742 0.006150943 1 2 0 +60 1 1 0.014485823445928967 0.9856186 0.012574332 0.0018072706 1 2 0 +61 1 1 0.045088304308168195 0.95591307 0.037453618 0.006633371 1 2 0 +62 1 1 0.0040779297962239254 0.9959304 0.00350171 0.00056805444 1 2 0 +63 1 1 0.10219954324186892 0.9028494 0.09655303 0.0005976357 1 2 0 +64 1 1 0.04381778370401148 0.95712835 0.040380865 0.0024907354 1 0 2 +65 1 1 0.0080509348386470451 0.9919814 0.004386741 0.0036320223 1 0 2 +66 1 1 0.25712513878794285 0.77327144 0.22504078 0.0016878267 1 2 0 +67 1 1 0.0046958738522607582 0.99531513 0.0024410768 0.002243941 1 0 2 +68 1 1 0.42020607515071323 0.65691143 0.3430131 7.5479635E-05 1 2 0 +69 1 1 0.0088743981357345281 0.99116486 0.006175138 0.002660179 1 2 0 +70 1 2 1.119156119237483 0.67287296 0.32655525 0.00057173334 2 1 0 +71 1 1 0.010574322077426965 0.9894814 0.006254719 0.0042638187 1 0 2 +72 1 1 0.61366271154662444 0.5413644 0.45859504 4.0561474E-05 1 2 0 +73 1 1 0.03377105479336788 0.9667928 0.03281732 0.0003900002 1 2 0 +74 1 1 0.0076222497957970196 0.9924067 0.004714336 0.0028790454 1 2 0 +75 1 1 0.0093469378209280057 0.9906966 0.006279014 0.0030244375 1 2 0 +76 1 1 0.03111313795737956 0.9693659 0.030329114 0.00030520634 1 2 0 +77 1 1 0.36622901478232017 0.693344 0.30640054 0.00025561816 1 2 0 +78 1 1 0.12305449703206547 0.8842155 0.11444254 0.0013420355 1 2 0 +79 1 1 0.017178073477986378 0.9829686 0.016676014 0.00035517136 1 0 2 +80 1 1 0.0099248633048492161 0.9901242 0.007182131 0.002693587 1 2 0 +81 1 1 0.0061249768712999088 0.99389374 0.0037273536 0.0023786854 1 0 2 +82 1 1 0.01018477684487269 0.9898669 0.0059374967 0.0041955533 1 0 2 +83 1 2 1.7848181575763675 0.8321596 0.16782758 1.2941472E-05 2 1 0 +84 1 1 0.40771368629306376 0.6651693 0.33338308 0.0014476714 1 2 0 +85 1 1 0.073538094082338953 0.92910075 0.061388977 0.009510201 1 2 0 +86 1 1 0.02568532133252191 0.97464174 0.023907999 0.0014502493 1 2 0 +87 1 1 0.047872087095895285 0.9532557 0.046538867 0.00020534953 1 2 0 +88 1 1 0.023007854444924543 0.9772548 0.014006073 0.008739044 1 2 0 +89 1 1 0.051250957163473519 0.9500402 0.047992557 0.0019672096 1 2 0 +90 1 1 0.088376539509711596 0.9154161 0.08403013 0.0005538561 1 2 0 +91 1 1 0.054428086534615831 0.9470266 0.051642187 0.0013313727 1 2 0 +92 1 1 0.011075027413584841 0.9889861 0.008220732 0.002793185 1 2 0 +93 1 1 0.01437425449213319 0.98572856 0.011792642 0.002478861 1 0 2 +94 1 1 0.049662849884455844 0.9515502 0.046534896 0.0019149618 1 2 0 +95 1 1 0.013598453800202021 0.9864936 0.00785744 0.0056490703 1 2 0 +96 1 1 0.025311486855273613 0.97500616 0.020882485 0.004111272 1 2 0 +97 1 1 0.01101301311502036 0.9890474 0.00809153 0.002861004 1 2 0 +98 1 1 0.081760169588047965 0.92149293 0.0778774 0.00062952057 1 0 2 +99 1 1 0.023015234494193421 0.9772476 0.018569632 0.0041829064 1 2 0 +100 2 2 0.00011158612051911557 0.9998884 0.00011122978 4.3882338E-09 2 1 0 +101 2 2 0.013729575340933843 0.98636425 0.0136345485 1.266714E-06 2 1 0 +102 2 2 0.010888574253525379 0.9891705 0.010829585 1.6294389E-07 2 1 0 +103 2 2 0.025930890575031128 0.9744024 0.025596872 6.894996E-07 2 1 0 +104 2 2 0.0015621459522632778 0.9984391 0.0015607552 3.6407382E-08 2 1 0 +105 2 2 0.0026502530714843367 0.99735326 0.0026466271 2.7263904E-09 2 1 0 +106 2 2 0.030433677359253137 0.97002476 0.0299635 1.159951E-05 2 1 0 +107 2 2 0.024480795647284091 0.9758164 0.024183862 4.4924544E-08 2 1 0 +108 2 2 0.011575682088038546 0.98849106 0.01150899 3.3041104E-08 2 1 0 +109 2 2 0.0019807750421713521 0.9980212 0.0019784786 1.6299222E-07 2 1 0 +110 2 2 0.1668877744415341 0.8462946 0.15360819 9.722446E-05 2 1 0 +111 2 2 0.031444061158942889 0.96904516 0.030953335 1.3455377E-06 2 1 0 +112 2 2 0.023395533219334613 0.976876 0.023122288 1.6099556E-06 2 1 0 +113 2 2 0.004405951750777239 0.99560374 0.0043958076 3.048161E-07 2 1 0 +114 2 2 0.00051786001087093976 0.9994823 0.00051763566 9.5351375E-08 2 1 0 +115 2 2 0.0073614401801424031 0.9926656 0.0073315674 2.597062E-06 2 1 0 +116 2 2 0.085010512269807784 0.9185026 0.08149283 4.67563E-06 2 1 0 +117 2 2 0.010475174804130676 0.9895795 0.0104205115 1.4943078E-07 2 1 0 +118 2 2 8.392686160427524E-05 0.9999161 8.4219195E-05 7.1131295E-12 2 1 0 +119 2 2 0.14243270625738888 0.8672459 0.13275184 2.228693E-06 2 1 0 +120 2 2 0.0058665359402536059 0.99415064 0.0058489824 4.4902038E-07 2 1 0 +121 2 2 0.011418315077759932 0.9886466 0.011349821 3.4921036E-06 2 1 0 +122 2 2 0.0027408576136189505 0.9972629 0.0027368125 8.6288726E-10 2 1 0 +123 2 2 0.21712063090760428 0.8048329 0.19513033 3.696039E-05 2 1 0 +124 2 2 0.018555186660661513 0.9816159 0.018382292 1.7941145E-06 2 1 0 +125 2 2 0.13317062821825568 0.8753157 0.12468223 2.215571E-06 2 1 0 +126 2 2 0.30929185172157869 0.7339665 0.26592687 0.00010682235 2 1 0 +127 2 2 0.28011468210882728 0.7556971 0.24416323 0.00013955706 2 1 0 +128 2 2 0.0030803390471882929 0.9969244 0.0030754893 6.93042E-08 2 1 0 +129 2 2 0.5607895853823287 0.5707582 0.42923495 6.927903E-06 2 1 0 +130 2 2 0.026384817227264001 0.9739602 0.026039718 7.690115E-08 2 1 0 +131 2 2 0.22129675374786231 0.8014788 0.19851315 7.966131E-06 2 1 0 +132 2 2 0.0015125382870987553 0.9984886 0.0015110222 3.6266687E-08 2 1 0 +133 2 1 0.80010965478119345 0.55066234 0.4492797 5.7917074E-05 1 2 0 +134 2 2 0.10865733918867169 0.89703774 0.10296163 7.100352E-07 2 1 0 +135 2 2 0.0060692055433251568 0.9939492 0.0060508684 4.8325873E-08 2 1 0 +136 2 2 0.0014610229435586669 0.99854004 0.0014594739 3.6343258E-07 2 1 0 +137 2 2 0.085431109138005057 0.9181164 0.08187672 6.785138E-06 2 1 0 +138 2 2 0.31214448263984934 0.7318758 0.26789987 0.00022450527 2 1 0 +139 2 2 0.059142087199894701 0.94257283 0.057418868 8.503209E-06 2 1 0 +140 2 2 0.0018873131884692992 0.99811447 0.0018852964 1.5602878E-07 2 1 0 +141 2 2 0.047074804913225708 0.95401603 0.0459597 2.4441237E-05 2 1 0 +142 2 2 0.013729575340933843 0.98636425 0.0136345485 1.266714E-06 2 1 0 +143 2 2 0.0020265834982710466 0.99797547 0.0020240443 7.197046E-08 2 1 0 +144 2 2 0.0010843193130689751 0.99891627 0.0010831588 1.3605347E-07 2 1 0 +145 2 2 0.014166328018634792 0.98593354 0.0140630165 3.5111582E-06 2 1 0 +146 2 2 0.04495238264372909 0.956043 0.04395422 2.8865643E-06 2 1 0 +147 2 2 0.067826276148074821 0.9344228 0.065563805 1.3508331E-05 2 1 0 +148 2 2 0.005008703171980048 0.9950038 0.0049937237 2.5133447E-06 2 1 0 +149 2 2 0.081482913321255249 0.92174846 0.07823061 2.0680885E-05 2 1 0 diff --git a/test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer-out.txt b/test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer-out.txt new file mode 100644 index 0000000000..7534310404 --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer-out.txt @@ -0,0 +1,50 @@ +maml.exe TrainTest test=%Data% tr=WeightedEnsemble{bp=AvgPer nm=3 tp=-} dout=%Output% loader=Text{col=Label:BL:0 col=Features:R4:1-9} data=%Data% out=%Output% seed=1 +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Training 3 learners for the batch 1 +Beginning training model 1 of 3 +Warning: Training data does not support shuffling, so ignoring request to shuffle +Warning: Skipped 260 instances with missing features during training (over 10 iterations; 26 inst/iter) +Trainer 1 of 3 finished in %Time% +Beginning training model 2 of 3 +Warning: Training data does not support shuffling, so ignoring request to shuffle +Warning: Skipped 150 instances with missing features during training (over 10 iterations; 15 inst/iter) +Trainer 2 of 3 finished in %Time% +Beginning training model 3 of 3 +Warning: Training data does not support shuffling, so ignoring request to shuffle +Warning: Skipped 110 instances with missing features during training (over 10 iterations; 11 inst/iter) +Trainer 3 of 3 finished in %Time% +Training calibrator. +Warning: The predictor produced non-finite prediction values on 16 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable. +TEST POSITIVE RATIO: 0.3499 (239.0/(239.0+444.0)) +Confusion table + ||====================== +PREDICTED || positive | negative | Recall +TRUTH ||====================== + positive || 231 | 8 | 0.9665 + negative || 10 | 434 | 0.9775 + ||====================== +Precision || 0.9585 | 0.9819 | +OVERALL 0/1 ACCURACY: 0.973646 +LOG LOSS/instance: 0.110238 +Test-set entropy (prior Log-Loss/instance): 0.934003 +LOG-LOSS REDUCTION (RIG): 0.881972 +AUC: 0.996325 + +OVERALL RESULTS +--------------------------------------- +AUC: 0.996325 (0.0000) +Accuracy: 0.973646 (0.0000) +Positive precision: 0.958506 (0.0000) +Positive recall: 0.966527 (0.0000) +Negative precision: 0.981900 (0.0000) +Negative recall: 0.977477 (0.0000) +Log-loss: 0.110238 (0.0000) +Log-loss reduction: 0.881972 (0.0000) +F1 Score: 0.962500 (0.0000) +AUPRC: 0.992721 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer.txt b/test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer.txt new file mode 100644 index 0000000000..e578758eda --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsemble/osx-arm64/WE-AvgPer-TrainTest-breast-cancer.txt @@ -0,0 +1,700 @@ +Instance Label Score Probability Log-loss Assigned +0 0 -3.738268 0.019407371 0.028274177879632205 0 +1 0 2.9472704 0.9071518 3.4289825320928933 1 +2 0 -4.4419746 0.010198148 0.014788353232391374 0 +3 0 2.986452 0.91016823 3.4766304380597668 1 +4 0 -3.5572667 0.022874368 0.033384029623685106 0 +5 1 10.030309 0.99985665 0.00020682396203843928 1 +6 0 -2.3605843 0.066329174 0.099014089955006657 0 +7 0 -4.992386 0.006145392 0.0088932811010318073 0 +8 0 -4.683963 0.008164358 0.011827025269562587 0 +9 0 -4.2586675 0.012065652 0.017512922218736418 0 +10 0 -5.7579794 0.003030199 0.0043782901033573973 0 +11 0 -5.652498 0.0033406555 0.0048276152798497982 0 +12 1 -0.49986362 0.2852852 1.8095231665202889 0 +13 0 -5.1456814 0.0053351275 0.0077175673999722635 0 +14 1 7.5223265 0.9985335 0.0021172834621780222 1 +15 1 1.638257 0.7436518 0.42730081421702953 1 +16 0 -4.556242 0.009181881 0.013307844101035643 0 +17 0 -4.289057 0.011734198 0.017028976282173813 0 +18 1 6.982745 0.9975831 0.0034910827706215904 1 +19 0 -3.187479 0.031936005 0.046825672835095665 0 +20 1 5.8051014 0.9928283 0.010383841783236978 1 +21 1 7.010026 0.99764335 0.0034039375442231515 1 +22 0 -5.10437 0.005542395 0.0080182267005007406 0 +23 1 ? ? ? 0 +24 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +25 1 0.897665 0.59339666 0.75293127950561234 1 +26 0 -4.620947 0.008651594 0.012535917693093913 0 +27 0 -4.0081143 0.015174806 0.022060425445491177 0 +28 0 -5.652498 0.0033406555 0.0048276152798497982 0 +29 0 -6.039849 0.00233462 0.0033720826473683787 0 +30 0 -4.9185214 0.006578372 0.0095219383371659885 0 +31 0 -5.3906345 0.004255306 0.0061522078953796626 0 +32 1 6.630596 0.9966525 0.0048375462257031088 1 +33 0 -5.0246115 0.0059654796 0.0086321410137232147 0 +34 0 -4.889058 0.0067594172 0.0097848851791912557 0 +35 0 -5.652498 0.0033406555 0.0048276152798497982 0 +36 1 8.000793 0.99905866 0.0013587005999149109 1 +37 0 -1.692574 0.11662217 0.17889747290434713 0 +38 1 4.9043875 0.983615 0.023834386486999249 1 +39 1 0.9984436 0.61574167 0.69960288907907986 1 +40 0 ? ? ? 0 +41 1 2.7321243 0.88892066 0.1698734290666811 1 +42 1 7.673623 0.9987253 0.0018401835805509819 1 +43 1 0.63753796 0.53412634 0.90474705995947746 1 +44 1 8.207812 0.999223 0.0011214186493592648 1 +45 0 -5.920701 0.0026067493 0.0037656544842424168 0 +46 1 4.0385695 0.9641426 0.052681522331917578 1 +47 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +48 0 -3.5572667 0.022874368 0.033384029623685106 0 +49 1 5.503626 0.990536 0.013718722706499369 1 +50 1 3.343049 0.93379426 0.098823374436285291 1 +51 1 -0.19723225 0.34577617 1.5320896472413617 0 +52 1 5.200656 0.9875031 0.018142801150648202 1 +53 1 5.2034616 0.9875352 0.018095953114010289 1 +54 1 5.9823065 0.9939088 0.0088145844557812984 1 +55 1 4.7994804 0.9819704 0.026248514309488907 1 +56 1 6.316436 0.99552494 0.0064706317681734772 1 +57 1 1.6828299 0.7514544 0.41224250934101159 1 +58 1 1.9818888 0.7996017 0.32264660231428366 1 +59 1 1.665535 0.74844587 0.41803011805861362 1 +60 1 1.5219383 0.7225474 0.46883583779903554 1 +61 0 -5.856407 0.0027665086 0.0039967593380763056 0 +62 1 7.5410833 0.99855876 0.0020807700542075469 1 +63 1 -0.015551567 0.3848242 1.3777286181842214 0 +64 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +65 1 3.2980137 0.9311642 0.10289249428113431 1 +66 0 -4.289057 0.011734198 0.017028976282173813 0 +67 1 3.3104668 0.931901 0.10175142971863256 1 +68 1 8.566331 0.9994427 0.00080424301730056371 1 +69 0 -5.7938833 0.0029312274 0.0042350773183419364 0 +70 0 -3.3892317 0.026630145 0.038939998809798891 0 +71 1 5.7077494 0.9921558 0.011361421565394849 1 +72 0 -3.0701742 0.035477098 0.05211260042044711 0 +73 1 7.184511 0.99799484 0.0028957383591989841 1 +74 1 2.5785675 0.87405705 0.19420063943377938 1 +75 0 -4.5817137 0.00896939 0.012998475968654409 0 +76 0 -5.1941376 0.005101817 0.0073792060928969932 0 +77 0 -3.218758 0.031051021 0.045507393933858178 0 +78 0 -4.0441036 0.014683868 0.0213414168390797 0 +79 0 -5.755971 0.003035833 0.0043864426900546019 0 +80 0 -3.5975199 0.022054462 0.032173971123134658 0 +81 0 -4.1851535 0.012906188 0.018740892205652667 0 +82 0 -3.4537416 0.025122134 0.036706607486316573 0 +83 0 -3.1198268 0.03393427 0.049806741833892498 0 +84 1 6.7683554 0.9970529 0.0042580325880637974 1 +85 1 5.2098436 0.98760784 0.01798981049554501 1 +86 1 2.0522451 0.8098557 0.30426322405683814 1 +87 1 4.860861 0.98295134 0.02480809120460643 1 +88 0 -4.289057 0.011734198 0.017028976282173813 0 +89 0 -5.4672575 0.003964498 0.0057309295053400771 0 +90 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +91 0 -4.990079 0.0061584767 0.0089122750619875131 0 +92 0 -4.289057 0.011734198 0.017028976282173813 0 +93 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +94 0 -5.3906345 0.004255306 0.0061522078953796626 0 +95 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +96 0 -5.5382066 0.0037129095 0.0053665651267612545 0 +97 0 -3.738268 0.019407371 0.028274177879632205 0 +98 1 8.737397 0.9995245 0.00068620196061278886 1 +99 1 8.38993 0.9993437 0.00094716133251951037 1 +100 1 4.706624 0.98038036 0.028586517389537335 1 +101 1 -1.4226599 0.1449926 2.7859487754459047 0 +102 0 -3.890808 0.01688985 0.024575025807886251 0 +103 1 1.3917551 0.6976998 0.51932170533863919 1 +104 1 9.46399 0.9997576 0.00034976911637384886 1 +105 1 1.9302034 0.7918084 0.33677667435923625 1 +106 1 9.2541895 0.9997055 0.00042494571667690465 1 +107 1 5.137453 0.98675853 0.019231009183097652 1 +108 0 -5.9007363 0.0026553476 0.0038359519299858949 0 +109 1 4.849698 0.98277694 0.02506408855791066 1 +110 0 -3.5399618 0.023235932 0.033917965672728707 0 +111 1 3.3794346 0.9358506 0.095649828534674339 1 +112 1 8.272346 0.9992681 0.0010562740679413579 1 +113 1 8.882472 0.9995843 0.00059982818132431012 1 +114 0 -3.2419453 0.030410353 0.044553800818252581 0 +115 0 -5.0805492 0.00566553 0.0081968738183016802 0 +116 0 -0.37149525 0.31017247 0.53569238581060752 0 +117 1 7.269722 0.99814695 0.0026758643363441331 1 +118 0 -5.8763533 0.0027159282 0.0039235867187090981 0 +119 0 -4.205779 0.012664694 0.018387978125001526 0 +120 0 -5.319969 0.00454229 0.0065680672727474751 0 +121 0 -3.6576514 0.020882908 0.030446694120004465 0 +122 1 9.622348 0.99979067 0.00030203314854602157 1 +123 1 3.4594145 0.9401634 0.089016616497875595 1 +124 1 6.0973387 0.9945219 0.0079249313395690565 1 +125 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +126 1 6.597886 0.9965497 0.0049863008723421021 1 +127 0 -4.8398457 0.007072917 0.010240319857589488 0 +128 1 4.4939528 0.9762033 0.034746433078818091 1 +129 0 -6.1793385 0.0020518356 0.0029632141673322301 0 +130 0 -3.3892317 0.026630145 0.038939998809798891 0 +131 0 -5.3906345 0.004255306 0.0061522078953796626 0 +132 1 6.8712063 0.99732035 0.003871100926986012 1 +133 0 -4.9544253 0.0063642506 0.0092110145070213294 0 +134 0 -5.205181 0.005050081 0.0073041854934754796 0 +135 0 -3.1072087 0.034320097 0.050383041939027283 0 +136 0 -4.556242 0.009181881 0.013307844101035643 0 +137 0 -5.361168 0.004372712 0.0063223231877638552 0 +138 0 -4.338269 0.011216425 0.016273317006024343 0 +139 0 ? ? ? 0 +140 0 -5.361168 0.004372712 0.0063223231877638552 0 +141 0 -5.9092956 0.002634403 0.0038056552534648661 0 +142 1 3.724496 0.9525894 0.070073610891559848 1 +143 0 -5.0805492 0.00566553 0.0081968738183016802 0 +144 0 -5.652498 0.0033406555 0.0048276152798497982 0 +145 0 ? ? ? 0 +146 1 1.1432838 0.64699894 0.62816474205019357 1 +147 0 -5.908889 0.0026353945 0.0038070893096502569 0 +148 0 -2.1928625 0.07663952 0.11503410589094674 0 +149 1 9.191527 0.9996879 0.00045032085391415828 1 +150 0 -5.7579794 0.003030199 0.0043782901033573973 0 +151 1 4.351611 0.9729352 0.039584374290501351 1 +152 1 8.432736 0.9993692 0.00091033334453149658 1 +153 0 -4.1246023 0.013641708 0.019816297395817094 0 +154 0 -6.457423 0.0015860329 0.0022899782919454546 0 +155 1 2.9329033 0.90602314 0.14238018992585599 1 +156 0 -5.7214613 0.0031342814 0.0045289133535339841 0 +157 0 -5.3906345 0.004255306 0.0061522078953796626 0 +158 0 ? ? ? 0 +159 1 10.745463 0.99992615 0.00010654718652104918 1 +160 1 8.114793 0.999153 0.0012224545059740068 1 +161 0 -4.1494994 0.013334405 0.019366891376986155 0 +162 0 -4.8398457 0.007072917 0.010240319857589488 0 +163 0 -3.5325027 0.023393495 0.034150707360541675 0 +164 0 ? ? ? 0 +165 0 -3.7750587 0.018768411 0.027334415442588356 0 +166 1 6.9524117 0.9975143 0.0035905606102989286 1 +167 1 7.822377 0.9988894 0.0016031667808534577 1 +168 0 -4.8398457 0.007072917 0.010240319857589488 0 +169 0 -5.900486 0.0026559627 0.0038368417503927784 0 +170 0 -5.361168 0.004372712 0.0063223231877638552 0 +171 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +172 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +173 1 11.258599 0.9999541 6.621484007793289E-05 1 +174 1 4.903077 0.9835954 0.02386314919255644 1 +175 1 6.7321196 0.9969525 0.0044033635734041501 1 +176 0 -5.3906345 0.004255306 0.0061522078953796626 0 +177 1 5.343604 0.9890381 0.015901982668991399 1 +178 0 -4.289057 0.011734198 0.017028976282173813 0 +179 1 1.8178949 0.77411205 0.36938569625630185 1 +180 0 -5.7579794 0.003030199 0.0043782901033573973 0 +181 0 -6.457423 0.0015860329 0.0022899782919454546 0 +182 0 -3.187479 0.031936005 0.046825672835095665 0 +183 1 7.024873 0.99767554 0.0033573932890881958 1 +184 1 5.0216036 0.9852783 0.021396799329704182 1 +185 0 -5.2098513 0.0050283596 0.0072726896589810673 0 +186 1 4.5500593 0.9773829 0.033004233508584536 1 +187 1 11.22812 0.9999528 6.8106737307562526E-05 1 +188 1 6.9585476 0.9975284 0.0035702162307141108 1 +189 0 -4.9429703 0.006431802 0.0093090984382543963 0 +190 1 10.454881 0.9999033 0.00013948467255915295 1 +191 1 10.09983 0.9998656 0.00019392347161872577 1 +192 0 -4.0081143 0.015174806 0.022060425445491177 0 +193 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +194 0 -4.8398457 0.007072917 0.010240319857589488 0 +195 0 -4.289057 0.011734198 0.017028976282173813 0 +196 0 5.00879 0.9851049 6.069020170363574 1 +197 0 -2.9226785 0.040468488 0.059597907934809839 0 +198 0 -6.457423 0.0015860329 0.0022899782919454546 0 +199 0 -5.10437 0.005542395 0.0080182267005007406 0 +200 1 8.407546 0.9993543 0.00093184490556906757 1 +201 1 8.602963 0.9994613 0.00077739901311388369 1 +202 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +203 0 -3.738268 0.019407371 0.028274177879632205 0 +204 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +205 1 9.380837 0.99973816 0.00037780935818556969 1 +206 1 6.829487 0.9972149 0.004023636364508496 1 +207 0 -5.7579794 0.003030199 0.0043782901033573973 0 +208 0 -5.7579794 0.003030199 0.0043782901033573973 0 +209 0 -3.5654683 0.022704933 0.033133885138984333 0 +210 1 12.11888 0.9999793 2.9839298506057709E-05 1 +211 1 8.404681 0.99935263 0.00093425422037926294 1 +212 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +213 1 12.0267935 0.9999775 3.2419093932940516E-05 1 +214 1 12.101026 0.999979 3.0269264090181833E-05 1 +215 1 6.851302 0.9972706 0.0039430984031390282 1 +216 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +217 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +218 1 5.9937305 0.9939726 0.0087220128192411102 1 +219 0 -2.3909807 0.06460413 0.096351041159399964 0 +220 0 -5.572739 0.0035962756 0.0051976807018295794 0 +221 1 8.626977 0.99947315 0.00076027761748214545 1 +222 1 -2.4763036 0.059982743 4.059308689128458 0 +223 1 4.5353794 0.9770799 0.033451511302562423 1 +224 1 8.180217 0.99920285 0.0011505066118902478 1 +225 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +226 1 8.736737 0.9995242 0.0006866321218568387 1 +227 1 6.456296 0.99606735 0.0056848071940564888 1 +228 0 -5.7579794 0.003030199 0.0043782901033573973 0 +229 1 11.740766 0.9999707 4.2308352471765759E-05 1 +230 1 5.1917086 0.9874003 0.018293021192954294 1 +231 1 6.7423306 0.9969811 0.0043619621575598806 1 +232 0 1.7194624 0.75774693 2.0454131754185476 1 +233 1 5.4949408 0.99046016 0.013829152973616962 1 +234 0 -3.3749237 0.02697636 0.039453238611965251 0 +235 0 ? ? ? 0 +236 1 9.951018 0.9998457 0.0002226487211611543 1 +237 1 6.384386 0.99579716 0.0060761979539156628 1 +238 1 10.682345 0.9999217 0.0001129970266666251 1 +239 1 4.6218424 0.97880906 0.030900641577567965 1 +240 0 -2.2586493 0.07243091 0.10847334793303066 0 +241 0 -4.1647773 0.013149223 0.019096145947227944 0 +242 0 -5.3906345 0.004255306 0.0061522078953796626 0 +243 0 -3.4550161 0.025093192 0.036663777974401762 0 +244 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +245 0 -3.0360098 0.036577683 0.053759751473398364 0 +246 1 9.549153 0.999776 0.00032319159885338563 1 +247 1 3.0554314 0.9152646 0.12773920256939936 1 +248 0 -3.5497208 0.02303135 0.033615827002927888 0 +249 0 ? ? ? 0 +250 0 -5.9782586 0.0024715518 0.0035701091487018509 0 +251 1 8.237916 0.9992444 0.0010905240888066275 1 +252 0 3.311242 0.93194664 3.877189695297437 1 +253 1 7.673623 0.9987253 0.0018401835805509819 1 +254 1 7.5410833 0.99855876 0.0020807700542075469 1 +255 1 3.8116875 0.9561115 0.06474923636779284 1 +256 0 -5.361168 0.004372712 0.0063223231877638552 0 +257 0 -5.10437 0.005542395 0.0080182267005007406 0 +258 0 -4.8398457 0.007072917 0.010240319857589488 0 +259 0 3.242813 0.9278086 3.7920288633844113 1 +260 1 8.776111 0.9995412 0.0006620271048482008 1 +261 1 9.322225 0.9997235 0.00039896891985811181 1 +262 1 8.625552 0.9994725 0.00076122402098052809 1 +263 1 7.234561 0.9980856 0.0027645164055080333 1 +264 1 4.185087 0.9685563 0.046092205487729791 1 +265 0 -2.427393 0.06259269 0.093252053854255321 0 +266 1 7.066353 0.9977631 0.0032307832747264201 1 +267 1 1.9541712 0.7954498 0.33015722050577884 1 +268 1 7.7044973 0.99876124 0.0017882655641669536 1 +269 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +270 1 5.901843 0.99343985 0.009495471276816889 1 +271 0 -3.738268 0.019407371 0.028274177879632205 0 +272 1 1.9541712 0.7954498 0.33015722050577884 1 +273 1 0.26800728 0.4486621 1.156298767893007 1 +274 0 -4.6976275 0.008062348 0.011678651336700034 0 +275 0 ? ? ? 0 +276 0 -5.10437 0.005542395 0.0080182267005007406 0 +277 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +278 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +279 1 6.1501617 0.9947825 0.007546955930147493 1 +280 0 -4.8398457 0.007072917 0.010240319857589488 0 +281 0 -5.0246115 0.0059654796 0.0086321410137232147 0 +282 1 2.6414633 0.8803408 0.18386593894350356 1 +283 1 5.7269773 0.9922934 0.011161311660882557 1 +284 1 6.3651476 0.9957218 0.0061853538663619624 1 +285 1 10.793363 0.99992937 0.0001019033194709417 1 +286 1 12.527286 0.9999859 2.0380088075209094E-05 1 +287 0 -5.205181 0.005050081 0.0073041854934754796 0 +288 1 1.3048286 0.6804261 0.55548956945811667 1 +289 1 6.3977356 0.9958487 0.0060015034537152416 1 +290 0 -6.457423 0.0015860329 0.0022899782919454546 0 +291 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +292 1 ? ? ? 0 +293 1 5.297948 0.98856926 0.016586049475147857 1 +294 0 ? ? ? 0 +295 1 5.721692 0.9922558 0.011215994634413492 1 +296 0 1.2067633 0.6603289 1.5577897239894434 1 +297 0 ? ? ? 0 +298 0 -2.5324926 0.05711028 0.084839050839779759 0 +299 1 5.4112816 0.98969823 0.0149393946326266 1 +300 1 7.189887 0.9980048 0.0028813490265551982 1 +301 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +302 1 12.611644 0.99998695 1.8832223182178005E-05 1 +303 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +304 1 5.193619 0.9874223 0.018260885851386126 1 +305 1 7.6459265 0.99869215 0.0018880565746969143 1 +306 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +307 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +308 1 5.863059 0.99320114 0.0098421823955161681 1 +309 0 -2.4410834 0.06185165 0.092112020548319032 0 +310 0 -5.755971 0.003035833 0.0043864426900546019 0 +311 0 -6.457423 0.0015860329 0.0022899782919454546 0 +312 1 3.018118 0.9125412 0.132038381969106 1 +313 0 -6.457423 0.0015860329 0.0022899782919454546 0 +314 0 -6.014777 0.0023894233 0.0034513341622706348 0 +315 0 ? ? ? 0 +316 1 3.2541523 0.92851 0.10701063098481373 1 +317 1 6.899477 0.99738955 0.0037710002272127274 1 +318 0 -5.6950455 0.003211785 0.0046410835250086328 0 +319 0 1.4018612 0.6996734 1.7353959028416748 1 +320 1 4.98415 0.98476577 0.022147482456960178 1 +321 0 ? ? ? 0 +322 0 -4.8398457 0.007072917 0.010240319857589488 0 +323 1 4.7439203 0.98103493 0.02762358335373118 1 +324 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +325 0 -4.3253164 0.011350472 0.016468913121531797 0 +326 1 3.3639822 0.9349847 0.096985362520202636 1 +327 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +328 1 3.3186588 0.9323817 0.10100742231351764 1 +329 1 6.433284 0.9959828 0.0058072295118437008 1 +330 1 5.3615503 0.9892171 0.015640912257682788 1 +331 0 -3.3378692 0.027893443 0.04081363155082831 0 +332 0 -3.0079165 0.037507236 0.055152400307940143 0 +333 1 3.9098234 0.9597768 0.059229126462331604 1 +334 1 5.6489344 0.9917196 0.01199582081404962 1 +335 0 -6.457423 0.0015860329 0.0022899782919454546 0 +336 1 4.487195 0.9760573 0.03496226363571129 1 +337 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +338 0 -6.014777 0.0023894233 0.0034513341622706348 0 +339 1 4.9487343 0.98426497 0.022881345182366477 1 +340 1 5.219532 0.9877174 0.017829784132127061 1 +341 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +342 0 -5.9092956 0.002634403 0.0038056552534648661 0 +343 0 -6.457423 0.0015860329 0.0022899782919454546 0 +344 1 6.738328 0.9969699 0.004378177570557586 1 +345 0 -6.457423 0.0015860329 0.0022899782919454546 0 +346 0 -3.3006177 0.028845897 0.042227853749628848 0 +347 0 -5.9716854 0.0024866308 0.0035919176757513343 0 +348 1 -0.55175304 0.27557278 1.859494720355815 0 +349 1 2.1060991 0.81742984 0.29083318447600431 1 +350 0 -3.5227342 0.02360142 0.03445789824350827 0 +351 0 -5.3906345 0.004255306 0.0061522078953796626 0 +352 0 0.039898872 0.39707136 0.72994083743001503 1 +353 1 7.090433 0.9978124 0.0031595107755524859 1 +354 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +355 0 -4.538265 0.009334842 0.013530581523950662 0 +356 1 -0.6269388 0.26186925 1.9330814242164462 0 +357 1 10.028682 0.9998564 0.00020716797669539043 1 +358 1 5.204255 0.98754424 0.018082717513100623 1 +359 1 4.9306307 0.9840027 0.02326580694855097 1 +360 1 11.281142 0.99995506 6.4838916378310478E-05 1 +361 1 5.24152 0.98796237 0.017472009195776982 1 +362 0 -3.727109 0.019605353 0.028565488541002736 0 +363 0 -1.9169598 0.096829005 0.14692893898450018 0 +364 0 -5.3906345 0.004255306 0.0061522078953796626 0 +365 0 -5.652498 0.0033406555 0.0048276152798497982 0 +366 1 10.488206 0.99990624 0.00013527069636485589 1 +367 1 8.676394 0.99949676 0.00072620750501173098 1 +368 0 -6.039849 0.00233462 0.0033720826473683787 0 +369 0 -5.651598 0.0033434357 0.0048316397548951824 0 +370 0 -3.8522348 0.01749439 0.025462449548781112 0 +371 0 -6.039849 0.00233462 0.0033720826473683787 0 +372 0 -4.338269 0.011216425 0.016273317006024343 0 +373 0 -3.6370258 0.021277731 0.031028569473122419 0 +374 0 -4.889058 0.0067594172 0.0097848851791912557 0 +375 0 -6.457423 0.0015860329 0.0022899782919454546 0 +376 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +377 0 -6.014777 0.0023894233 0.0034513341622706348 0 +378 0 -4.0270076 0.014915097 0.021680020599020907 0 +379 0 -1.975359 0.092193685 0.1395435714644632 0 +380 0 -6.457423 0.0015860329 0.0022899782919454546 0 +381 1 8.338668 0.99931175 0.00099328369012960664 1 +382 0 -3.8473744 0.017572058 0.025576501315516878 0 +383 0 -5.9092956 0.002634403 0.0038056552534648661 0 +384 0 -5.9092956 0.002634403 0.0038056552534648661 0 +385 0 -3.6893945 0.02028924 0.029572210240656815 0 +386 1 4.608097 0.978543 0.031292870743108499 1 +387 0 -2.2325287 0.07407582 0.11103402971718652 0 +388 0 -5.502553 0.0038372849 0.0055466807612930477 0 +389 0 -3.5896053 0.02221337 0.032408415864608818 0 +390 0 -5.829537 0.002836136 0.0040974924924899406 0 +391 1 8.47907 0.9993957 0.00087204355947112706 1 +392 0 -5.10437 0.005542395 0.0080182267005007406 0 +393 0 -6.271575 0.001883892 0.0027204449537379777 0 +394 0 -5.3904324 0.004256101 0.0061533595715132158 0 +395 0 -5.10437 0.005542395 0.0080182267005007406 0 +396 0 -4.8398457 0.007072917 0.010240319857589488 0 +397 0 -4.81304 0.0072497097 0.010497217242063378 0 +398 0 -4.6568503 0.008370562 0.012126994935525031 0 +399 0 -5.796669 0.0029236847 0.0042241634349173603 0 +400 1 7.1387615 0.9979081 0.0030211125696380688 1 +401 0 -5.361168 0.004372712 0.0063223231877638552 0 +402 0 -2.985323 0.038271237 0.056298028010942511 0 +403 0 -4.328512 0.011317254 0.016420439689725404 0 +404 0 -5.2677264 0.0047667692 0.0068934371418807308 0 +405 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +406 0 -4.077078 0.014247811 0.02070308643002346 0 +407 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +408 0 -3.9036536 0.016693123 0.024286361649904307 0 +409 0 -4.889058 0.0067594172 0.0097848851791912557 0 +410 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +411 0 ? ? ? 0 +412 1 8.314893 0.9992964 0.0010153988510166489 1 +413 0 -3.3400192 0.027839413 0.040733448691679393 0 +414 1 5.8874817 0.9933524 0.0096224591623897213 1 +415 0 -1.409133 0.14655516 0.22863017556539333 0 +416 1 7.72993 0.9987901 0.0017465947434439401 1 +417 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +418 0 -2.0004616 0.090263166 0.13647882706981834 0 +419 0 -5.6352715 0.003394285 0.004905247735813181 0 +420 0 -2.9377933 0.039927524 0.058784775074048931 0 +421 1 10.155395 0.9998723 0.00018420517835190389 1 +422 0 -2.8563938 0.042924788 0.06329579093541482 0 +423 0 -3.3892317 0.026630145 0.038939998809798891 0 +424 0 -5.361168 0.004372712 0.0063223231877638552 0 +425 1 12.06453 0.99997824 3.1387175208611342E-05 1 +426 0 -2.2380362 0.073726155 0.11048931758560386 0 +427 1 4.6389713 0.97913617 0.030418584784864745 1 +428 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +429 0 -5.652498 0.0033406555 0.0048276152798497982 0 +430 0 -5.455531 0.0040076855 0.0057934849468162103 0 +431 0 -3.0114784 0.03738813 0.054973883085219499 0 +432 0 -3.8581696 0.017400013 0.025323875300941854 0 +433 0 -4.139826 0.013452985 0.019540289530273286 0 +434 0 4.2261925 0.969697 5.0443954952203169 1 +435 1 7.575901 0.9986045 0.0020147210248404315 1 +436 1 5.1114483 0.9864396 0.019697398830138494 1 +437 0 -4.81304 0.0072497097 0.010497217242063378 0 +438 0 -3.7076826 0.019954747 0.029079727940932894 0 +439 0 -4.264912 0.011996795 0.01741237370557348 0 +440 1 8.108878 0.99914837 0.0012291675307738255 1 +441 0 -1.7145677 0.11453667 0.17549553811506005 0 +442 0 -5.0268087 0.005953405 0.008614616616616548 0 +443 0 -6.113205 0.0021813717 0.003150491543471916 0 +444 0 -2.7438335 0.04742516 0.070095648500646729 0 +445 0 -5.9092956 0.002634403 0.0038056552534648661 0 +446 0 -6.457423 0.0015860329 0.0022899782919454546 0 +447 0 -4.264912 0.011996795 0.01741237370557348 0 +448 0 -6.271575 0.001883892 0.0027204449537379777 0 +449 1 8.28597 0.9992773 0.001043021765479907 1 +450 0 -3.8532417 0.017478343 0.025438887049133965 0 +451 0 -4.264912 0.011996795 0.01741237370557348 0 +452 0 -4.61899 0.0086671775 0.012558596780817194 0 +453 1 5.4320784 0.98989314 0.014655304047687313 1 +454 0 -5.4999943 0.0038463688 0.0055598365832204245 0 +455 1 1.1107111 0.6400676 0.64370386418358272 1 +456 1 8.37531 0.99933475 0.00096006856013463606 1 +457 1 7.5455313 0.99856466 0.0020722446509886341 1 +458 0 -4.0833225 0.01416668 0.020584351909383104 0 +459 0 -3.8366928 0.017743936 0.025828925354898606 0 +460 0 -3.5227342 0.02360142 0.03445789824350827 0 +461 0 -3.9842935 0.015508605 0.02254949890416191 0 +462 0 -2.974606 0.038638838 0.05684957307988029 0 +463 0 -4.663095 0.008322616 0.012057240766489088 0 +464 0 -4.81304 0.0072497097 0.010497217242063378 0 +465 1 8.189908 0.99921 0.0011401794574540424 1 +466 1 7.822398 0.99888945 0.0016030806939212961 1 +467 1 5.6803427 0.99195546 0.011652752856256334 1 +468 0 -4.81304 0.0072497097 0.010497217242063378 0 +469 0 -5.990636 0.002443405 0.0035294020597964296 0 +470 0 -4.9185214 0.006578372 0.0095219383371659885 0 +471 0 -2.974606 0.038638838 0.05684957307988029 0 +472 0 -3.5309348 0.023426747 0.034199829731877088 0 +473 0 -4.81304 0.0072497097 0.010497217242063378 0 +474 0 -4.264912 0.011996795 0.01741237370557348 0 +475 0 -5.361168 0.004372712 0.0063223231877638552 0 +476 0 -4.63145 0.008568426 0.012414889524439235 0 +477 0 -4.81304 0.0072497097 0.010497217242063378 0 +478 0 -3.9673371 0.015750606 0.022904175199394316 0 +479 1 6.5661554 0.996447 0.0051349845605430794 1 +480 0 -4.0790634 0.014221965 0.020665259986327789 0 +481 0 -2.716064 0.048602574 0.071879972137842529 0 +482 1 11.649966 0.9999681 4.600609264199643E-05 1 +483 1 8.983756 0.99962157 0.00054606225482140512 1 +484 0 -4.0833225 0.01416668 0.020584351909383104 0 +485 0 -4.84096 0.007065661 0.010229776551850263 0 +486 0 -4.9185214 0.006578372 0.0095219383371659885 0 +487 1 11.399861 0.99995977 5.8045312346478289E-05 1 +488 1 0.5997734 0.5253995 0.92851325063746581 1 +489 1 -0.7618656 0.2384056 2.0685099695248632 0 +490 0 -6.457423 0.0015860329 0.0022899782919454546 0 +491 1 5.2613935 0.9881797 0.017154699644096223 1 +492 0 -4.3703938 0.01089069 0.015798127245404907 0 +493 1 7.905631 0.9989719 0.0014840273826560388 1 +494 0 -0.022896767 0.3832124 0.69715430442922532 0 +495 0 -4.9185214 0.006578372 0.0095219383371659885 0 +496 0 -6.271575 0.001883892 0.0027204449537379777 0 +497 0 -4.5154653 0.009532479 0.013818426726870916 0 +498 0 -4.556242 0.009181881 0.013307844101035643 0 +499 0 -4.556242 0.009181881 0.013307844101035643 0 +500 0 -3.187479 0.031936005 0.046825672835095665 0 +501 0 -4.556242 0.009181881 0.013307844101035643 0 +502 0 -4.1851535 0.012906188 0.018740892205652667 0 +503 0 -4.289057 0.011734198 0.017028976282173813 0 +504 0 -6.457423 0.0015860329 0.0022899782919454546 0 +505 0 -4.766018 0.0075704926 0.010963464059485761 0 +506 1 8.978936 0.9996199 0.00054847092545639903 1 +507 0 -5.4247675 0.004123226 0.0059608548636731155 0 +508 0 -4.264912 0.011996795 0.01741237370557348 0 +509 0 -5.9092956 0.002634403 0.0038056552534648661 0 +510 0 -6.457423 0.0015860329 0.0022899782919454546 0 +511 0 -4.0081143 0.015174806 0.022060425445491177 0 +512 0 -4.264912 0.011996795 0.01741237370557348 0 +513 0 -4.9185214 0.006578372 0.0095219383371659885 0 +514 1 8.539557 0.9994287 0.00082446238870957883 1 +515 1 6.9524384 0.99751437 0.0035904744046954444 1 +516 0 -6.271575 0.001883892 0.0027204449537379777 0 +517 0 -6.014777 0.0023894233 0.0034513341622706348 0 +518 0 -4.8084893 0.007280154 0.01054146075304776 0 +519 1 4.6810236 0.97991836 0.029266534950097269 1 +520 0 -6.6432724 0.0013352036 0.0019275788226867329 0 +521 0 -4.9988885 0.00610866 0.0088399609089144047 0 +522 1 4.3081856 0.971854 0.041188540775102388 1 +523 1 6.3227396 0.99555093 0.0064329715078171798 1 +524 0 -5.10437 0.005542395 0.0080182267005007406 0 +525 0 -4.990079 0.0061584767 0.0089122750619875131 0 +526 0 -4.81304 0.0072497097 0.010497217242063378 0 +527 0 -4.289057 0.011734198 0.017028976282173813 0 +528 0 -2.9825158 0.0383672 0.056441990578127883 0 +529 0 -4.3703938 0.01089069 0.015798127245404907 0 +530 1 5.300788 0.988599 0.016542644295914406 1 +531 0 -4.077078 0.014247811 0.02070308643002346 0 +532 0 -5.7579794 0.003030199 0.0043782901033573973 0 +533 0 -5.10437 0.005542395 0.0080182267005007406 0 +534 0 -5.652498 0.0033406555 0.0048276152798497982 0 +535 0 -4.9217196 0.006559012 0.0094938232723815966 0 +536 0 -3.738268 0.019407371 0.028274177879632205 0 +537 0 -3.3400192 0.027839413 0.040733448691679393 0 +538 0 -4.556242 0.009181881 0.013307844101035643 0 +539 0 -3.4599862 0.02498065 0.036497243402783416 0 +540 0 -3.663896 0.02076479 0.030272662169969738 0 +541 0 -5.361168 0.004372712 0.0063223231877638552 0 +542 0 -3.6697617 0.02065444 0.030110093239691042 0 +543 0 -4.556242 0.009181881 0.013307844101035643 0 +544 0 -4.8183928 0.007214058 0.010445408332707573 0 +545 0 -4.0081143 0.015174806 0.022060425445491177 0 +546 1 9.552054 0.9997766 0.00032233149319667721 1 +547 0 -5.723447 0.0031285319 0.0045205924936703645 0 +548 0 -5.175319 0.005191195 0.0075088178047292052 0 +549 1 5.3795786 0.98939407 0.015382844124239577 1 +550 0 -5.10437 0.005542395 0.0080182267005007406 0 +551 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +552 0 -3.4528475 0.025142454 0.03673667821293964 0 +553 0 -1.7766018 0.10882866 0.16622525255432827 0 +554 0 -5.361168 0.004372712 0.0063223231877638552 0 +555 0 -2.397884 0.06421823 0.095755971952985658 0 +556 0 -2.972012 0.03872832 0.056983862346653126 0 +557 0 -3.5227342 0.02360142 0.03445789824350827 0 +558 0 -5.652498 0.0033406555 0.0048276152798497982 0 +559 0 -4.0081143 0.015174806 0.022060425445491177 0 +560 0 -3.738268 0.019407371 0.028274177879632205 0 +561 0 -3.738268 0.019407371 0.028274177879632205 0 +562 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +563 0 -5.10437 0.005542395 0.0080182267005007406 0 +564 0 -4.1494994 0.013334405 0.019366891376986155 0 +565 1 9.145295 0.9996742 0.00047010516886122363 1 +566 0 -4.441596 0.0102016935 0.014793521084320157 0 +567 0 -3.867805 0.01724785 0.025100480112612462 0 +568 1 4.041501 0.9642365 0.052541055826792971 1 +569 1 9.009376 0.99963045 0.0005332447537232187 1 +570 1 5.646084 0.99169785 0.012027470060416649 1 +571 1 9.226859 0.9996979 0.00043586987358929348 1 +572 0 -5.10437 0.005542395 0.0080182267005007406 0 +573 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +574 1 5.3971004 0.9895633 0.015136118874829655 1 +575 0 -3.3400192 0.027839413 0.040733448691679393 0 +576 0 -4.0081143 0.015174806 0.022060425445491177 0 +577 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +578 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +579 0 -5.9414234 0.0025572449 0.0036940497744623112 0 +580 0 -3.7874813 0.01855736 0.027024143015341725 0 +581 1 7.14419 0.9979186 0.0030059464501394459 1 +582 1 6.531863 0.9963326 0.0053006861202848079 1 +583 0 -5.361168 0.004372712 0.0063223231877638552 0 +584 0 -2.9208136 0.04053572 0.059698995014809013 0 +585 0 -6.457423 0.0015860329 0.0022899782919454546 0 +586 1 11.047004 0.99994415 8.0576122020335265E-05 1 +587 0 -3.8581696 0.017400013 0.025323875300941854 0 +588 1 4.9658957 0.98450965 0.022522752187804532 1 +589 0 -4.264912 0.011996795 0.01741237370557348 0 +590 1 2.5600977 0.8721588 0.19733721246717911 1 +591 1 4.168865 0.9680947 0.046779904861229085 1 +592 1 4.7825117 0.98168963 0.026661116413936772 1 +593 0 -4.0833225 0.01416668 0.020584351909383104 0 +594 1 3.36195 0.93487 0.097162325266390598 1 +595 0 -4.0081143 0.015174806 0.022060425445491177 0 +596 0 -4.338269 0.011216425 0.016273317006024343 0 +597 0 -2.9417696 0.039786365 0.058572672350817659 0 +598 0 -5.10437 0.005542395 0.0080182267005007406 0 +599 0 -3.2367191 0.030553626 0.044766998468438998 0 +600 0 -5.10437 0.005542395 0.0080182267005007406 0 +601 0 -6.014777 0.0023894233 0.0034513341622706348 0 +602 0 -4.556242 0.009181881 0.013307844101035643 0 +603 1 3.2511387 0.9283242 0.1072993319981066 1 +604 1 3.727378 0.95271003 0.069890913683330405 1 +605 1 9.458144 0.9997563 0.0003516613854829185 1 +606 0 -4.4419513 0.010198367 0.014788672235060776 0 +607 0 -6.457423 0.0015860329 0.0022899782919454546 0 +608 1 8.117621 0.9991552 0.0012192701333380953 1 +609 0 -4.264912 0.011996795 0.01741237370557348 0 +610 1 7.8042593 0.9988706 0.0016302844201503833 1 +611 1 5.5714035 0.9911076 0.01288642687749666 1 +612 1 13.566323 0.9999946 7.8252318363944361E-06 1 +613 0 -5.0573483 0.005788074 0.0083746855736656304 0 +614 0 -5.466649 0.0039667273 0.0057341582505026972 0 +615 0 -3.9400206 0.0161483 0.023487227506586928 0 +616 0 -5.10437 0.005542395 0.0080182267005007406 0 +617 0 ? ? ? 0 +618 0 -4.556242 0.009181881 0.013307844101035643 0 +619 0 -4.0081143 0.015174806 0.022060425445491177 0 +620 0 -5.10437 0.005542395 0.0080182267005007406 0 +621 0 -0.41670036 0.30127206 0.51719727367063018 0 +622 0 -1.988091 0.09120993 0.13798102875239596 0 +623 0 -6.457423 0.0015860329 0.0022899782919454546 0 +624 0 -3.4554825 0.02508261 0.036648118975487982 0 +625 0 -3.6625319 0.02079054 0.030310598654120183 0 +626 1 4.185855 0.9685779 0.046059977621398726 1 +627 0 -4.532421 0.00938511 0.013603788328355914 0 +628 0 -5.9092956 0.002634403 0.0038056552534648661 0 +629 0 -4.81304 0.0072497097 0.010497217242063378 0 +630 0 -3.0560293 0.035928845 0.052788464415381341 0 +631 0 -4.0081143 0.015174806 0.022060425445491177 0 +632 0 -6.457423 0.0015860329 0.0022899782919454546 0 +633 1 3.7827978 0.95497304 0.06646808708515968 1 +634 0 -5.361168 0.004372712 0.0063223231877638552 0 +635 0 -4.540021 0.0093197925 0.013508665641507711 0 +636 1 8.132348 0.9991667 0.0012026598711080015 1 +637 0 -2.495535 0.0589847 0.08770991581987668 0 +638 0 -4.81304 0.0072497097 0.010497217242063378 0 +639 0 -3.5227342 0.02360142 0.03445789824350827 0 +640 0 -4.0708623 0.014329019 0.020821942501429585 0 +641 0 -5.10437 0.005542395 0.0080182267005007406 0 +642 0 -5.10437 0.005542395 0.0080182267005007406 0 +643 0 -6.457423 0.0015860329 0.0022899782919454546 0 +644 0 -5.9092956 0.002634403 0.0038056552534648661 0 +645 0 -5.10437 0.005542395 0.0080182267005007406 0 +646 0 -5.9782586 0.0024715518 0.0035701091487018509 0 +647 0 -5.7152457 0.0031523486 0.0045550609925139145 0 +648 1 8.4248 0.99936455 0.00091704491714961699 1 +649 0 -5.10437 0.005542395 0.0080182267005007406 0 +650 0 -4.1432714 0.01341063 0.019478351346481192 0 +651 0 -5.1608734 0.00526086 0.0076098515304286003 0 +652 0 -3.8581696 0.017400013 0.025323875300941854 0 +653 0 -4.556242 0.009181881 0.013307844101035643 0 +654 0 -4.8398457 0.007072917 0.010240319857589488 0 +655 0 -5.10437 0.005542395 0.0080182267005007406 0 +656 0 -4.0081143 0.015174806 0.022060425445491177 0 +657 0 -0.466012 0.29173103 0.49763075667347878 0 +658 1 7.574727 0.998603 0.0020168738138479237 1 +659 0 -6.457423 0.0015860329 0.0022899782919454546 0 +660 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +661 0 -4.289057 0.011734198 0.017028976282173813 0 +662 0 -5.592387 0.0035315508 0.0051039685379538286 0 +663 0 -5.592387 0.0035315508 0.0051039685379538286 0 +664 0 -4.362192 0.0109729525 0.015918119096545849 0 +665 0 -6.457423 0.0015860329 0.0022899782919454546 0 +666 0 -3.1347342 0.033483833 0.049134230274882645 0 +667 0 -4.8398457 0.007072917 0.010240319857589488 0 +668 1 2.1150284 0.81866276 0.28865881989570669 1 +669 1 6.8052893 0.99715185 0.0041148721631914234 1 +670 1 4.8467693 0.9827309 0.02513163883784484 1 +671 0 -4.178909 0.012980196 0.018849062598915927 0 +672 0 -5.3906345 0.004255306 0.0061522078953796626 0 +673 0 -3.6740208 0.02057467 0.029992587648424631 0 +674 0 -6.2006254 0.0020117965 0.0029053322249097454 0 +675 0 -3.989233 0.015438799 0.02244720678817614 0 +676 0 -5.990636 0.002443405 0.0035294020597964296 0 +677 0 -4.264912 0.011996795 0.01741237370557348 0 +678 0 -6.457423 0.0015860329 0.0022899782919454546 0 +679 0 -5.9092956 0.002634403 0.0038056552534648661 0 +680 1 14.008655 0.9999964 5.1594887517745861E-06 1 +681 1 8.4504 0.99937946 0.0008955335767871287 1 +682 0 -3.6013718 0.021977525 0.032060476434216285 0 +683 0 -6.457423 0.0015860329 0.0022899782919454546 0 +684 0 -6.457423 0.0015860329 0.0022899782919454546 0 +685 0 -6.457423 0.0015860329 0.0022899782919454546 0 +686 0 -6.457423 0.0015860329 0.0022899782919454546 0 +687 0 -4.8044806 0.007307079 0.010580590717855092 0 +688 0 -4.81304 0.0072497097 0.010497217242063378 0 +689 0 -4.4979525 0.009687093 0.014043652597884091 0 +690 0 -5.7152457 0.0031523486 0.0045550609925139145 0 +691 1 4.4992046 0.9763163 0.034579516892942586 1 +692 0 -5.361168 0.004372712 0.0063223231877638552 0 +693 0 -4.8244457 0.0071739545 0.010387131708035487 0 +694 0 -5.2027974 0.0050612036 0.0073203138200184491 0 +695 0 -5.9092956 0.002634403 0.0038056552534648661 0 +696 1 6.3037586 0.99547225 0.0065469918272239849 1 +697 1 3.1989088 0.9250327 0.11242376751569673 1 +698 1 4.013835 0.9633408 0.053881797626379901 1 diff --git a/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris-out.txt b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris-out.txt new file mode 100644 index 0000000000..f0bf9e77bf --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris-out.txt @@ -0,0 +1,61 @@ +maml.exe TrainTest test=%Data% tr=WeightedEnsembleMulticlass{bp=mlr{t-} nm=5 oc=MultiAverage tp=-} dout=%Output% data=%Data% out=%Output% seed=1 xf=Term{col=Label} +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Training 5 learners for the batch 1 +Beginning training model 1 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 1 of 5 finished in %Time% +Beginning training model 2 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 13 of 15 weights. +Trainer 2 of 5 finished in %Time% +Beginning training model 3 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 3 of 5 finished in %Time% +Beginning training model 4 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 15 weights. +Trainer 4 of 5 finished in %Time% +Beginning training model 5 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 5 of 5 finished in %Time% +Not training a calibrator because it is not needed. + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 50 | 0 | 0 | 1.0000 + 1 || 0 | 45 | 5 | 0.9000 + 2 || 0 | 4 | 46 | 0.9200 + ||======================== +Precision ||1.0000 |0.9184 |0.9020 | +Accuracy(micro-avg): 0.940000 +Accuracy(macro-avg): 0.940000 +Log-loss: 0.433907 +Log-loss reduction: 0.605040 + +OVERALL RESULTS +--------------------------------------- +Accuracy(micro-avg): 0.940000 (0.0000) +Accuracy(macro-avg): 0.940000 (0.0000) +Log-loss: 0.433907 (0.0000) +Log-loss reduction: 0.605040 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris.txt b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris.txt new file mode 100644 index 0000000000..fde0e39ddc --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Average-TrainTest-iris.txt @@ -0,0 +1,151 @@ +Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class +0 0 0 0.20053972614348203 0.818289 0.17061268 0.011098298 0 1 2 +1 0 0 0.2308330413266369 0.793872 0.19457534 0.011552747 0 1 2 +2 0 0 0.20968598870019173 0.8108388 0.17848745 0.010673877 0 1 2 +3 0 0 0.23270573531835573 0.7923867 0.1954944 0.0121189635 0 1 2 +4 0 0 0.19482694498733832 0.82297707 0.16603635 0.0109865265 0 1 2 +5 0 0 0.25636417504879011 0.7738601 0.20558317 0.020556806 0 1 2 +6 0 0 0.23169887388521526 0.79318494 0.19273989 0.014075241 0 1 2 +7 0 0 0.21427247912046041 0.8071284 0.18099423 0.011877368 0 1 2 +8 0 0 0.23683836568713884 0.7891188 0.19930413 0.01157708 0 1 2 +9 0 0 0.20720810355546837 0.8128505 0.17753401 0.009615503 0 1 2 +10 0 0 0.19731982603087292 0.82092804 0.16744561 0.011626367 0 1 2 +11 0 0 0.22240031924067796 0.8005948 0.18682383 0.012581378 0 1 2 +12 0 0 0.20513185353663221 0.8145399 0.17634054 0.009119587 0 1 2 +13 0 0 0.18230856306581245 0.83334416 0.15910463 0.007551247 0 1 2 +14 0 0 0.16156343981824203 0.85081255 0.139738 0.009449482 0 1 2 +15 0 0 0.20757150948487654 0.81255513 0.16985922 0.017585713 0 1 2 +16 0 0 0.2197556169931052 0.80271494 0.18106079 0.016224366 0 1 2 +17 0 0 0.22594171336664098 0.7977646 0.18819201 0.014043425 0 1 2 +18 0 0 0.23409597010982205 0.7912859 0.19221577 0.016498398 0 1 2 +19 0 0 0.21600556284897487 0.8057308 0.17973088 0.014538342 0 1 2 +20 0 0 0.23182151961528732 0.79308766 0.1934617 0.013450637 0 1 2 +21 0 0 0.25028971952436496 0.7785752 0.20292473 0.018500198 0 1 2 +22 0 0 0.16635961747066905 0.8467417 0.1447031 0.008555243 0 1 2 +23 0 0 0.33790844002559228 0.7132606 0.25998822 0.02675116 0 1 2 +24 0 0 0.24932412499755638 0.77932733 0.20563869 0.015033971 0 1 2 +25 0 0 0.24911206242981579 0.7794926 0.20748544 0.013021941 0 1 2 +26 0 0 0.28190047828028514 0.75434875 0.22562416 0.02002713 0 1 2 +27 0 0 0.20853893743367147 0.8117694 0.17642656 0.01180407 0 1 2 +28 0 0 0.206420065536842 0.8134913 0.17529906 0.011209707 0 1 2 +29 0 0 0.23513043391147043 0.79046774 0.19675899 0.012773365 0 1 2 +30 0 0 0.24195870294657559 0.7850886 0.20202096 0.01289045 0 1 2 +31 0 0 0.27205668370080444 0.7618111 0.21919933 0.018989716 0 1 2 +32 0 0 0.15590451397919233 0.8556409 0.13556513 0.008794001 0 1 2 +33 0 0 0.16489152438027521 0.8479857 0.14156356 0.010450858 0 1 2 +34 0 0 0.20720810355546837 0.8128505 0.17753401 0.009615503 0 1 2 +35 0 0 0.20211636446815029 0.81699985 0.17291589 0.010084326 0 1 2 +36 0 0 0.19336328042392825 0.8241825 0.16532251 0.010494933 0 1 2 +37 0 0 0.20720810355546837 0.8128505 0.17753401 0.009615503 0 1 2 +38 0 0 0.22162678050667806 0.80121434 0.18796752 0.010818082 0 1 2 +39 0 0 0.21439012555819292 0.8070335 0.18107495 0.011891591 0 1 2 +40 0 0 0.21730727552309717 0.8046827 0.18210523 0.013212161 0 1 2 +41 0 0 0.30311141822276311 0.7385168 0.24710517 0.01437804 0 1 2 +42 0 0 0.20934510809454795 0.81111526 0.17824917 0.010635557 0 1 2 +43 0 0 0.34700486263906627 0.7068019 0.2620284 0.031169701 0 1 2 +44 0 0 0.28369263547833523 0.75299805 0.22382675 0.023175314 0 1 2 +45 0 0 0.25932467683357607 0.7715725 0.21386977 0.014557811 0 1 2 +46 0 0 0.19909372113294124 0.8194731 0.1683269 0.012200086 0 1 2 +47 0 0 0.21775314162277473 0.804324 0.18435402 0.011322056 0 1 2 +48 0 0 0.19720925256868882 0.8210188 0.16736875 0.01161239 0 1 2 +49 0 0 0.21212411952613608 0.8088643 0.17985578 0.011279969 0 1 2 +50 1 1 0.71955433539183022 0.48696923 0.3913567 0.121674076 1 2 0 +51 1 1 0.74647846923648031 0.47403294 0.41204545 0.113921635 1 2 0 +52 1 1 0.76659880007313097 0.46459055 0.444141 0.09126841 1 2 0 +53 1 1 0.57085623575506916 0.5650414 0.27549833 0.1594603 1 2 0 +54 1 1 0.7102036228458688 0.4915441 0.40943152 0.09902439 1 2 0 +55 1 1 0.63215910659022856 0.5314431 0.32470196 0.14385493 1 2 0 +56 1 2 0.82129617324611315 0.47120592 0.43986115 0.088932954 2 1 0 +57 1 1 0.60860669461885641 0.54410845 0.30916843 0.1467232 1 0 2 +58 1 1 0.64776236175611146 0.52321523 0.33695206 0.13983276 1 2 0 +59 1 1 0.63118696064515201 0.53196 0.31008253 0.15795748 1 2 0 +60 1 1 0.54462166845448201 0.5800612 0.26588696 0.15405189 1 0 2 +61 1 1 0.70561574099102953 0.49380443 0.38027796 0.12591767 1 2 0 +62 1 1 0.53888067007167073 0.5834009 0.23103528 0.18556383 1 0 2 +63 1 1 0.68468347661990314 0.5042498 0.38130113 0.11444908 1 2 0 +64 1 1 0.63797220274936339 0.52836275 0.25705606 0.2145813 1 2 0 +65 1 1 0.69306385673807536 0.50004166 0.3630143 0.1369441 1 2 0 +66 1 1 0.72211268850035848 0.485725 0.40466905 0.10960605 1 2 0 +67 1 1 0.59070180992750132 0.5539384 0.24863258 0.19742905 1 0 2 +68 1 1 0.64168523713112291 0.52640456 0.3829397 0.09065576 1 2 0 +69 1 1 0.57461992015783692 0.5629188 0.22693662 0.21014467 1 0 2 +70 1 2 0.94257876877889124 0.5533066 0.3896218 0.057071652 2 1 0 +71 1 1 0.62450721493944283 0.53552526 0.28663605 0.17783879 1 2 0 +72 1 1 0.70136180429774975 0.4959095 0.4241882 0.07990234 1 2 0 +73 1 1 0.61288152135081764 0.54178745 0.30557543 0.1526372 1 2 0 +74 1 1 0.63944771854717597 0.5275837 0.31263933 0.159777 1 2 0 +75 1 1 0.68188311547888114 0.5056639 0.36035535 0.1339808 1 2 0 +76 1 1 0.68203388774496798 0.50558764 0.38834628 0.1060661 1 2 0 +77 1 2 0.88024963982635562 0.52637404 0.41467938 0.05894658 2 1 0 +78 1 1 0.71254540774905462 0.49039435 0.4028382 0.10676749 1 2 0 +79 1 1 0.61712708145328521 0.53949213 0.30025 0.16025789 1 0 2 +80 1 1 0.56719368388632796 0.5671147 0.23064315 0.20224221 1 0 2 +81 1 1 0.57798679457272095 0.5610267 0.269376 0.16959742 1 0 2 +82 1 1 0.6013250502347629 0.5480849 0.24371818 0.20819695 1 2 0 +83 1 2 0.79335660107547235 0.48425922 0.45232397 0.06341683 2 1 0 +84 1 1 0.72151642102131308 0.4860147 0.4041929 0.109792404 1 2 0 +85 1 2 0.81431753427091913 0.45628715 0.44294152 0.100771345 2 1 0 +86 1 1 0.75026800911846525 0.47223997 0.42689377 0.10086637 1 2 0 +87 1 1 0.57969801172196078 0.5600675 0.30657864 0.13335395 1 2 0 +88 1 1 0.64651730876193247 0.5238671 0.29717755 0.17895539 1 2 0 +89 1 1 0.59142741535303645 0.5535366 0.2795559 0.16690756 1 2 0 +90 1 1 0.5870081141581367 0.55598825 0.27758953 0.16642222 1 2 0 +91 1 1 0.68997956671795302 0.5015863 0.37571353 0.12270018 1 2 0 +92 1 1 0.58863294393480636 0.5550856 0.24920721 0.19570719 1 2 0 +93 1 1 0.59586849667312669 0.55108374 0.30279967 0.14611666 1 0 2 +94 1 1 0.61485074389234318 0.5407216 0.29894134 0.16033712 1 2 0 +95 1 1 0.63095404158515245 0.5320839 0.2704481 0.19746801 1 2 0 +96 1 1 0.63659078261624313 0.52909315 0.30327594 0.16763096 1 2 0 +97 1 1 0.63907699788433514 0.52777934 0.31220984 0.16001081 1 2 0 +98 1 1 0.62968766072230364 0.5327582 0.31230187 0.15494001 1 0 2 +99 1 1 0.62455886006487238 0.5354976 0.29349628 0.17100613 1 2 0 +100 2 2 0.17961143302254789 0.83559483 0.15830223 0.006102869 2 1 0 +101 2 2 0.51786447397010038 0.5957915 0.36862704 0.035581477 2 1 0 +102 2 2 0.31887045440260237 0.7269697 0.2577239 0.015306381 2 1 0 +103 2 2 0.502555262130707 0.6049828 0.3607887 0.034228493 2 1 0 +104 2 2 0.28999366712215324 0.7482683 0.23864627 0.013085497 2 1 0 +105 2 2 0.26652832552415218 0.7660343 0.22403048 0.009935251 2 1 0 +106 2 1 0.76579464968811628 0.4655466 0.4649643 0.06948913 1 2 0 +107 2 2 0.42143047223416746 0.6561076 0.32120398 0.022688413 2 1 0 +108 2 2 0.50111156530787648 0.60585684 0.3662622 0.027880952 2 1 0 +109 2 2 0.16581056243040088 0.8472067 0.14680567 0.0059876214 2 1 0 +110 2 2 0.43121917051821018 0.6497165 0.31828675 0.031996753 2 1 0 +111 2 2 0.49145446276644245 0.611736 0.35667583 0.031588163 2 1 0 +112 2 2 0.35322597484657503 0.70241845 0.27806684 0.019514773 2 1 0 +113 2 2 0.4836293452427271 0.6165417 0.3540442 0.029414227 2 1 0 +114 2 2 0.27832309377094033 0.7570522 0.23059683 0.012351034 2 1 0 +115 2 2 0.28245357612038208 0.75393164 0.23132348 0.014744902 2 1 0 +116 2 2 0.50809970800860438 0.6016378 0.36143336 0.03692898 2 1 0 +117 2 2 0.20305566999640617 0.8162328 0.17510736 0.008659867 2 1 0 +118 2 2 0.20351020209565449 0.8158619 0.17936246 0.0047757146 2 1 0 +119 2 1 0.86342839588569475 0.50721157 0.4217138 0.07107469 1 2 0 +120 2 2 0.25387598018399016 0.775788 0.21274665 0.011465353 2 1 0 +121 2 2 0.47836646141968403 0.619795 0.34695384 0.033251178 2 1 0 +122 2 2 0.30288384591632989 0.7386849 0.25006542 0.011249711 2 1 0 +123 2 2 0.60683034941611658 0.54507583 0.40674326 0.048180968 2 1 0 +124 2 2 0.32306510303992014 0.7239267 0.25762376 0.018449534 2 1 0 +125 2 2 0.43704292873840533 0.6459437 0.32523215 0.02882414 2 1 0 +126 2 2 0.61527279978043892 0.5404934 0.40745386 0.052052747 2 1 0 +127 2 2 0.58882227137675225 0.5549805 0.3934025 0.051616974 2 1 0 +128 2 2 0.35497979490715315 0.7011876 0.28108668 0.017725693 2 1 0 +129 2 2 0.59287082591831863 0.5527382 0.40098962 0.046272192 2 1 0 +130 2 2 0.39718655925539414 0.6722086 0.3076608 0.020130565 2 1 0 +131 2 2 0.2837382306268294 0.7529637 0.23050573 0.016530514 2 1 0 +132 2 2 0.31377617913325162 0.73068255 0.25511333 0.014204129 2 1 0 +133 2 1 0.79875014431897728 0.4725991 0.4498909 0.077510074 1 2 0 +134 2 1 0.80981087908319316 0.48628336 0.4449422 0.068774536 1 2 0 +135 2 2 0.23441864474859103 0.7910306 0.200453 0.008516456 2 1 0 +136 2 2 0.22366685308105336 0.79958147 0.19028153 0.010137123 2 1 0 +137 2 2 0.50270295882856497 0.60489345 0.35731566 0.03779096 2 1 0 +138 2 2 0.60358047229624934 0.54685014 0.3986133 0.054536577 2 1 0 +139 2 2 0.35717474306961372 0.6996502 0.27923292 0.021116912 2 1 0 +140 2 2 0.23287116143372399 0.79225564 0.19823204 0.009512359 2 1 0 +141 2 2 0.30012755838368504 0.7407237 0.24305855 0.016217714 2 1 0 +142 2 2 0.51786447397010038 0.5957915 0.36862704 0.035581477 2 1 0 +143 2 2 0.24140137100599729 0.7855263 0.20432854 0.0101451855 2 1 0 +144 2 2 0.19351660997543305 0.82405615 0.16860475 0.007339091 2 1 0 +145 2 2 0.29711310355340553 0.74296 0.24204285 0.01499725 2 1 0 +146 2 2 0.54062762564086964 0.5823826 0.38180214 0.035815362 2 1 0 +147 2 2 0.4309268395712651 0.64990646 0.32114807 0.028945444 2 1 0 +148 2 2 0.26821190266148259 0.7647457 0.22078073 0.014473579 2 1 0 +149 2 2 0.56201332102970014 0.5700602 0.38355422 0.046385642 2 1 0 diff --git a/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris-out.txt b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris-out.txt new file mode 100644 index 0000000000..2da2bb56f1 --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris-out.txt @@ -0,0 +1,151 @@ +maml.exe TrainTest test=%Data% tr=WeightedEnsembleMulticlass{bp=mlr{t-} nm=20 st=BootstrapSelector{} tp=-} dout=%Output% data=%Data% out=%Output% seed=1 xf=Term{col=Label} +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Training 20 learners for the batch 1 +Beginning training model 1 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 1 of 20 finished in %Time% +Beginning training model 2 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 13 of 15 weights. +Trainer 2 of 20 finished in %Time% +Beginning training model 3 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 3 of 20 finished in %Time% +Beginning training model 4 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 15 weights. +Trainer 4 of 20 finished in %Time% +Beginning training model 5 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 5 of 20 finished in %Time% +Beginning training model 6 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 6 of 20 finished in %Time% +Beginning training model 7 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 7 of 20 finished in %Time% +Beginning training model 8 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 8 of 20 finished in %Time% +Beginning training model 9 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 9 of 20 finished in %Time% +Beginning training model 10 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 10 of 20 finished in %Time% +Beginning training model 11 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 11 of 20 finished in %Time% +Beginning training model 12 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 12 of 20 finished in %Time% +Beginning training model 13 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 13 of 20 finished in %Time% +Beginning training model 14 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 14 of 20 finished in %Time% +Beginning training model 15 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 15 of 20 finished in %Time% +Beginning training model 16 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 16 of 20 finished in %Time% +Beginning training model 17 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 17 of 20 finished in %Time% +Beginning training model 18 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 18 of 20 finished in %Time% +Beginning training model 19 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 19 of 20 finished in %Time% +Beginning training model 20 of 20 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 20 of 20 finished in %Time% +Not training a calibrator because it is not needed. + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 50 | 0 | 0 | 1.0000 + 1 || 0 | 45 | 5 | 0.9000 + 2 || 0 | 4 | 46 | 0.9200 + ||======================== +Precision ||1.0000 |0.9184 |0.9020 | +Accuracy(micro-avg): 0.940000 +Accuracy(macro-avg): 0.940000 +Log-loss: 0.435480 +Log-loss reduction: 0.603609 + +OVERALL RESULTS +--------------------------------------- +Accuracy(micro-avg): 0.940000 (0.0000) +Accuracy(macro-avg): 0.940000 (0.0000) +Log-loss: 0.435480 (0.0000) +Log-loss reduction: 0.603609 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris.txt b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris.txt new file mode 100644 index 0000000000..8423797f83 --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Bootstrap-TrainTest-iris.txt @@ -0,0 +1,151 @@ +Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class +0 0 0 0.19152118697043422 0.82570213 0.16328812 0.0113295 0 1 2 +1 0 0 0.21068143989807603 0.81003207 0.1779941 0.011699337 0 1 2 +2 0 0 0.1939901995522916 0.823666 0.16582173 0.010781916 0 1 2 +3 0 0 0.21404859770696943 0.80730915 0.18062241 0.012273712 0 1 2 +4 0 0 0.18784995379808639 0.82873905 0.16013303 0.011199518 0 1 2 +5 0 0 0.2563053315847108 0.77390563 0.20315206 0.02112913 0 1 2 +6 0 0 0.2202046563453649 0.8023546 0.18345976 0.014119201 0 1 2 +7 0 0 0.2028893349892871 0.8163686 0.17213058 0.012119092 0 1 2 +8 0 0 0.21460942946601638 0.8068565 0.18089747 0.011695728 0 1 2 +9 0 0 0.18921193451425333 0.8276111 0.16319996 0.0098488005 0 1 2 +10 0 0 0.19237385779646321 0.8249984 0.16319379 0.011959545 0 1 2 +11 0 0 0.21079660403045572 0.8099388 0.17790976 0.012854455 0 1 2 +12 0 0 0.18585703794946126 0.8303923 0.1603034 0.009286607 0 1 2 +13 0 0 0.1638122466138561 0.8489014 0.1436095 0.007655045 0 1 2 +14 0 0 0.15983105176496137 0.85228777 0.1377432 0.009677876 0 1 2 +15 0 0 0.20961439266352366 0.8108969 0.16948873 0.0180149 0 1 2 +16 0 0 0.21813270673436577 0.80401874 0.17805716 0.016490536 0 1 2 +17 0 0 0.21705353623714724 0.8048869 0.18108504 0.014200702 0 1 2 +18 0 0 0.23206189476402966 0.79289705 0.18914734 0.017135357 0 1 2 +19 0 0 0.21254534258500635 0.80852365 0.17627363 0.014780872 0 1 2 +20 0 0 0.22033578178404759 0.8022494 0.18454047 0.013867034 0 1 2 +21 0 0 0.24602409323561059 0.7819034 0.19875616 0.018613603 0 1 2 +22 0 0 0.15886459924893401 0.85311186 0.13785006 0.0086272005 0 1 2 +23 0 0 0.32364054455190089 0.72351027 0.25010675 0.026915206 0 1 2 +24 0 0 0.23735114074406774 0.7887143 0.19649705 0.015461142 0 1 2 +25 0 0 0.22826669252705306 0.79591197 0.19066356 0.013339872 0 1 2 +26 0 0 0.27049738893648129 0.7629999 0.21738029 0.02019529 0 1 2 +27 0 0 0.19948045691538221 0.8191562 0.16935821 0.0120932665 0 1 2 +28 0 0 0.19525855010795773 0.82262194 0.16649258 0.011459973 0 1 2 +29 0 0 0.21851226764723358 0.8037136 0.18401648 0.013022598 0 1 2 +30 0 0 0.22292920618283413 0.8001715 0.18726918 0.013162082 0 1 2 +31 0 0 0.26092195478125546 0.77034104 0.21115848 0.019306384 0 1 2 +32 0 0 0.15465759678015242 0.85670847 0.1336675 0.009118488 0 1 2 +33 0 0 0.16487233548098959 0.84800196 0.1401268 0.010766314 0 1 2 +34 0 0 0.18921193451425333 0.8276111 0.16319996 0.0098488005 0 1 2 +35 0 0 0.18682846279115217 0.829586 0.16052751 0.010196606 0 1 2 +36 0 0 0.18456721375476037 0.83146405 0.1582029 0.010717655 0 1 2 +37 0 0 0.18921193451425333 0.8276111 0.16319996 0.0098488005 0 1 2 +38 0 0 0.20174815282807937 0.81730074 0.1713483 0.010917721 0 1 2 +39 0 0 0.20304442435217632 0.816242 0.17229345 0.012153788 0 1 2 +40 0 0 0.20842520767037073 0.81186175 0.17471543 0.013309929 0 1 2 +41 0 0 0.2715508289513644 0.76219654 0.22237387 0.0144756595 0 1 2 +42 0 0 0.19355046136523113 0.82402825 0.16523397 0.010731267 0 1 2 +43 0 0 0.33945184902554987 0.7121606 0.254937 0.030883025 0 1 2 +44 0 0 0.28253485147944574 0.75387037 0.22067416 0.02379797 0 1 2 +45 0 0 0.23849882952656618 0.7878096 0.19657099 0.014624634 0 1 2 +46 0 0 0.19528709853837928 0.82259846 0.16490652 0.012532871 0 1 2 +47 0 0 0.20171023064570573 0.81733173 0.17156212 0.011440022 0 1 2 +48 0 0 0.19214861328999952 0.8251842 0.16304101 0.011925284 0 1 2 +49 0 0 0.19860942113293592 0.81987005 0.16922867 0.011451289 0 1 2 +50 1 1 0.69293286522450526 0.50010717 0.3889915 0.11805968 1 2 0 +51 1 1 0.72191992536289551 0.48581862 0.4118272 0.11132909 1 2 0 +52 1 1 0.74075593672943407 0.47675338 0.44173086 0.089249335 1 2 0 +53 1 1 0.58842593827415879 0.5552005 0.27880585 0.16264954 1 2 0 +54 1 1 0.69461667977391639 0.4992658 0.40848902 0.098223895 1 2 0 +55 1 1 0.63417321591127085 0.5303738 0.32068035 0.14322108 1 2 0 +56 1 2 0.79891815179968029 0.47095257 0.44981533 0.08704567 2 1 0 +57 1 1 0.64432618139635278 0.5250162 0.318581 0.14906317 1 0 2 +58 1 1 0.63873192873384166 0.5279615 0.33327705 0.13837147 1 2 0 +59 1 1 0.64449285608680096 0.5249287 0.30946818 0.16134614 1 2 0 +60 1 1 0.57971280477329235 0.5600592 0.27864066 0.15790242 1 0 2 +61 1 1 0.69455448233355377 0.49929684 0.38131702 0.124679886 1 2 0 +62 1 1 0.5590548271774175 0.5717492 0.23710452 0.18884079 1 0 2 +63 1 1 0.67096380675880207 0.5112156 0.37778234 0.11304176 1 2 0 +64 1 1 0.643542002477135 0.52542806 0.25733045 0.21563967 1 2 0 +65 1 1 0.67435625883263306 0.5094843 0.36222818 0.13414949 1 2 0 +66 1 1 0.70596771824694871 0.49363065 0.40346843 0.108329535 1 2 0 +67 1 1 0.59216690973310504 0.5531274 0.2505387 0.19777787 1 0 2 +68 1 1 0.65162200315495389 0.5211997 0.38229787 0.09146461 1 2 0 +69 1 1 0.58480908192734449 0.55721223 0.23086898 0.21218632 1 0 2 +70 1 2 0.92681448520451171 0.5488881 0.39581257 0.05697974 2 1 0 +71 1 1 0.63106035529190685 0.53202736 0.28606087 0.17877115 1 2 0 +72 1 1 0.69120488373695377 0.5009721 0.42111313 0.0794314 1 2 0 +73 1 1 0.61386696937047802 0.5412538 0.2998085 0.15108493 1 2 0 +74 1 1 0.63777480459178959 0.52846706 0.31066483 0.15908062 1 2 0 +75 1 1 0.66787755217064548 0.5127958 0.35938162 0.13214207 1 2 0 +76 1 1 0.66615330358481339 0.51368076 0.38487786 0.104825735 1 2 0 +77 1 2 0.86407516066178791 0.52327347 0.42144114 0.05850314 2 1 0 +78 1 1 0.6981234163258736 0.49751806 0.40202993 0.10566987 1 2 0 +79 1 1 0.63929250066739141 0.5276656 0.30561167 0.16345015 1 0 2 +80 1 1 0.58308921055998719 0.5581714 0.2360476 0.2052728 1 0 2 +81 1 1 0.60111279130199158 0.54820126 0.2756524 0.17287318 1 0 2 +82 1 1 0.60762904070325641 0.54464066 0.24414128 0.21020298 1 2 0 +83 1 2 0.77313867922071611 0.48129418 0.4615621 0.06275007 2 1 0 +84 1 1 0.70650506802402857 0.49336547 0.40277565 0.108640134 1 2 0 +85 1 2 0.79197511228898698 0.4570399 0.4529493 0.09846397 2 1 0 +86 1 1 0.72576859470655308 0.48395246 0.4256126 0.09879451 1 2 0 +87 1 1 0.59415650871115055 0.552028 0.30644584 0.13549775 1 2 0 +88 1 1 0.64958856991700675 0.5222606 0.29568684 0.17853275 1 2 0 +89 1 1 0.60542792119591959 0.5458408 0.28120458 0.17036644 1 2 0 +90 1 1 0.5957996017886853 0.5511217 0.27593964 0.16755496 1 2 0 +91 1 1 0.67447910603789085 0.5094217 0.37290475 0.12068626 1 2 0 +92 1 1 0.5970417359384832 0.55043757 0.24972996 0.19839582 1 2 0 +93 1 1 0.63251044154325675 0.53125644 0.31319094 0.14880304 1 0 2 +94 1 1 0.6244810594817517 0.53553927 0.29695216 0.16191962 1 2 0 +95 1 1 0.63099448203203501 0.5320624 0.26734865 0.19711745 1 2 0 +96 1 1 0.64106990968586497 0.5267286 0.3011983 0.16768575 1 2 0 +97 1 1 0.6385531177451591 0.5280559 0.31002983 0.15927777 1 2 0 +98 1 1 0.66505564052253596 0.5142449 0.32100165 0.15669994 1 0 2 +99 1 1 0.63206893706473055 0.53149104 0.2919417 0.1722721 1 2 0 +100 2 2 0.19933348551902547 0.81927663 0.17469737 0.006366553 2 1 0 +101 2 2 0.52700955657930015 0.5903678 0.37444013 0.035997324 2 1 0 +102 2 2 0.3416967370519674 0.71056366 0.27554893 0.0151161775 2 1 0 +103 2 2 0.52059897726814575 0.59416455 0.37230486 0.03374173 2 1 0 +104 2 2 0.30949521958835374 0.7338173 0.2538654 0.013262307 2 1 0 +105 2 2 0.29224578840336229 0.746585 0.24413013 0.009660867 2 1 0 +106 2 1 0.76934255705973009 0.4702352 0.46331757 0.07086995 1 2 0 +107 2 2 0.44321893778044358 0.64196664 0.3368551 0.021722957 2 1 0 +108 2 2 0.5143203433132929 0.5979068 0.3744842 0.027641553 2 1 0 +109 2 2 0.18444506762999535 0.8315656 0.16225064 0.006099012 2 1 0 +110 2 2 0.4469674080794318 0.63956475 0.32942116 0.032057088 2 1 0 +111 2 2 0.50287472431755598 0.60478956 0.3641546 0.03174971 2 1 0 +112 2 2 0.37133142328606661 0.6898153 0.29114184 0.019587118 2 1 0 +113 2 2 0.49237769798798819 0.6111715 0.35933566 0.030290272 2 1 0 +114 2 2 0.29341399771723675 0.74571335 0.24240047 0.013165785 2 1 0 +115 2 2 0.30153754870708893 0.73968005 0.24581157 0.015081873 2 1 0 +116 2 2 0.52486439980021826 0.5916356 0.37318605 0.036391877 2 1 0 +117 2 2 0.22686658439221394 0.7970271 0.1948286 0.008385035 2 1 0 +118 2 2 0.22541152986950447 0.7981877 0.19722435 0.004771024 2 1 0 +119 2 1 0.8727642488258186 0.50704753 0.41779506 0.07182428 1 2 0 +120 2 2 0.27422928308913652 0.76015776 0.22863495 0.011597039 2 1 0 +121 2 2 0.48883017819081104 0.6133435 0.35365525 0.0341481 2 1 0 +122 2 2 0.32683590984040084 0.7212021 0.26825577 0.010964754 2 1 0 +123 2 2 0.61165648695998698 0.54245156 0.41003734 0.04853846 2 1 0 +124 2 2 0.34389270281746437 0.709005 0.27403435 0.018279213 2 1 0 +125 2 2 0.46145964396731215 0.63036287 0.34265304 0.027498484 2 1 0 +126 2 2 0.6198936397687963 0.53800166 0.41077757 0.052515097 2 1 0 +127 2 2 0.59630825952849675 0.55084145 0.39884984 0.05180718 2 1 0 +128 2 2 0.37201202099707892 0.68934596 0.293203 0.017935164 2 1 0 +129 2 2 0.60840679402081654 0.5442172 0.4125129 0.04453433 2 1 0 +130 2 2 0.41867292768278108 0.65791935 0.3229823 0.019462632 2 1 0 +131 2 2 0.30878799598869811 0.73433644 0.25047803 0.015777335 2 1 0 +132 2 2 0.33146072780630081 0.71787435 0.26806557 0.014542626 2 1 0 +133 2 1 0.80859719770570182 0.4828528 0.44548255 0.07613742 1 2 0 +134 2 1 0.81758851354643158 0.49052626 0.44149503 0.06806203 1 2 0 +135 2 2 0.25810161679093918 0.7725167 0.2197986 0.008577664 2 1 0 +136 2 2 0.24396799329091357 0.7835127 0.20654689 0.010430886 2 1 0 +137 2 2 0.52035202797334423 0.5943113 0.36979443 0.037149068 2 1 0 +138 2 2 0.60991168520023686 0.54339886 0.4033324 0.0548918 2 1 0 +139 2 2 0.37547993306597099 0.6869595 0.29250252 0.021144547 2 1 0 +140 2 2 0.25230808844873903 0.7770053 0.213581 0.009804167 2 1 0 +141 2 2 0.31840731507865683 0.7273065 0.25667918 0.016650189 2 1 0 +142 2 2 0.52700955657930015 0.5903678 0.37444013 0.035997324 2 1 0 +143 2 2 0.26225856121676733 0.7693121 0.22160497 0.0102727 2 1 0 +144 2 2 0.21325338224194362 0.8079514 0.18479398 0.007601551 2 1 0 +145 2 2 0.31509953087334647 0.72971624 0.25542223 0.015448084 2 1 0 +146 2 2 0.54746330313188241 0.5784152 0.38591516 0.036374506 2 1 0 +147 2 2 0.44592825765246497 0.6402297 0.33152056 0.029169401 2 1 0 +148 2 2 0.28831885275953456 0.74952257 0.23634568 0.014759382 2 1 0 +149 2 2 0.57133800640125854 0.56476927 0.39011377 0.046327032 2 1 0 diff --git a/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris-out.txt b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris-out.txt new file mode 100644 index 0000000000..3d92491bd9 --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris-out.txt @@ -0,0 +1,67 @@ +maml.exe TrainTest test=%Data% tr=WeightedEnsembleMulticlass{bp=mlr{t-} nm=5 oc=MultiStacking{bp=mlr{t-}} tp=-} dout=%Output% data=%Data% out=%Output% seed=1 xf=Term{col=Label} +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Training 5 learners for the batch 1 +Beginning training model 1 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 15 weights. +Trainer 1 of 5 finished in %Time% +Beginning training model 2 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 2 of 5 finished in %Time% +Beginning training model 3 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 3 of 5 finished in %Time% +Beginning training model 4 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 4 of 5 finished in %Time% +Beginning training model 5 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 5 of 5 finished in %Time% +The number of instances used for stacking trainer is 43 +Warning: The trainer specified for stacking wants normalization, but we do not currently allow this. +Beginning optimization +num vars: 48 +improvement criterion: Mean Improvement +L1 regularization selected 26 of 48 weights. +Not training a calibrator because it is not needed. + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 50 | 0 | 0 | 1.0000 + 1 || 0 | 35 | 15 | 0.7000 + 2 || 0 | 0 | 50 | 1.0000 + ||======================== +Precision ||1.0000 |1.0000 |0.7692 | +Accuracy(micro-avg): 0.900000 +Accuracy(macro-avg): 0.900000 +Log-loss: 0.431192 +Log-loss reduction: 0.607512 + +OVERALL RESULTS +--------------------------------------- +Accuracy(micro-avg): 0.900000 (0.0000) +Accuracy(macro-avg): 0.900000 (0.0000) +Log-loss: 0.431192 (0.0000) +Log-loss reduction: 0.607512 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris.txt b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris.txt new file mode 100644 index 0000000000..ca99a25b67 --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Stacking-TrainTest-iris.txt @@ -0,0 +1,151 @@ +Instance Label Assigned Log-loss #1 Score #2 Score #3 Score #1 Class #2 Class #3 Class +0 0 0 0.18417831910726618 0.83178747 0.12211666 0.04609593 0 1 2 +1 0 0 0.20085838160953873 0.8180283 0.13298123 0.048990507 0 1 2 +2 0 0 0.18784067589144673 0.82874674 0.12464193 0.046611357 0 1 2 +3 0 0 0.20316170657415891 0.81614625 0.13436136 0.049492482 0 1 2 +4 0 0 0.18101980453427502 0.83441883 0.12005537 0.045525678 0 1 2 +5 0 0 0.23063537278625518 0.79402894 0.15011318 0.055857893 0 1 2 +6 0 0 0.20551039063434751 0.81423163 0.13550413 0.050264265 0 1 2 +7 0 0 0.19294384173028295 0.8245283 0.12771656 0.04775515 0 1 2 +8 0 0 0.2039968819483334 0.8154649 0.13504224 0.049492944 0 1 2 +9 0 0 0.18528605629437742 0.8308666 0.12312935 0.046004053 0 1 2 +10 0 0 0.1836559933970561 0.83222204 0.12164409 0.046133872 0 1 2 +11 0 0 0.19874857882922087 0.819756 0.13136262 0.04888136 0 1 2 +12 0 0 0.18299221467912113 0.83277464 0.121726334 0.04549907 0 1 2 +13 0 0 0.1680424386321698 0.84531796 0.11212196 0.042560115 0 1 2 +14 0 0 0.16163994405123333 0.85074747 0.10744796 0.0418046 0 1 2 +15 0 0 0.19709491663980536 0.8211127 0.12925044 0.04963676 0 1 2 +16 0 0 0.20169710407147379 0.81734246 0.13257428 0.050083254 0 1 2 +17 0 0 0.20239232029712251 0.8167744 0.13346305 0.049762644 0 1 2 +18 0 0 0.21185371635262243 0.80908304 0.13898242 0.05193467 0 1 2 +19 0 0 0.1979214785598355 0.8204343 0.13043167 0.049134042 0 1 2 +20 0 0 0.20585465297003774 0.8139514 0.13576448 0.050284043 0 1 2 +21 0 0 0.2232208019175897 0.7999382 0.1459248 0.0541369 0 1 2 +22 0 0 0.16204666370451035 0.8504015 0.107930854 0.04166766 0 1 2 +23 0 0 0.29264784539139221 0.7462849 0.18700579 0.0667094 0 1 2 +24 0 0 0.2189951016973409 0.80332565 0.14389612 0.05277811 0 1 2 +25 0 0 0.21426487282778184 0.80713457 0.14133994 0.051525537 0 1 2 +26 0 0 0.24516770891628276 0.7825733 0.15946499 0.057961836 0 1 2 +27 0 0 0.18981932051504713 0.82710856 0.12567307 0.047218345 0 1 2 +28 0 0 0.18744446735027789 0.82907516 0.12424421 0.046680667 0 1 2 +29 0 0 0.20600866489868686 0.813826 0.13605554 0.050118346 0 1 2 +30 0 0 0.21000477824371253 0.8105804 0.13861986 0.0507997 0 1 2 +31 0 0 0.23720552427740671 0.78882915 0.15468806 0.05648284 0 1 2 +32 0 0 0.15846273328059832 0.85345477 0.10541631 0.0411288 0 1 2 +33 0 0 0.16503070763768193 0.84786767 0.10951907 0.04261318 0 1 2 +34 0 0 0.18528605629437742 0.8308666 0.12312935 0.046004053 0 1 2 +35 0 0 0.18271876949968671 0.8330024 0.121379845 0.04561785 0 1 2 +36 0 0 0.17932179574787918 0.8358369 0.11902386 0.04513912 0 1 2 +37 0 0 0.18528605629437742 0.8308666 0.12312935 0.046004053 0 1 2 +38 0 0 0.1942257755959706 0.82347196 0.12882201 0.04770594 0 1 2 +39 0 0 0.19305206480047465 0.82443905 0.12778103 0.047779996 0 1 2 +40 0 0 0.19603943321962192 0.8219798 0.1295111 0.048509054 0 1 2 +41 0 0 0.24628041198592227 0.781703 0.16158469 0.056712292 0 1 2 +42 0 0 0.18753958622431757 0.8289963 0.124460876 0.04654287 0 1 2 +43 0 0 0.30453637451400251 0.7374652 0.1930209 0.06951382 0 1 2 +44 0 0 0.25233363344804022 0.77698547 0.163097 0.059917443 0 1 2 +45 0 0 0.22191665719058415 0.8009821 0.14598668 0.053031236 0 1 2 +46 0 0 0.18566633959997436 0.8305507 0.12285157 0.046597745 0 1 2 +47 0 0 0.19345281624008642 0.8241087 0.1281919 0.047699288 0 1 2 +48 0 0 0.18355537083695639 0.8323058 0.121584035 0.046110284 0 1 2 +49 0 0 0.19050668570707108 0.82654023 0.12625167 0.04720809 0 1 2 +50 1 2 0.83980965254213746 0.45402154 0.4317927 0.1141858 2 1 0 +51 1 2 0.87000286466746968 0.47167325 0.41895035 0.10937644 2 1 0 +52 1 2 0.93618940623694935 0.51247627 0.3921192 0.095404446 2 1 0 +53 1 1 0.64819250200270484 0.5229902 0.32611123 0.15089844 1 2 0 +54 1 2 0.85600539517260055 0.47153416 0.42485583 0.10360999 2 1 0 +55 1 1 0.72219705706931847 0.485684 0.37996206 0.13435389 1 2 0 +56 1 2 0.9892389683395203 0.5360871 0.37185958 0.092053264 2 1 0 +57 1 1 0.66779642367084469 0.5128374 0.28469673 0.20246585 1 0 2 +58 1 1 0.7454138971454678 0.47453785 0.39553058 0.12993163 1 2 0 +59 1 1 0.69992341291473703 0.49662334 0.35726953 0.14610708 1 2 0 +60 1 1 0.61336889570737474 0.54152346 0.24565078 0.21282576 1 0 2 +61 1 1 0.80617150888318079 0.44656447 0.43356538 0.11987018 1 2 0 +62 1 1 0.60375651682256126 0.5467539 0.24419664 0.20904946 1 2 0 +63 1 1 0.80985890504696278 0.44492084 0.4420104 0.11306869 1 2 0 +64 1 1 0.67418078900000922 0.5095737 0.30261272 0.18781355 1 2 0 +65 1 1 0.78875818852745505 0.45440874 0.41980413 0.12578723 1 2 0 +66 1 2 0.8476353789706963 0.46250367 0.4284268 0.109069444 2 1 0 +67 1 1 0.63845063192208673 0.52811 0.25330058 0.21858934 1 2 0 +68 1 1 0.79196833530776034 0.45295236 0.4432501 0.10379747 1 2 0 +69 1 1 0.62748226706534427 0.5339344 0.26358485 0.20248072 1 2 0 +70 1 2 1.1792034200233923 0.62022257 0.3075236 0.072253846 2 1 0 +71 1 1 0.68482462286715451 0.50417864 0.33676308 0.15905827 1 2 0 +72 1 2 0.88136062273542337 0.49174967 0.41421893 0.09403141 2 1 0 +73 1 1 0.70095695744996256 0.49611032 0.36372852 0.1401612 1 2 0 +74 1 1 0.71489348137865527 0.48924422 0.36653894 0.1442169 1 2 0 +75 1 1 0.78075419614554242 0.4580604 0.41703185 0.12490782 1 2 0 +76 1 2 0.82286740109255907 0.45267048 0.43917057 0.108158834 2 1 0 +77 1 2 1.1199285001060102 0.59854823 0.32630312 0.0751486 2 1 0 +78 1 2 0.84339060106882313 0.46176526 0.43024924 0.10798558 2 1 0 +79 1 1 0.66641035284295902 0.51354873 0.27109778 0.21535347 1 0 2 +80 1 1 0.62167049976791766 0.53704655 0.25582987 0.2071236 1 2 0 +81 1 1 0.63318406648221137 0.5308987 0.24294488 0.22615641 1 0 2 +82 1 1 0.6510163048393538 0.5215155 0.29417685 0.18430765 1 2 0 +83 1 2 1.0153636033445814 0.5564081 0.36227068 0.08132117 2 1 0 +84 1 2 0.84592415236791385 0.46153465 0.42916057 0.1093047 2 1 0 +85 1 2 0.95599963084402206 0.5167675 0.38442767 0.0988048 2 1 0 +86 1 2 0.89831686672321243 0.49104175 0.40725455 0.10170364 2 1 0 +87 1 1 0.68213799163720945 0.505535 0.3628384 0.13162668 1 2 0 +88 1 1 0.7025938157240097 0.49529892 0.346792 0.15790898 1 2 0 +89 1 1 0.66156701740384849 0.51604205 0.32951233 0.1544455 1 2 0 +90 1 1 0.66240719594180242 0.51560867 0.33166808 0.15272322 1 2 0 +91 1 1 0.80321416980641047 0.44788706 0.43457067 0.11754232 1 2 0 +92 1 1 0.64616784324608301 0.5240502 0.30068976 0.1752601 1 2 0 +93 1 1 0.65805610738861509 0.517857 0.27940455 0.20273843 1 0 2 +94 1 1 0.68879598494489425 0.50218034 0.3504722 0.14734742 1 2 0 +95 1 1 0.6806603308223822 0.50628257 0.32181036 0.17190714 1 2 0 +96 1 1 0.70310653857730931 0.49504504 0.35449156 0.15046348 1 2 0 +97 1 1 0.71376432820657509 0.48979697 0.36568505 0.14451806 1 2 0 +98 1 1 0.68052412649307537 0.50635153 0.28703675 0.20661175 1 0 2 +99 1 1 0.68916138478933775 0.5019969 0.34387296 0.1541302 1 2 0 +100 2 2 0.16428567030216262 0.8484996 0.11961917 0.03188111 2 1 0 +101 2 2 0.40600631569752349 0.66630596 0.27245033 0.06124383 2 1 0 +102 2 2 0.24557946516073106 0.7822511 0.1752915 0.04245742 2 1 0 +103 2 2 0.3844447353303953 0.6808286 0.260225 0.05894633 2 1 0 +104 2 2 0.22879936641907325 0.7954881 0.16414896 0.040363003 2 1 0 +105 2 2 0.20688485295224074 0.8131133 0.14950457 0.03738207 2 1 0 +106 2 2 0.64248824499303592 0.525982 0.38664693 0.08737101 2 1 0 +107 2 2 0.31010248301031967 0.7333718 0.2166996 0.049928643 2 1 0 +108 2 2 0.37652227401465815 0.68624383 0.25690606 0.056850158 2 1 0 +109 2 2 0.15662311447299659 0.85502625 0.11409983 0.030873962 2 1 0 +110 2 2 0.3374285495891356 0.71360296 0.23180802 0.05458893 2 1 0 +111 2 2 0.37930371834403193 0.68433774 0.25759235 0.05806992 2 1 0 +112 2 2 0.27337026882252863 0.76081103 0.19312842 0.0460605 2 1 0 +113 2 2 0.37874365902161961 0.6847211 0.25757605 0.057702795 2 1 0 +114 2 2 0.22772883829040017 0.79634017 0.16341347 0.040246487 2 1 0 +115 2 2 0.22925188641528071 0.7951282 0.16413659 0.04073509 2 1 0 +116 2 2 0.39065769864184868 0.6766117 0.2633159 0.06007245 2 1 0 +117 2 2 0.17319726012471265 0.8409717 0.12580204 0.033226192 2 1 0 +118 2 2 0.16959524937051734 0.84400636 0.123669215 0.032324445 2 1 0 +119 2 2 0.71165634180376047 0.49083054 0.41817585 0.09099372 2 1 0 +120 2 2 0.20750996688173337 0.81260514 0.14962728 0.037767507 2 1 0 +121 2 2 0.37820366256873228 0.68509096 0.25635734 0.05855166 2 1 0 +122 2 2 0.22671149500350937 0.79715073 0.16311471 0.0397345 2 1 0 +123 2 2 0.48437683160210482 0.616081 0.3135924 0.07032658 2 1 0 +124 2 2 0.2520325047731608 0.7772195 0.17911433 0.043666188 2 1 0 +125 2 2 0.32720474540542221 0.7209361 0.22636576 0.052698027 2 1 0 +126 2 2 0.49495255558071644 0.6095998 0.31821334 0.07218689 2 1 0 +127 2 2 0.47115566358473854 0.6242804 0.30545768 0.070261896 2 1 0 +128 2 2 0.27322604872847139 0.76092076 0.193344 0.045735147 2 1 0 +129 2 2 0.45253397766572279 0.63601446 0.29710963 0.06687599 2 1 0 +130 2 2 0.29490067568395895 0.74460554 0.20728917 0.048105214 2 1 0 +131 2 2 0.22074434961607736 0.80192167 0.15824188 0.039836492 2 1 0 +132 2 2 0.24539424909720708 0.782396 0.17527314 0.042330883 2 1 0 +133 2 2 0.65242010021186647 0.5207839 0.38948506 0.089730956 2 1 0 +134 2 2 0.64870104675662477 0.52272433 0.39105016 0.08622559 2 1 0 +135 2 2 0.19195201731756142 0.82534647 0.13913232 0.035521228 2 1 0 +136 2 2 0.19141363469270534 0.82579094 0.13847421 0.035734903 2 1 0 +137 2 2 0.38711551210988887 0.67901266 0.26101807 0.05996935 2 1 0 +138 2 2 0.48653935898249684 0.61475015 0.31299877 0.07225102 2 1 0 +139 2 2 0.27753993297010687 0.7576453 0.19558777 0.046767045 2 1 0 +140 2 2 0.19562148016920292 0.82232344 0.14153418 0.0361423 2 1 0 +141 2 2 0.24168967541494987 0.78529984 0.17237304 0.042327188 2 1 0 +142 2 2 0.40600631569752349 0.66630596 0.27245033 0.06124383 2 1 0 +143 2 2 0.19873091039955226 0.81977046 0.1436714 0.03655813 2 1 0 +144 2 2 0.17308762108474174 0.8410639 0.1257916 0.033144437 2 1 0 +145 2 2 0.23864629919066274 0.78769344 0.17050768 0.04179888 2 1 0 +146 2 2 0.42420311188267473 0.654291 0.28298122 0.06272781 2 1 0 +147 2 2 0.33475135852437715 0.715516 0.23077632 0.05370774 2 1 0 +148 2 2 0.22016788487592048 0.8023841 0.15793857 0.039677363 2 1 0 +149 2 2 0.44461019536367918 0.6410741 0.29210937 0.06681659 2 1 0 diff --git a/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Voting-TrainTest-iris-out.txt b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Voting-TrainTest-iris-out.txt new file mode 100644 index 0000000000..cec0c9958b --- /dev/null +++ b/test/BaselineOutput/Common/WeightedEnsembleMulticlass/osx-arm64/WE-Voting-TrainTest-iris-out.txt @@ -0,0 +1,61 @@ +maml.exe TrainTest test=%Data% tr=WeightedEnsembleMulticlass{bp=mlr{t-} nm=5 oc=MultiVoting tp=-} dout=%Output% data=%Data% out=%Output% seed=1 xf=Term{col=Label} +Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off. +Training 5 learners for the batch 1 +Beginning training model 1 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 1 of 5 finished in %Time% +Beginning training model 2 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 13 of 15 weights. +Trainer 2 of 5 finished in %Time% +Beginning training model 3 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 11 of 15 weights. +Trainer 3 of 5 finished in %Time% +Beginning training model 4 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 10 of 15 weights. +Trainer 4 of 5 finished in %Time% +Beginning training model 5 of 5 +Beginning optimization +num vars: 15 +improvement criterion: Mean Improvement +L1 regularization selected 12 of 15 weights. +Trainer 5 of 5 finished in %Time% +Not training a calibrator because it is not needed. + +Confusion table + ||======================== +PREDICTED || 0 | 1 | 2 | Recall +TRUTH ||======================== + 0 || 50 | 0 | 0 | 1.0000 + 1 || 0 | 44 | 6 | 0.8800 + 2 || 0 | 2 | 48 | 0.9600 + ||======================== +Precision ||1.0000 |0.9565 |0.8889 | +Accuracy(micro-avg): 0.946667 +Accuracy(macro-avg): 0.946667 +Log-loss: 0.511576 +Log-loss reduction: 0.534344 + +OVERALL RESULTS +--------------------------------------- +Accuracy(micro-avg): 0.946667 (0.0000) +Accuracy(macro-avg): 0.946667 (0.0000) +Log-loss: 0.511576 (0.0000) +Log-loss reduction: 0.534344 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/Directory.Build.props b/test/Directory.Build.props index df4983a36f..76c1911f43 100644 --- a/test/Directory.Build.props +++ b/test/Directory.Build.props @@ -5,6 +5,7 @@ netcoreapp2.1 net461 netcoreapp3.1 + $(TestTargetFramework) win-x64 false true diff --git a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs index c58531fa0d..0f3300f8a0 100644 --- a/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs +++ b/test/Microsoft.ML.Core.Tests/UnitTests/TestEntryPoints.cs @@ -1194,7 +1194,7 @@ public void RegressionPermutationFeatureImportance() var args = new ExecuteGraphCommand.Arguments() { GraphPath = jsonPath }; var cmd = new ExecuteGraphCommand(Env, args); cmd.Run(); - + var mlContext = new MLContext(1); var loadedData = mlContext.Data.LoadFromBinary(outputDataPath); Assert.NotNull(loadedData.Schema.GetColumnOrNull("FeatureName")); @@ -2123,7 +2123,7 @@ public void EntryPointMulticlassPipelineEnsemble() } } - [Fact] + [NativeDependencyFact("MklImports")] public void EntryPointPipelineEnsembleGetSummary() { var dataPath = GetDataPath("breast-cancer-withheader.txt"); @@ -3674,7 +3674,7 @@ public void EntryPointTrainTestMacro() 'TrainingData': '$data2', 'TestingData': '$TestData', 'TransformModel': '$transform', - 'Nodes': [ + 'Nodes': [ { 'Name': 'Trainers.LogisticRegressionBinaryClassifier', 'Inputs': { @@ -3802,7 +3802,7 @@ public void EntryPointChainedTrainTestMacros() 'TrainingData': '$data3', 'TestingData': '$TestData', 'TransformModel': '$CombinedModel', - 'Nodes': [ + 'Nodes': [ { 'Name': 'Trainers.LogisticRegressionBinaryClassifier', 'Inputs': { @@ -3835,7 +3835,7 @@ public void EntryPointChainedTrainTestMacros() 'TrainingData': '$data3', 'TestingData': '$TestData', 'TransformModel': '$CombinedModel', - 'Nodes': [ + 'Nodes': [ { 'Name': 'Trainers.StochasticGradientDescentBinaryClassifier', 'Inputs': { @@ -3964,7 +3964,7 @@ public void EntryPointChainedCrossValMacros() 'TransformModel': '$CombinedModel', 'Kind': 'SignatureBinaryClassifierTrainer', 'NumFolds': 3, - 'Nodes': [ + 'Nodes': [ { 'Name': 'Trainers.LogisticRegressionBinaryClassifier', 'Inputs': { @@ -4052,7 +4052,7 @@ public void EntryPointChainedCrossValMacros() 'PerInstanceMetrics': '$PerInstanceMetrics2', 'ConfusionMatrix': '$ConfusionMatrix2' } - }, + }, ] }"; @@ -4225,7 +4225,7 @@ public void EntryPointNodeSchedulingFields() } } - [Fact] + [NativeDependencyFact("MklImports")] public void EntryPointLinearPredictorSummary() { var dataPath = GetDataPath("breast-cancer-withheader.txt"); @@ -6891,10 +6891,10 @@ void RankingWithColumnIdEntryPoint() Assert.Equal(10, ndcgArray.Length); Assert.True(ndcgArray[0] > 0); Assert.True(ndcgArray[1] > 0); - Assert.True(ndcgArray[2] > 0); + Assert.True(ndcgArray[2] > 0); Assert.True(ndcgArray[3] > 0); Assert.True(ndcgArray[4] > 0); - Assert.True(ndcgArray[5] > 0); + Assert.True(ndcgArray[5] > 0); Assert.True(ndcgArray[6] > 0); Assert.True(ndcgArray[7] > 0); Assert.True(ndcgArray[8] > 0); diff --git a/test/Microsoft.ML.CpuMath.PerformanceTests/Microsoft.ML.CpuMath.PerformanceTests.csproj b/test/Microsoft.ML.CpuMath.PerformanceTests/Microsoft.ML.CpuMath.PerformanceTests.csproj index b278d74c17..415b554c2b 100644 --- a/test/Microsoft.ML.CpuMath.PerformanceTests/Microsoft.ML.CpuMath.PerformanceTests.csproj +++ b/test/Microsoft.ML.CpuMath.PerformanceTests/Microsoft.ML.CpuMath.PerformanceTests.csproj @@ -11,6 +11,7 @@ true false + true diff --git a/test/Microsoft.ML.CpuMath.UnitTests/UnitTests.cs b/test/Microsoft.ML.CpuMath.UnitTests/UnitTests.cs index 2b6045cdc8..3f507f1e5d 100644 --- a/test/Microsoft.ML.CpuMath.UnitTests/UnitTests.cs +++ b/test/Microsoft.ML.CpuMath.UnitTests/UnitTests.cs @@ -5,6 +5,7 @@ using System; using System.Collections.Generic; using System.Globalization; +using System.Runtime.InteropServices; using Microsoft.ML.Internal.CpuMath; using Microsoft.ML.TestFramework; using Xunit; @@ -23,13 +24,14 @@ public class CpuMathUtilsUnitTests : BaseTestClass private static readonly FloatEqualityComparer _comparer; private static readonly FloatEqualityComparerForMatMul _matMulComparer; private static readonly string _defaultMode = "defaultMode"; -#if NETCOREAPP3_1 private static Dictionary _disableAvxEnvironmentVariables; private static Dictionary _disableAvxAndSseEnvironmentVariables; private static readonly string _disableAvx = "COMPlus_EnableAVX"; private static readonly string _disableSse = "COMPlus_EnableSSE"; private static readonly string _disableAvxAndSse = "COMPlus_EnableHWIntrinsic"; -#endif + public static bool IsNetCore => Environment.Version.Major >= 5 || RuntimeInformation.FrameworkDescription.StartsWith(".NET Core", StringComparison.OrdinalIgnoreCase); + public static bool IsNetCore2OrOlder => Environment.Version.Major == 4 && Environment.Version.Minor == 0; + public static bool SkipAvxSse => RuntimeInformation.ProcessArchitecture == Architecture.Arm || RuntimeInformation.ProcessArchitecture == Architecture.Arm64; static CpuMathUtilsUnitTests() { @@ -40,7 +42,7 @@ static CpuMathUtilsUnitTests() // Small Input Size Array float[] testArray3 = new float[15] { 1.96f, -2.38f, -9.76f, 13.84f, -106.37f, -26.93f, 32.45f, 3.29f, 1.96f, -2.38f, -9.76f, 13.84f, -106.37f, -26.93f, 32.45f }; _testArrays = new float[][] { testArray1, testArray2, testArray3 }; - _testIndexArray = new int[18] { 0, 2, 5, 6, 8, 11, 12, 13, 14, 16, 18, 21, 22, 24, 26, 27, 28, 29}; + _testIndexArray = new int[18] { 0, 2, 5, 6, 8, 11, 12, 13, 14, 16, 18, 21, 22, 24, 26, 27, 28, 29 }; _comparer = new FloatEqualityComparer(); _matMulComparer = new FloatEqualityComparerForMatMul(); @@ -89,18 +91,19 @@ static CpuMathUtilsUnitTests() _testDstVectors = new AlignedArray[] { testDstVectorAligned1, testDstVectorAligned2 }; -#if NETCOREAPP3_1 - _disableAvxEnvironmentVariables = new Dictionary() + if ((SkipAvxSse || IsNetCore) && !IsNetCore2OrOlder) { - { _disableAvx , "0" } - }; + _disableAvxEnvironmentVariables = new Dictionary() + { + { _disableAvx , "0" } + }; - _disableAvxAndSseEnvironmentVariables = new Dictionary() - { - { _disableAvx , "0" }, - { _disableSse , "0" } - }; -#endif + _disableAvxAndSseEnvironmentVariables = new Dictionary() + { + { _disableAvx , "0" }, + { _disableSse , "0" } + }; + } } public CpuMathUtilsUnitTests(ITestOutputHelper output) : base(output) @@ -128,56 +131,101 @@ private static void CheckProperFlag(string mode) #endif } - public static TheoryData> AddData() => new TheoryData>() + public static TheoryData> AddData() { - { _defaultMode, "0", null }, - { _defaultMode, "1", null }, - { _defaultMode, "2", null }, + if (SkipAvxSse) + { + return new TheoryData>() + { + { _disableAvxAndSse, "0", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "1", _disableAvxAndSseEnvironmentVariables }, + }; + } + else + { + return new TheoryData>() + { + { _defaultMode, "0", null }, + { _defaultMode, "1", null }, + { _defaultMode, "2", null }, #if NETCOREAPP3_1 - { _disableAvx, "0", _disableAvxEnvironmentVariables }, - { _disableAvx, "1", _disableAvxEnvironmentVariables }, + { _disableAvx, "0", _disableAvxEnvironmentVariables }, + { _disableAvx, "1", _disableAvxEnvironmentVariables }, - { _disableAvxAndSse, "0", _disableAvxAndSseEnvironmentVariables }, - { _disableAvxAndSse, "1", _disableAvxAndSseEnvironmentVariables }, -#endif - }; + { _disableAvxAndSse, "0", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "1", _disableAvxAndSseEnvironmentVariables }, + #endif + }; + } + } - public static TheoryData> AddScaleData() => new TheoryData>() + public static TheoryData> AddScaleData() { - { _defaultMode, "0", "1.7", null }, - { _defaultMode, "1", "1.7", null }, - { _defaultMode, "2", "1.7", null }, - { _defaultMode, "0", "-1.7", null }, - { _defaultMode, "1", "-1.7", null }, - { _defaultMode, "2", "-1.7", null }, + if (SkipAvxSse) + { + return new TheoryData>() + { + { _disableAvxAndSse, "0", "1.7", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "1", "1.7", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "0", "-1.7", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "1", "-1.7", _disableAvxAndSseEnvironmentVariables }, + }; + } + else + { + return new TheoryData>() + { + { _defaultMode, "0", "1.7", null }, + { _defaultMode, "1", "1.7", null }, + { _defaultMode, "2", "1.7", null }, + { _defaultMode, "0", "-1.7", null }, + { _defaultMode, "1", "-1.7", null }, + { _defaultMode, "2", "-1.7", null }, #if NETCOREAPP3_1 - { _disableAvx, "0", "1.7", _disableAvxEnvironmentVariables }, - { _disableAvx, "1", "1.7", _disableAvxEnvironmentVariables }, - { _disableAvx, "0", "-1.7", _disableAvxEnvironmentVariables }, - { _disableAvx, "1", "-1.7", _disableAvxEnvironmentVariables }, - - { _disableAvxAndSse, "0", "1.7", _disableAvxAndSseEnvironmentVariables }, - { _disableAvxAndSse, "1", "1.7", _disableAvxAndSseEnvironmentVariables }, - { _disableAvxAndSse, "0", "-1.7", _disableAvxAndSseEnvironmentVariables }, - { _disableAvxAndSse, "1", "-1.7", _disableAvxAndSseEnvironmentVariables }, + { _disableAvx, "0", "1.7", _disableAvxEnvironmentVariables }, + { _disableAvx, "1", "1.7", _disableAvxEnvironmentVariables }, + { _disableAvx, "0", "-1.7", _disableAvxEnvironmentVariables }, + { _disableAvx, "1", "-1.7", _disableAvxEnvironmentVariables }, + + { _disableAvxAndSse, "0", "1.7", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "1", "1.7", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "0", "-1.7", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse, "1", "-1.7", _disableAvxAndSseEnvironmentVariables }, #endif - }; + }; + } + } - public static TheoryData> MatMulData => new TheoryData>() + public static TheoryData> MatMulData() { - { _defaultMode, "0", "0", "0", null }, - { _defaultMode, "1", "1", "0", null }, - { _defaultMode, "1", "0", "1", null }, + if (SkipAvxSse) + { + return new TheoryData>() + { + { _disableAvxAndSse , "0", "0", "0", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse , "1", "1", "0", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse , "1", "0", "1", _disableAvxAndSseEnvironmentVariables }, + }; + } + else + { + return new TheoryData>() + { + { _defaultMode, "0", "0", "0", null }, + { _defaultMode, "1", "1", "0", null }, + { _defaultMode, "1", "0", "1", null }, #if NETCOREAPP3_1 - { _disableAvx, "0", "0", "0", _disableAvxEnvironmentVariables }, - { _disableAvx, "1", "1", "0", _disableAvxEnvironmentVariables }, - { _disableAvx, "1", "0", "1", _disableAvxEnvironmentVariables }, + { _disableAvx, "0", "0", "0", _disableAvxEnvironmentVariables }, + { _disableAvx, "1", "1", "0", _disableAvxEnvironmentVariables }, + { _disableAvx, "1", "0", "1", _disableAvxEnvironmentVariables }, - { _disableAvxAndSse , "0", "0", "0", _disableAvxAndSseEnvironmentVariables }, - { _disableAvxAndSse , "1", "1", "0", _disableAvxAndSseEnvironmentVariables }, - { _disableAvxAndSse , "1", "0", "1", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse , "0", "0", "0", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse , "1", "1", "0", _disableAvxAndSseEnvironmentVariables }, + { _disableAvxAndSse , "1", "0", "1", _disableAvxAndSseEnvironmentVariables }, #endif - }; + }; + } + } [Theory] [MemberData(nameof(MatMulData))] @@ -197,7 +245,7 @@ public void MatMulTest(string mode, string matTest, string srcTest, string dstTe for (int j = 0; j < src.Size; j++) { dotProduct += mat[i * src.Size + j] * src[j]; - } + } expected[i] = dotProduct; } @@ -446,7 +494,7 @@ public void AddScaleCopyUTest(string mode, string test, string scale, Dictionary [MemberData(nameof(AddData))] public void AddUTest(string mode, string test, Dictionary environmentVariables) { - RemoteExecutor.RemoteInvoke((arg0, arg1) => + RemoteExecutor.RemoteInvoke((arg0, arg1) => { CheckProperFlag(arg0); float[] src = (float[])_testArrays[int.Parse(arg1)].Clone(); @@ -524,7 +572,7 @@ public void MulElementWiseUTest(string mode, string test, Dictionary /// Training: It is easy to compare trainer evaluations on the same dataset. /// - [Fact] + [FieldAwareFactorizationMachineFact] public void CompareTrainerEvaluations() { var mlContext = new MLContext(seed: 1); @@ -120,7 +121,7 @@ public void ContinueTrainingAveragePerceptron() /// /// Training: Models can be trained starting from an existing model. /// - [Fact] + [FieldAwareFactorizationMachineFact] public void ContinueTrainingFieldAwareFactorizationMachine() { var mlContext = new MLContext(seed: 1); @@ -390,7 +391,7 @@ public void ContinueTrainingPoissonRegression() /// /// Training: Models can be trained starting from an existing model. /// - [Fact] + [NativeDependencyFact("MklImports")] public void ContinueTrainingSymbolicStochasticGradientDescent() { var mlContext = new MLContext(seed: 1); diff --git a/test/Microsoft.ML.IntegrationTests/Validation.cs b/test/Microsoft.ML.IntegrationTests/Validation.cs index 78f82cf17f..62fa84a215 100644 --- a/test/Microsoft.ML.IntegrationTests/Validation.cs +++ b/test/Microsoft.ML.IntegrationTests/Validation.cs @@ -7,6 +7,7 @@ using Microsoft.ML.Data; using Microsoft.ML.IntegrationTests.Datasets; using Microsoft.ML.TestFrameworkCommon; +using Microsoft.ML.TestFramework.Attributes; using Microsoft.ML.Trainers; using Microsoft.ML.Trainers.FastTree; using Microsoft.ML.Trainers.LightGbm; @@ -28,7 +29,7 @@ public Validation(ITestOutputHelper output) : base(output) /// pipelines on in-fold data, (3) scoring on the out-fold data, (4) returning the set of /// metrics, trained pipelines, and scored test data for each fold. /// - [Fact] + [NativeDependencyFact("MklImports")] public void CrossValidation() { var mlContext = new MLContext(seed: 1); diff --git a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs index c5f20b8faa..6663343ae4 100644 --- a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs +++ b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs @@ -6,6 +6,7 @@ using System.Collections.Generic; using System.IO; using Microsoft.ML.TestFramework.Attributes; +using Microsoft.ML.TestFrameworkCommon.Attributes; namespace Microsoft.ML.RunTests { @@ -277,7 +278,7 @@ public void BinaryClassifierLogisticRegressionTest() Done(); } - [Fact(Skip = "Temporarily skipping while helix issues are resolved. Tracked in issue #5845")] + [NativeDependencyFact("MklImports")] [TestCategory("Binary")] public void BinaryClassifierSymSgdTest() { @@ -619,7 +620,7 @@ public void RankingLightGBMTest() Done(); } - [Fact] + [NotArm32Fact("RyuJit codegen issue https://github.com/dotnet/runtime/issues/7970")] public void TestTreeEnsembleCombiner() { var dataPath = GetDataPath(TestDatasets.breastCancer.trainFilename); @@ -640,7 +641,7 @@ public void TestTreeEnsembleCombiner() CombineAndTestTreeEnsembles(dataView, fastTrees); } - [Fact] + [NotArm32Fact("RyuJit codegen issue https://github.com/dotnet/runtime/issues/7970")] public void TestTreeEnsembleCombinerWithCategoricalSplits() { var dataPath = GetDataPath("adult.tiny.with-schema.txt"); @@ -1193,7 +1194,7 @@ public void RegressorOlsTest() /// /// A test for ordinary least squares regression. /// - [Fact] + [NativeDependencyFact("MklImports")] [TestCategory("Regressor")] public void RegressorOlsTestOne() { @@ -2170,7 +2171,7 @@ public void BinaryClassifierLDSvmNoBiasTest() /// /// A test for field-aware factorization machine. /// - [Fact] + [FieldAwareFactorizationMachineFact] [TestCategory("Binary")] [TestCategory("FieldAwareFactorizationMachine")] public void BinaryClassifierFieldAwareFactorizationMachineTest() diff --git a/test/Microsoft.ML.TestFramework/Attributes/NotCentOS7FactAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/FeaturizersFactAttribute.cs similarity index 72% rename from test/Microsoft.ML.TestFramework/Attributes/NotCentOS7FactAttribute.cs rename to test/Microsoft.ML.TestFramework/Attributes/FeaturizersFactAttribute.cs index 06f39cacf2..3d0c4e5a93 100644 --- a/test/Microsoft.ML.TestFramework/Attributes/NotCentOS7FactAttribute.cs +++ b/test/Microsoft.ML.TestFramework/Attributes/FeaturizersFactAttribute.cs @@ -10,15 +10,21 @@ namespace Microsoft.ML.TestFramework.Attributes { /// - /// A fact for tests that wont run on CentOS7 + /// A fact for the Featurizers tests that wont run on CentOS7 and need the Featurizers library. /// - public sealed class NotCentOS7FactAttribute : EnvironmentSpecificFactAttribute + public sealed class FeaturizersFactAttribute : EnvironmentSpecificFactAttribute { - public NotCentOS7FactAttribute() : base("These tests are not CentOS7 compliant.") + public FeaturizersFactAttribute() : base("These tests are not CentOS7 compliant and need the Featurizers native library.") { } protected override bool IsEnvironmentSupported() { + // Featurizers.dll must exist + if (!Microsoft.ML.TestFrameworkCommon.Utility.NativeLibrary.NativeLibraryExists("Featurizers")) + { + return false; + } + if (RuntimeInformation.IsOSPlatform(OSPlatform.Linux)) { using (Process process = new Process()) @@ -42,4 +48,4 @@ protected override bool IsEnvironmentSupported() return true; } } -} \ No newline at end of file +} \ No newline at end of file diff --git a/test/Microsoft.ML.TestFramework/Attributes/LightGBMFactAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/LightGBMFactAttribute.cs index fbedec7676..df40e5da0f 100644 --- a/test/Microsoft.ML.TestFramework/Attributes/LightGBMFactAttribute.cs +++ b/test/Microsoft.ML.TestFramework/Attributes/LightGBMFactAttribute.cs @@ -4,6 +4,7 @@ using System; using Microsoft.ML.TestFrameworkCommon.Attributes; +using Microsoft.ML.TestFrameworkCommon.Utility; namespace Microsoft.ML.TestFramework.Attributes { @@ -19,7 +20,7 @@ public LightGBMFactAttribute() : base("LightGBM is 64-bit only") /// protected override bool IsEnvironmentSupported() { - return Environment.Is64BitProcess; + return Environment.Is64BitProcess && NativeLibrary.NativeLibraryExists("lib_lightgbm"); } } } \ No newline at end of file diff --git a/test/Microsoft.ML.TestFramework/Attributes/LightGBMTheoryAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/LightGBMTheoryAttribute.cs index 6b40383863..829f51eb69 100644 --- a/test/Microsoft.ML.TestFramework/Attributes/LightGBMTheoryAttribute.cs +++ b/test/Microsoft.ML.TestFramework/Attributes/LightGBMTheoryAttribute.cs @@ -3,8 +3,8 @@ // See the LICENSE file in the project root for more information. using System; -using System.Runtime.InteropServices; using Microsoft.ML.TestFrameworkCommon.Attributes; +using Microsoft.ML.TestFrameworkCommon.Utility; namespace Microsoft.ML.TestFramework.Attributes { @@ -20,7 +20,7 @@ public LightGBMTheoryAttribute() : base("LightGBM is 64-bit only") /// protected override bool IsEnvironmentSupported() { - return Environment.Is64BitProcess; + return Environment.Is64BitProcess && NativeLibrary.NativeLibraryExists("lib_lightgbm"); } } } diff --git a/test/Microsoft.ML.TestFramework/Attributes/NotArm32FactAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/NotArm32FactAttribute.cs new file mode 100644 index 0000000000..8cd0de5c92 --- /dev/null +++ b/test/Microsoft.ML.TestFramework/Attributes/NotArm32FactAttribute.cs @@ -0,0 +1,23 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using System; +using System.Runtime.InteropServices; +using Microsoft.ML.TestFrameworkCommon.Attributes; + +namespace Microsoft.ML.TestFramework.Attributes +{ + class NotArm32FactAttribute : EnvironmentSpecificFactAttribute + { + public NotArm32FactAttribute(string skipMessage) : base(skipMessage) + { + } + + /// + protected override bool IsEnvironmentSupported() + { + return RuntimeInformation.ProcessArchitecture != Architecture.Arm; + } + } +} diff --git a/test/Microsoft.ML.TestFramework/Attributes/OnnxTheoryAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/OnnxTheoryAttribute.cs index f076ca43f3..42958a6f75 100644 --- a/test/Microsoft.ML.TestFramework/Attributes/OnnxTheoryAttribute.cs +++ b/test/Microsoft.ML.TestFramework/Attributes/OnnxTheoryAttribute.cs @@ -20,7 +20,9 @@ public OnnxTheoryAttribute() : base("Onnx is 64-bit Windows only") /// protected override bool IsEnvironmentSupported() { - return Environment.Is64BitProcess && (!RuntimeInformation.IsOSPlatform(OSPlatform.Linux) || AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23))); + return (!RuntimeInformation.IsOSPlatform(OSPlatform.Linux) + || AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23))) + && Microsoft.ML.TestFrameworkCommon.Utility.NativeLibrary.NativeLibraryExists("onnxruntime"); } } } \ No newline at end of file diff --git a/test/Microsoft.ML.TestFramework/Attributes/TensorflowFactAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/TensorflowFactAttribute.cs index d2376ef3ac..f2c3ebb86b 100644 --- a/test/Microsoft.ML.TestFramework/Attributes/TensorflowFactAttribute.cs +++ b/test/Microsoft.ML.TestFramework/Attributes/TensorflowFactAttribute.cs @@ -20,10 +20,11 @@ public TensorFlowFactAttribute() : base("TensorFlow is 64-bit only and is not su /// protected override bool IsEnvironmentSupported() { - return Environment.Is64BitProcess && + return (Environment.Is64BitProcess && ( RuntimeInformation.IsOSPlatform(OSPlatform.Windows) || - AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23))); - + AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23)))) + && Microsoft.ML.TestFrameworkCommon.Utility.NativeLibrary.NativeLibraryExists("tensorflow"); + } } } diff --git a/test/Microsoft.ML.TestFramework/Attributes/TensorflowTheoryAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/TensorflowTheoryAttribute.cs index feed8047d7..ff282187a3 100644 --- a/test/Microsoft.ML.TestFramework/Attributes/TensorflowTheoryAttribute.cs +++ b/test/Microsoft.ML.TestFramework/Attributes/TensorflowTheoryAttribute.cs @@ -20,9 +20,10 @@ public TensorFlowTheoryAttribute() : base("TensorFlow is 64-bit only and is not /// protected override bool IsEnvironmentSupported() { - return Environment.Is64BitProcess && + return (Environment.Is64BitProcess && (RuntimeInformation.IsOSPlatform(OSPlatform.Windows) || - AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23))); + AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23)))) + && Microsoft.ML.TestFrameworkCommon.Utility.NativeLibrary.NativeLibraryExists("tensorflow"); } } } \ No newline at end of file diff --git a/test/Microsoft.ML.TestFramework/Attributes/X86X64FactAttribute.cs b/test/Microsoft.ML.TestFramework/Attributes/X86X64FactAttribute.cs new file mode 100644 index 0000000000..9a24f0afaa --- /dev/null +++ b/test/Microsoft.ML.TestFramework/Attributes/X86X64FactAttribute.cs @@ -0,0 +1,26 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using System; +using System.Runtime.InteropServices; +using Microsoft.ML.TestFrameworkCommon.Attributes; + +namespace Microsoft.ML.TestFramework.Attributes +{ + /// + /// A fact for tests requiring X86 or X64 environment. + /// + public sealed class X86X64FactAttribute : EnvironmentSpecificFactAttribute + { + public X86X64FactAttribute(string skipMessage) : base(skipMessage) + { + } + + /// + protected override bool IsEnvironmentSupported() + { + return RuntimeInformation.ProcessArchitecture == Architecture.X86 || RuntimeInformation.ProcessArchitecture == Architecture.X64; + } + } +} \ No newline at end of file diff --git a/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs b/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs index 5457f3af20..aa353cfd1d 100644 --- a/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs +++ b/test/Microsoft.ML.TestFramework/BaseTestBaseline.cs @@ -126,7 +126,12 @@ private IEnumerable GetConfigurationDirs() var configurationDirs = new List(); if (RuntimeInformation.IsOSPlatform(OSPlatform.OSX)) - configurationDirs.Add("osx-x64"); + { + if(RuntimeInformation.ProcessArchitecture == Architecture.X64) + configurationDirs.Add("osx-x64"); + else if(RuntimeInformation.ProcessArchitecture == Architecture.Arm64) + configurationDirs.Add("osx-arm64"); + } if (RuntimeInformation.IsOSPlatform(OSPlatform.Linux)) configurationDirs.Add("linux-x64"); if (RuntimeInformation.IsOSPlatform(OSPlatform.Windows)) diff --git a/test/Microsoft.ML.TestFramework/GlobalBase.cs b/test/Microsoft.ML.TestFramework/GlobalBase.cs index 3f366b837e..d09f447ce6 100644 --- a/test/Microsoft.ML.TestFramework/GlobalBase.cs +++ b/test/Microsoft.ML.TestFramework/GlobalBase.cs @@ -3,10 +3,10 @@ // See the LICENSE file in the project root for more information. // Every unit test assembly should call GlobalBase.AssemblyInit() before running any tests. -// Test assembly should have following test also. -// +// Test assembly should have following test also. +// // public void AssertHandlerTest() -// { +// { // GlobalBase.AssertHandlerTest(); // } @@ -25,13 +25,17 @@ public static void AssemblyInit() var prev = Contracts.SetAssertHandler(AssertHandler); Contracts.Check(prev == null, "Expected to replace null assertion handler!"); - // Enable Conditional Numerical Reproducibility - // https://software.intel.com/en-us/articles/introduction-to-the-conditional-numerical-reproducibility-cnr - Environment.SetEnvironmentVariable("MKL_CBWR", "COMPATIBLE"); + // Only do this for x86/x64. This will cause crashes in places IntelMKL is not supported. + if (RuntimeInformation.ProcessArchitecture == Architecture.X64 || RuntimeInformation.ProcessArchitecture == Architecture.X86) + { + // Enable Conditional Numerical Reproducibility + // https://software.intel.com/en-us/articles/introduction-to-the-conditional-numerical-reproducibility-cnr + Environment.SetEnvironmentVariable("MKL_CBWR", "COMPATIBLE"); - // HACK: ensure MklImports is loaded very early in the tests so it doesn't deadlock while loading it later. - // See https://github.com/dotnet/machinelearning/issues/1073 - Mkl.PptrfInternal(Mkl.Layout.RowMajor, Mkl.UpLo.Up, 0, Array.Empty()); + // HACK: ensure MklImports is loaded very early in the tests so it doesn't deadlock while loading it later. + // See https://github.com/dotnet/machinelearning/issues/1073 + Mkl.PptrfInternal(Mkl.Layout.RowMajor, Mkl.UpLo.Up, 0, Array.Empty()); + } } private static class Mkl diff --git a/test/Microsoft.ML.TestFramework/TestCommandBase.cs b/test/Microsoft.ML.TestFramework/TestCommandBase.cs index 7d07d78f33..1269ad9bb0 100644 --- a/test/Microsoft.ML.TestFramework/TestCommandBase.cs +++ b/test/Microsoft.ML.TestFramework/TestCommandBase.cs @@ -2000,7 +2000,7 @@ public void CommandTrainClustering() } [TestCategory(Cat), TestCategory("FieldAwareFactorizationMachine"), TestCategory("Continued Training")] - [Fact] + [FieldAwareFactorizationMachineFact] public void CommandTrainingBinaryFactorizationMachineWithInitialization() { const string loaderArgs = "loader=text{col=Label:0 col=Features:1-*}"; @@ -2016,7 +2016,7 @@ public void CommandTrainingBinaryFactorizationMachineWithInitialization() } [TestCategory(Cat), TestCategory("FieldAwareFactorizationMachine"), TestCategory("Continued Training")] - [Fact] + [FieldAwareFactorizationMachineFact] public void CommandTrainingBinaryFieldAwareFactorizationMachineWithInitialization() { const string loaderArgs = "loader=text{col=Label:0 col=FieldA:1-2 col=FieldB:3-4 col=FieldC:5-6 col=FieldD:7-9}"; diff --git a/test/Microsoft.ML.TestFrameworkCommon/Attributes/EnvironmentSpecificFactAttribute.cs b/test/Microsoft.ML.TestFrameworkCommon/Attributes/EnvironmentSpecificFactAttribute.cs index 79e6262cad..fe754b6eb2 100644 --- a/test/Microsoft.ML.TestFrameworkCommon/Attributes/EnvironmentSpecificFactAttribute.cs +++ b/test/Microsoft.ML.TestFrameworkCommon/Attributes/EnvironmentSpecificFactAttribute.cs @@ -5,7 +5,7 @@ using System; using Xunit; -namespace Microsoft.ML.TestFrameworkCommon.Attributes +namespace Microsoft.ML.TestFramework.Attributes { /// /// A base class for environment-specific fact attributes. diff --git a/test/Microsoft.ML.TestFramework/Attributes/EnvironmentSpecificTheoryAttribute.cs b/test/Microsoft.ML.TestFrameworkCommon/Attributes/EnvironmentSpecificTheoryAttribute.cs similarity index 100% rename from test/Microsoft.ML.TestFramework/Attributes/EnvironmentSpecificTheoryAttribute.cs rename to test/Microsoft.ML.TestFrameworkCommon/Attributes/EnvironmentSpecificTheoryAttribute.cs diff --git a/test/Microsoft.ML.TestFrameworkCommon/Attributes/FieldAwareFactorizationMachineFactAttribute.cs b/test/Microsoft.ML.TestFrameworkCommon/Attributes/FieldAwareFactorizationMachineFactAttribute.cs new file mode 100644 index 0000000000..798a20054b --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Attributes/FieldAwareFactorizationMachineFactAttribute.cs @@ -0,0 +1,23 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using Microsoft.ML.TestFrameworkCommon.Attributes; +using Microsoft.ML.TestFrameworkCommon.Utility; + +namespace Microsoft.ML.TestFramework.Attributes +{ + public class FieldAwareFactorizationMachineFactAttribute : EnvironmentSpecificFactAttribute + { + private const string SkipMessage = "FieldAwareFactorizationMachine doesn't currently support non x86/x64. https://github.com/dotnet/machinelearning/issues/5871"; + + public FieldAwareFactorizationMachineFactAttribute () : base(SkipMessage) + { + } + + protected override bool IsEnvironmentSupported() + { + return NativeLibrary.NativeLibraryExists("CpuMathNative"); + } + } +} diff --git a/test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyFactAttribute.cs b/test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyFactAttribute.cs new file mode 100644 index 0000000000..fbb3aba0fb --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyFactAttribute.cs @@ -0,0 +1,25 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using Microsoft.ML.TestFrameworkCommon.Utility; +using Microsoft.ML.TestFrameworkCommon.Attributes; + +namespace Microsoft.ML.TestFramework.Attributes +{ + public sealed class NativeDependencyFactAttribute : EnvironmentSpecificFactAttribute + { + private readonly string _library; + + public NativeDependencyFactAttribute(string library) : base($"This test requires a native library {library} that wasn't found.") + { + _library = library; + } + + /// + protected override bool IsEnvironmentSupported() + { + return NativeLibrary.NativeLibraryExists(_library); + } + } +} \ No newline at end of file diff --git a/test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyTheoryAttribute.cs b/test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyTheoryAttribute.cs new file mode 100644 index 0000000000..6e97944050 --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Attributes/NativeDependencyTheoryAttribute.cs @@ -0,0 +1,25 @@ +// Licensed to the .NET Foundation under one or more agreements. +// The .NET Foundation licenses this file to you under the MIT license. +// See the LICENSE file in the project root for more information. + +using Microsoft.ML.TestFrameworkCommon.Utility; +using Microsoft.ML.TestFrameworkCommon.Attributes; + +namespace Microsoft.ML.TestFramework.Attributes +{ + public sealed class NativeDependencyTheoryAttribute : EnvironmentSpecificTheoryAttribute + { + private readonly string _library; + + public NativeDependencyTheoryAttribute(string library) : base($"This test requires a native library {library} that wasn't found.") + { + _library = library; + } + + /// + protected override bool IsEnvironmentSupported() + { + return NativeLibrary.NativeLibraryExists(_library); + } + } +} \ No newline at end of file diff --git a/test/Microsoft.ML.TestFrameworkCommon/Attributes/OnnxFactAttribute.cs b/test/Microsoft.ML.TestFrameworkCommon/Attributes/OnnxFactAttribute.cs index 80d498d89d..7639a2b425 100644 --- a/test/Microsoft.ML.TestFrameworkCommon/Attributes/OnnxFactAttribute.cs +++ b/test/Microsoft.ML.TestFrameworkCommon/Attributes/OnnxFactAttribute.cs @@ -4,6 +4,8 @@ using System; using System.Runtime.InteropServices; +using Microsoft.ML.TestFramework.Attributes; +using Microsoft.ML.TestFrameworkCommon; namespace Microsoft.ML.TestFrameworkCommon.Attributes { @@ -23,7 +25,8 @@ protected override bool IsEnvironmentSupported() } public static bool IsOnnxRuntimeSupported { get; } = - !RuntimeInformation.IsOSPlatform(OSPlatform.Linux) - || AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23)); + (!RuntimeInformation.IsOSPlatform(OSPlatform.Linux) + || AttributeHelpers.CheckLibcVersionGreaterThanMinimum(new Version(2, 23))) + && Utility.NativeLibrary.NativeLibraryExists("onnxruntime"); } } \ No newline at end of file diff --git a/test/Microsoft.ML.TestFrameworkCommon/Microsoft.ML.TestFrameworkCommon.csproj b/test/Microsoft.ML.TestFrameworkCommon/Microsoft.ML.TestFrameworkCommon.csproj index 2f74eab427..cd0c6cc861 100644 --- a/test/Microsoft.ML.TestFrameworkCommon/Microsoft.ML.TestFrameworkCommon.csproj +++ b/test/Microsoft.ML.TestFrameworkCommon/Microsoft.ML.TestFrameworkCommon.csproj @@ -8,4 +8,8 @@ + + + + diff --git a/test/Microsoft.ML.TestFrameworkCommon/Utility/Kernel32.cs b/test/Microsoft.ML.TestFrameworkCommon/Utility/Kernel32.cs new file mode 100644 index 0000000000..2018677335 --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Utility/Kernel32.cs @@ -0,0 +1,18 @@ +// Taken from https://github.com/mellinoe/nativelibraryloader/blob/586f9738ff12688df8f0662027da8c319aee3841/NativeLibraryLoader/Kernel32.cs +using System; +using System.Runtime.InteropServices; + +namespace Microsoft.ML.TestFrameworkCommon.Utility +{ + internal static class Kernel32 + { + [DllImport("kernel32")] + public static extern IntPtr LoadLibrary(string fileName); + + [DllImport("kernel32")] + public static extern IntPtr GetProcAddress(IntPtr module, string procName); + + [DllImport("kernel32")] + public static extern int FreeLibrary(IntPtr module); + } +} diff --git a/test/Microsoft.ML.TestFrameworkCommon/Utility/Libdl.cs b/test/Microsoft.ML.TestFrameworkCommon/Utility/Libdl.cs new file mode 100644 index 0000000000..2a6377d686 --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Utility/Libdl.cs @@ -0,0 +1,25 @@ +// Taken from https://github.com/mellinoe/nativelibraryloader/blob/586f9738ff12688df8f0662027da8c319aee3841/NativeLibraryLoader/Libdl.cs +using System; +using System.Runtime.InteropServices; + +namespace Microsoft.ML.TestFrameworkCommon.Utility +{ + internal static class Libdl + { + private const string LibName = "libdl"; + + public const int RTLD_NOW = 0x002; + + [DllImport(LibName)] + public static extern IntPtr dlopen(string fileName, int flags); + + [DllImport(LibName)] + public static extern IntPtr dlsym(IntPtr handle, string name); + + [DllImport(LibName)] + public static extern int dlclose(IntPtr handle); + + [DllImport(LibName)] + public static extern string dlerror(); + } +} diff --git a/test/Microsoft.ML.TestFrameworkCommon/Utility/LibraryLoader.cs b/test/Microsoft.ML.TestFrameworkCommon/Utility/LibraryLoader.cs new file mode 100644 index 0000000000..3fb89075ea --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Utility/LibraryLoader.cs @@ -0,0 +1,219 @@ +// Taken from https://github.com/mellinoe/nativelibraryloader/blob/586f9738ff12688df8f0662027da8c319aee3841/NativeLibraryLoader/LibraryLoader.cs#L182-L216https://github.com/mellinoe/nativelibraryloader/blob/586f9738ff12688df8f0662027da8c319aee3841/NativeLibraryLoader/LibraryLoader.cs +using System; +using System.IO; +using System.Runtime.InteropServices; + +namespace Microsoft.ML.TestFrameworkCommon.Utility +{ + /// + /// Exposes functionality for loading native libraries and function pointers. + /// + public abstract class LibraryLoader + { + /// + /// Loads a native library by name and returns an operating system handle to it. + /// + /// The name of the library to open. + /// The operating system handle for the shared library. + public IntPtr LoadNativeLibrary(string name) + { + return LoadNativeLibrary(name, PathResolver.Default); + } + + /// + /// Loads a native library by name and returns an operating system handle to it. + /// + /// An ordered list of names. Each name is tried in turn, until the library is successfully loaded. + /// + /// The operating system handle for the shared library. + public IntPtr LoadNativeLibrary(string[] names) + { + return LoadNativeLibrary(names, PathResolver.Default); + } + + /// + /// Loads a native library by name and returns an operating system handle to it. + /// + /// The name of the library to open. + /// The path resolver to use. + /// The operating system handle for the shared library. + public IntPtr LoadNativeLibrary(string name, PathResolver pathResolver) + { + if (string.IsNullOrEmpty(name)) + { + throw new ArgumentException("Parameter must not be null or empty.", nameof(name)); + } + + IntPtr ret = LoadWithResolver(name, pathResolver); + + if (ret == IntPtr.Zero) + { + throw new FileNotFoundException("Could not find or load the native library: " + name); + } + + return ret; + } + + /// + /// Loads a native library by name and returns an operating system handle to it. + /// + /// An ordered list of names. Each name is tried in turn, until the library is successfully loaded. + /// + /// The path resolver to use. + /// The operating system handle for the shared library. + public IntPtr LoadNativeLibrary(string[] names, PathResolver pathResolver) + { + if (names == null || names.Length == 0) + { + throw new ArgumentException("Parameter must not be null or empty.", nameof(names)); + } + + IntPtr ret = IntPtr.Zero; + foreach (string name in names) + { + ret = LoadWithResolver(name, pathResolver); + if (ret != IntPtr.Zero) + { + break; + } + } + + if (ret == IntPtr.Zero) + { + throw new FileNotFoundException($"Could not find or load the native library from any name: [ {string.Join(", ", names)} ]"); + } + + return ret; + } + + private IntPtr LoadWithResolver(string name, PathResolver pathResolver) + { + if (Path.IsPathRooted(name)) + { + return CoreLoadNativeLibrary(name); + } + else + { + foreach (string loadTarget in pathResolver.EnumeratePossibleLibraryLoadTargets(name)) + { + if (!Path.IsPathRooted(loadTarget) || File.Exists(loadTarget)) + { + IntPtr ret = CoreLoadNativeLibrary(loadTarget); + if (ret != IntPtr.Zero) + { + return ret; + } + } + } + + return IntPtr.Zero; + } + } + + /// + /// Loads a function pointer out of the given library by name. + /// + /// The operating system handle of the opened shared library. + /// The name of the exported function to load. + /// A pointer to the loaded function. + public IntPtr LoadFunctionPointer(IntPtr handle, string functionName) + { + if (string.IsNullOrEmpty(functionName)) + { + throw new ArgumentException("Parameter must not be null or empty.", nameof(functionName)); + } + + return CoreLoadFunctionPointer(handle, functionName); + } + + /// + /// Frees the library represented by the given operating system handle. + /// + /// The handle of the open shared library. + public void FreeNativeLibrary(IntPtr handle) + { + if (handle == IntPtr.Zero) + { + throw new ArgumentException("Parameter must not be zero.", nameof(handle)); + } + + CoreFreeNativeLibrary(handle); + } + + /// + /// Loads a native library by name and returns an operating system handle to it. + /// + /// The name of the library to open. This parameter must not be null or empty. + /// The operating system handle for the shared library. + /// If the library cannot be loaded, IntPtr.Zero should be returned. + protected abstract IntPtr CoreLoadNativeLibrary(string name); + + /// + /// Frees the library represented by the given operating system handle. + /// + /// The handle of the open shared library. This must not be zero. + protected abstract void CoreFreeNativeLibrary(IntPtr handle); + + /// + /// Loads a function pointer out of the given library by name. + /// + /// The operating system handle of the opened shared library. This must not be zero. + /// The name of the exported function to load. This must not be null or empty. + /// A pointer to the loaded function. + protected abstract IntPtr CoreLoadFunctionPointer(IntPtr handle, string functionName); + + /// + /// Returns a default library loader for the running operating system. + /// + /// A LibraryLoader suitable for loading libraries. + public static LibraryLoader GetPlatformDefaultLoader() + { + if (RuntimeInformation.IsOSPlatform(OSPlatform.Windows)) + { + return new Win32LibraryLoader(); + } + else if (RuntimeInformation.IsOSPlatform(OSPlatform.Linux) || RuntimeInformation.IsOSPlatform(OSPlatform.OSX)) + { + return new UnixLibraryLoader(); + } + + throw new PlatformNotSupportedException("This platform cannot load native libraries."); + } + + private class Win32LibraryLoader : LibraryLoader + { + protected override void CoreFreeNativeLibrary(IntPtr handle) + { + Kernel32.FreeLibrary(handle); + } + + protected override IntPtr CoreLoadFunctionPointer(IntPtr handle, string functionName) + { + return Kernel32.GetProcAddress(handle, functionName); + } + + protected override IntPtr CoreLoadNativeLibrary(string name) + { + return Kernel32.LoadLibrary(name); + } + } + + private class UnixLibraryLoader : LibraryLoader + { + protected override void CoreFreeNativeLibrary(IntPtr handle) + { + Libdl.dlclose(handle); + } + + protected override IntPtr CoreLoadFunctionPointer(IntPtr handle, string functionName) + { + return Libdl.dlsym(handle, functionName); + } + + protected override IntPtr CoreLoadNativeLibrary(string name) + { + return Libdl.dlopen(name, Libdl.RTLD_NOW); + } + } + } +} diff --git a/test/Microsoft.ML.TestFrameworkCommon/Utility/License b/test/Microsoft.ML.TestFrameworkCommon/Utility/License new file mode 100644 index 0000000000..28384079a9 --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Utility/License @@ -0,0 +1,21 @@ +The MIT License (MIT) + +Copyright (c) 2017 Eric Mellino and contributors to the nativelibraryloader project. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/test/Microsoft.ML.TestFrameworkCommon/Utility/NativeLibrary.cs b/test/Microsoft.ML.TestFrameworkCommon/Utility/NativeLibrary.cs new file mode 100644 index 0000000000..7cb1a73ef7 --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Utility/NativeLibrary.cs @@ -0,0 +1,155 @@ +// Taken from https://github.com/mellinoe/nativelibraryloader/blob/586f9738ff12688df8f0662027da8c319aee3841/NativeLibraryLoader/NativeLibrary.cs +using System; +using System.Runtime.InteropServices; + +namespace Microsoft.ML.TestFrameworkCommon.Utility +{ + /// + /// Represents a native shared library opened by the operating system. + /// This type can be used to load native function pointers by name. + /// + public class NativeLibrary : IDisposable + { + private static readonly LibraryLoader _platformDefaultLoader = LibraryLoader.GetPlatformDefaultLoader(); + private readonly LibraryLoader _loader; + + public static bool NativeLibraryExists(string name) + { + NativeLibrary nativeLibrary = default; + string extension = default; + string prefix = "lib"; + + if (Environment.OSVersion.Platform == PlatformID.MacOSX) + extension = ".dylib"; + else if (Environment.OSVersion.Platform == PlatformID.Unix) + extension = ".so"; + else + extension = ".dll"; + + try + { + // Try the native name as is. + nativeLibrary = new NativeLibrary(name + extension); + return true; + } + catch + { + // If that didn't load, dispose of the first attempt and try appending lib in front + try + { + nativeLibrary?.Dispose(); + nativeLibrary = new NativeLibrary(prefix + name + extension); + return true; + } + catch + { + return false; + } + } + finally + { + nativeLibrary?.Dispose(); + } + } + + /// + /// The operating system handle of the loaded library. + /// + public IntPtr Handle { get; } + + /// + /// Constructs a new NativeLibrary using the platform's default library loader. + /// + /// The name of the library to load. + public NativeLibrary(string name) : this(name, _platformDefaultLoader, PathResolver.Default) + { + } + + /// + /// Constructs a new NativeLibrary using the platform's default library loader. + /// + /// An ordered list of names to attempt to load. + public NativeLibrary(string[] names) : this(names, _platformDefaultLoader, PathResolver.Default) + { + } + + /// + /// Constructs a new NativeLibrary using the specified library loader. + /// + /// The name of the library to load. + /// The loader used to open and close the library, and to load function pointers. + public NativeLibrary(string name, LibraryLoader loader) : this(name, loader, PathResolver.Default) + { + } + + /// + /// Constructs a new NativeLibrary using the specified library loader. + /// + /// An ordered list of names to attempt to load. + /// The loader used to open and close the library, and to load function pointers. + public NativeLibrary(string[] names, LibraryLoader loader) : this(names, loader, PathResolver.Default) + { + } + + /// + /// Constructs a new NativeLibrary using the specified library loader. + /// + /// The name of the library to load. + /// The loader used to open and close the library, and to load function pointers. + /// The path resolver, used to identify possible load targets for the library. + public NativeLibrary(string name, LibraryLoader loader, PathResolver pathResolver) + { + _loader = loader; + Handle = _loader.LoadNativeLibrary(name, pathResolver); + } + + /// + /// Constructs a new NativeLibrary using the specified library loader. + /// + /// An ordered list of names to attempt to load. + /// The loader used to open and close the library, and to load function pointers. + /// The path resolver, used to identify possible load targets for the library. + public NativeLibrary(string[] names, LibraryLoader loader, PathResolver pathResolver) + { + _loader = loader; + Handle = _loader.LoadNativeLibrary(names, pathResolver); + } + + /// + /// Loads a function whose signature matches the given delegate type's signature. + /// + /// The type of delegate to return. + /// The name of the native export. + /// A delegate wrapping the native function. + /// Thrown when no function with the given name + /// is exported from the native library. + public T LoadFunction(string name) + { + IntPtr functionPtr = _loader.LoadFunctionPointer(Handle, name); + if (functionPtr == IntPtr.Zero) + { + throw new InvalidOperationException($"No function was found with the name {name}."); + } + + return Marshal.GetDelegateForFunctionPointer(functionPtr); + } + + /// + /// Loads a function pointer with the given name. + /// + /// The name of the native export. + /// A function pointer for the given name, or 0 if no function with that name exists. + public IntPtr LoadFunction(string name) + { + return _loader.LoadFunctionPointer(Handle, name); + } + + /// + /// Frees the native library. Function pointers retrieved from this library will be void. + /// + public void Dispose() + { + _loader.FreeNativeLibrary(Handle); + } + } +} diff --git a/test/Microsoft.ML.TestFrameworkCommon/Utility/PathResolver.cs b/test/Microsoft.ML.TestFrameworkCommon/Utility/PathResolver.cs new file mode 100644 index 0000000000..fb717075c8 --- /dev/null +++ b/test/Microsoft.ML.TestFrameworkCommon/Utility/PathResolver.cs @@ -0,0 +1,150 @@ +// Taken from https://raw.githubusercontent.com/mellinoe/nativelibraryloader/586f9738ff12688df8f0662027da8c319aee3841/NativeLibraryLoader/PathResolver.cs +using Microsoft.DotNet.PlatformAbstractions; +using Microsoft.Extensions.DependencyModel; +using System; +using System.Collections.Generic; +using System.IO; +using System.Runtime.InteropServices; + +namespace Microsoft.ML.TestFrameworkCommon.Utility +{ + /// + /// Enumerates possible library load targets. + /// + public abstract class PathResolver + { + /// + /// Returns an enumerator which yields possible library load targets, in priority order. + /// + /// The name of the library to load. + /// An enumerator yielding load targets. + public abstract IEnumerable EnumeratePossibleLibraryLoadTargets(string name); + + /// + /// Gets a default path resolver. + /// + public static PathResolver Default { get; } = new DefaultPathResolver(); + } + + /// + /// Enumerates possible library load targets. This default implementation returns the following load targets: + /// First: The library contained in the applications base folder. + /// Second: The simple name, unchanged. + /// Third: The library as resolved via the default DependencyContext, in the default nuget package cache folder. + /// + public class DefaultPathResolver : PathResolver + { + /// + /// Returns an enumerator which yields possible library load targets, in priority order. + /// + /// The name of the library to load. + /// An enumerator yielding load targets. + public override IEnumerable EnumeratePossibleLibraryLoadTargets(string name) + { + if (!string.IsNullOrEmpty(AppContext.BaseDirectory)) + { + yield return Path.Combine(AppContext.BaseDirectory, name); + } + yield return name; + if (TryLocateNativeAssetFromDeps(name, out string appLocalNativePath, out string depsResolvedPath)) + { + yield return appLocalNativePath; + yield return depsResolvedPath; + } + } + + private bool TryLocateNativeAssetFromDeps(string name, out string appLocalNativePath, out string depsResolvedPath) + { + DependencyContext defaultContext = DependencyContext.Default; + if (defaultContext == null) + { + appLocalNativePath = null; + depsResolvedPath = null; + return false; + } + +#pragma warning disable MSML_ParameterLocalVarName // Parameter or local variable name not standard + string currentRID = DotNet.PlatformAbstractions.RuntimeEnvironment.GetRuntimeIdentifier(); +#pragma warning restore MSML_ParameterLocalVarName // Parameter or local variable name not standard + + List allRIDs = new List(); + allRIDs.Add(currentRID); + if (!AddFallbacks(allRIDs, currentRID, defaultContext.RuntimeGraph)) + { +#pragma warning disable MSML_ParameterLocalVarName // Parameter or local variable name not standard + string guessedFallbackRID = GuessFallbackRID(currentRID); +#pragma warning restore MSML_ParameterLocalVarName // Parameter or local variable name not standard + + if (guessedFallbackRID != null) + { + allRIDs.Add(guessedFallbackRID); + AddFallbacks(allRIDs, guessedFallbackRID, defaultContext.RuntimeGraph); + } + } + + foreach (string rid in allRIDs) + { + foreach (var runtimeLib in defaultContext.RuntimeLibraries) + { + foreach (var nativeAsset in runtimeLib.GetRuntimeNativeAssets(defaultContext, rid)) + { + if (Path.GetFileName(nativeAsset) == name || Path.GetFileNameWithoutExtension(nativeAsset) == name) + { + appLocalNativePath = Path.Combine( + AppContext.BaseDirectory, + nativeAsset); + appLocalNativePath = Path.GetFullPath(appLocalNativePath); + + depsResolvedPath = Path.Combine( + GetNugetPackagesRootDirectory(), + runtimeLib.Name.ToLowerInvariant(), + runtimeLib.Version, + nativeAsset); + depsResolvedPath = Path.GetFullPath(depsResolvedPath); + + return true; + } + } + } + } + + appLocalNativePath = null; + depsResolvedPath = null; + return false; + } + + private string GuessFallbackRID(string actualRuntimeIdentifier) + { + if (actualRuntimeIdentifier == "osx.10.13-x64") + { + return "osx.10.12-x64"; + } + else if (actualRuntimeIdentifier.StartsWith("osx")) + { + return "osx-x64"; + } + + return null; + } + + private bool AddFallbacks(List fallbacks, string rid, IReadOnlyList allFallbacks) + { + foreach (RuntimeFallbacks fb in allFallbacks) + { + if (fb.Runtime == rid) + { + fallbacks.AddRange(fb.Fallbacks); + return true; + } + } + + return false; + } + + private string GetNugetPackagesRootDirectory() + { + // TODO: Handle alternative package directories, if they are configured. + return Path.Combine(Environment.GetFolderPath(Environment.SpecialFolder.UserProfile), ".nuget", "packages"); + } + } +} diff --git a/test/Microsoft.ML.Tests/DatabaseLoaderTests.cs b/test/Microsoft.ML.Tests/DatabaseLoaderTests.cs index b6ca011fed..21b6d96d19 100644 --- a/test/Microsoft.ML.Tests/DatabaseLoaderTests.cs +++ b/test/Microsoft.ML.Tests/DatabaseLoaderTests.cs @@ -186,7 +186,7 @@ public void IrisVectorLightGbmWithLoadColumnName() }).PredictedLabel); } - [Fact] + [X86X64FactAttribute("The SQLite un-managed code, SQLite.interop, only supports x86/x64 architectures.")] public void IrisSdcaMaximumEntropy() { var mlContext = new MLContext(seed: 1); diff --git a/test/Microsoft.ML.Tests/FeatureContributionTests.cs b/test/Microsoft.ML.Tests/FeatureContributionTests.cs index 4cd4731778..d308755b87 100644 --- a/test/Microsoft.ML.Tests/FeatureContributionTests.cs +++ b/test/Microsoft.ML.Tests/FeatureContributionTests.cs @@ -24,7 +24,7 @@ public FeatureContributionTests(ITestOutputHelper output) : base(output) { } - [Fact] + [NativeDependencyFact("MklImports")] public void FeatureContributionEstimatorWorkout() { var data = GetSparseDataset(); @@ -41,7 +41,7 @@ public void FeatureContributionEstimatorWorkout() } // Tests for regression trainers that implement IFeatureContributionMapper interface. - [Fact] + [NativeDependencyFact("MklImports")] public void TestOrdinaryLeastSquaresRegression() { TestFeatureContribution(ML.Regression.Trainers.Ols(), GetSparseDataset(numberOfInstances: 100), "LeastSquaresRegression"); @@ -171,7 +171,7 @@ public void TestSGDBinary() GetSparseDataset(TaskType.BinaryClassification, 100), "SGDBinary"); } - [Fact] + [NativeDependencyFact("MklImports")] public void TestSSGDBinary() { TestFeatureContribution(ML.BinaryClassification.Trainers.SymbolicSgdLogisticRegression( diff --git a/test/Microsoft.ML.Tests/OnnxConversionTest.cs b/test/Microsoft.ML.Tests/OnnxConversionTest.cs index e6011de71b..e3023a10e9 100644 --- a/test/Microsoft.ML.Tests/OnnxConversionTest.cs +++ b/test/Microsoft.ML.Tests/OnnxConversionTest.cs @@ -16,6 +16,7 @@ using Microsoft.ML.TestFramework.Attributes; using Microsoft.ML.TestFrameworkCommon; using Microsoft.ML.TestFrameworkCommon.Attributes; +using Microsoft.ML.TestFrameworkCommon.Utility; using Microsoft.ML.Tools; using Microsoft.ML.Trainers; using Microsoft.ML.Trainers.LightGbm; @@ -185,14 +186,17 @@ public void RegressionTrainersOnnxConversionTest() { // TODO TEST_STABILITY: Sdca has developed some instability with failures in comparison against baseline. Disabling it for now. //mlContext.Regression.Trainers.Sdca("Target","FeatureVector"), - mlContext.Regression.Trainers.Ols("Target","FeatureVector"), mlContext.Regression.Trainers.OnlineGradientDescent("Target","FeatureVector"), mlContext.Regression.Trainers.FastForest("Target", "FeatureVector"), mlContext.Regression.Trainers.FastTree("Target", "FeatureVector"), mlContext.Regression.Trainers.FastTreeTweedie("Target", "FeatureVector"), mlContext.Regression.Trainers.LbfgsPoissonRegression("Target", "FeatureVector"), }; - if (Environment.Is64BitProcess) + if (NativeLibrary.NativeLibraryExists("MklImports")) + { + estimators.Add(mlContext.Regression.Trainers.Ols("Target","FeatureVector")); + } + if (Environment.Is64BitProcess && NativeLibrary.NativeLibraryExists("lib_lightgbm")) { estimators.Add(mlContext.Regression.Trainers.LightGbm("Target", "FeatureVector")); } @@ -228,9 +232,12 @@ public void BinaryClassificationTrainersOnnxConversionTest() mlContext.BinaryClassification.Trainers.SdcaNonCalibrated(), mlContext.BinaryClassification.Trainers.SgdCalibrated(), mlContext.BinaryClassification.Trainers.SgdNonCalibrated(), - mlContext.BinaryClassification.Trainers.SymbolicSgdLogisticRegression(), }; - if (Environment.Is64BitProcess) + if (NativeLibrary.NativeLibraryExists("MklImports")) + { + estimators.Add(mlContext.BinaryClassification.Trainers.SymbolicSgdLogisticRegression()); + } + if (Environment.Is64BitProcess && NativeLibrary.NativeLibraryExists("lib_lightgbm")) { estimators.Add(mlContext.BinaryClassification.Trainers.LightGbm()); } @@ -247,7 +254,7 @@ public void BinaryClassificationTrainersOnnxConversionTest() Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void TestVectorWhiteningOnnxConversionTest() { var mlContext = new MLContext(seed: 1); @@ -321,14 +328,14 @@ private void CommonCalibratorOnnxConversionTest(IEstimator calibra Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void PlattCalibratorOnnxConversionTest() { CommonCalibratorOnnxConversionTest(ML.BinaryClassification.Calibrators.Platt(), ML.BinaryClassification.Calibrators.Platt(scoreColumnName: "ScoreX")); } - [Fact] + [NativeDependencyFact("MklImports")] public void FixedPlattCalibratorOnnxConversionTest() { // Below, FixedPlattCalibrator is utilized by defining slope and offset in Platt's constructor with sample values. @@ -336,7 +343,7 @@ public void FixedPlattCalibratorOnnxConversionTest() ML.BinaryClassification.Calibrators.Platt(slope: -1f, offset: -0.05f, scoreColumnName: "ScoreX")); } - [Fact] + [NativeDependencyFact("MklImports")] public void NaiveCalibratorOnnxConversionTest() { CommonCalibratorOnnxConversionTest(ML.BinaryClassification.Calibrators.Naive(), @@ -1663,7 +1670,7 @@ public void MulticlassTrainersOnnxConversionTest() mlContext.MulticlassClassification.Trainers.SdcaNonCalibrated() }; - if (Environment.Is64BitProcess) + if (Environment.Is64BitProcess && NativeLibrary.NativeLibraryExists("lib_lightgbm")) { estimators.Add(mlContext.MulticlassClassification.Trainers.LightGbm()); estimators.Add(mlContext.MulticlassClassification.Trainers.LightGbm( @@ -1703,7 +1710,7 @@ public void CopyColumnsOnnxTest() Done(); } - [Fact] + [NativeDependencyFact("onnxruntime")] public void SelectiveExportOnnxTest() { var mlContext = new MLContext(seed: 1); @@ -1936,9 +1943,12 @@ public void NonDefaultColNamesBinaryClassificationOnnxConversionTest() mlContext.BinaryClassification.Trainers.SdcaNonCalibrated("Label", "MyFeatureVector"), mlContext.BinaryClassification.Trainers.SgdCalibrated("Label", "MyFeatureVector"), mlContext.BinaryClassification.Trainers.SgdNonCalibrated("Label", "MyFeatureVector"), - mlContext.BinaryClassification.Trainers.SymbolicSgdLogisticRegression("Label", "MyFeatureVector"), }; - if (Environment.Is64BitProcess) + if (NativeLibrary.NativeLibraryExists("MklImports")) + { + estimators.Add(mlContext.BinaryClassification.Trainers.SymbolicSgdLogisticRegression("Label", "MyFeatureVector")); + } + if (Environment.Is64BitProcess && NativeLibrary.NativeLibraryExists("lib_lightgbm")) { estimators.Add(mlContext.BinaryClassification.Trainers.LightGbm("Label", "MyFeatureVector")); } @@ -1987,7 +1997,7 @@ public void NonDefaultColNamesMultiClassificationOnnxConversionTest() mlContext.MulticlassClassification.Trainers.SdcaNonCalibrated("Label", "MyFeatureVector") }; - if (Environment.Is64BitProcess) + if (Environment.Is64BitProcess && NativeLibrary.NativeLibraryExists("lib_lightgbm")) { estimators.Add(mlContext.MulticlassClassification.Trainers.LightGbm("Label", "MyFeatureVector")); } diff --git a/test/Microsoft.ML.Tests/Scenarios/Api/Estimators/SimpleTrainAndPredict.cs b/test/Microsoft.ML.Tests/Scenarios/Api/Estimators/SimpleTrainAndPredict.cs index c511c6bcfb..86d5708675 100644 --- a/test/Microsoft.ML.Tests/Scenarios/Api/Estimators/SimpleTrainAndPredict.cs +++ b/test/Microsoft.ML.Tests/Scenarios/Api/Estimators/SimpleTrainAndPredict.cs @@ -5,6 +5,7 @@ using System.Linq; using Microsoft.ML.RunTests; using Microsoft.ML.TestFrameworkCommon; +using Microsoft.ML.TestFramework.Attributes; using Microsoft.ML.Trainers; using Xunit; @@ -55,7 +56,7 @@ public void SimpleTrainAndPredict() /// (for example, the prediction does not happen over a file as it did during training). /// Uses Symbolic SGD Trainer. /// - [Fact] + [NativeDependencyFact("MklImports")] public void SimpleTrainAndPredictSymSGD() { var ml = new MLContext(seed: 1); diff --git a/test/Microsoft.ML.Tests/TrainerEstimators/FAFMEstimator.cs b/test/Microsoft.ML.Tests/TrainerEstimators/FAFMEstimator.cs index b322a208a0..888882ae5f 100644 --- a/test/Microsoft.ML.Tests/TrainerEstimators/FAFMEstimator.cs +++ b/test/Microsoft.ML.Tests/TrainerEstimators/FAFMEstimator.cs @@ -7,6 +7,7 @@ using Microsoft.ML.Data; using Microsoft.ML.RunTests; using Microsoft.ML.TestFrameworkCommon; +using Microsoft.ML.TestFramework.Attributes; using Microsoft.ML.Trainers; using Xunit; @@ -14,7 +15,7 @@ namespace Microsoft.ML.Tests.TrainerEstimators { public partial class TrainerEstimators : TestDataPipeBase { - [Fact] + [FieldAwareFactorizationMachineFact] public void FfmBinaryClassificationWithoutArguments() { var mlContext = new MLContext(seed: 0); @@ -35,7 +36,7 @@ public void FfmBinaryClassificationWithoutArguments() Assert.InRange(metrics.AreaUnderPrecisionRecallCurve, 0.65, 1); } - [Fact] + [FieldAwareFactorizationMachineFact] public void FfmBinaryClassificationWithAdvancedArguments() { var mlContext = new MLContext(seed: 0); @@ -61,7 +62,7 @@ public void FfmBinaryClassificationWithAdvancedArguments() Assert.InRange(metrics.AreaUnderPrecisionRecallCurve, 0.9, 1); } - [Fact] + [FieldAwareFactorizationMachineFact] public void FieldAwareFactorizationMachine_Estimator() { var data = new TextLoader(Env, GetFafmBCLoaderArgs()) diff --git a/test/Microsoft.ML.Tests/TrainerEstimators/LbfgsTests.cs b/test/Microsoft.ML.Tests/TrainerEstimators/LbfgsTests.cs index 13461fec6b..cc2a229e1c 100644 --- a/test/Microsoft.ML.Tests/TrainerEstimators/LbfgsTests.cs +++ b/test/Microsoft.ML.Tests/TrainerEstimators/LbfgsTests.cs @@ -75,7 +75,7 @@ public void TestLRNoStats() } - [Fact] + [NativeDependencyFact("MklImports")] public void TestLRWithStats() { (IEstimator pipe, IDataView dataView) = GetBinaryClassificationPipeline(); diff --git a/test/Microsoft.ML.Tests/TrainerEstimators/OlsLinearRegressionTests.cs b/test/Microsoft.ML.Tests/TrainerEstimators/OlsLinearRegressionTests.cs index 5787a7aaa6..f59402ff2a 100644 --- a/test/Microsoft.ML.Tests/TrainerEstimators/OlsLinearRegressionTests.cs +++ b/test/Microsoft.ML.Tests/TrainerEstimators/OlsLinearRegressionTests.cs @@ -4,13 +4,14 @@ using System.Collections.Generic; using Microsoft.ML.Trainers; +using Microsoft.ML.TestFramework.Attributes; using Xunit; namespace Microsoft.ML.Tests.TrainerEstimators { public partial class TrainerEstimators { - [Fact] + [NativeDependencyFact("MklImports")] public void TestEstimatorOlsLinearRegression() { var dataView = GetRegressionPipeline(); diff --git a/test/Microsoft.ML.Tests/TrainerEstimators/SymSgdClassificationTests.cs b/test/Microsoft.ML.Tests/TrainerEstimators/SymSgdClassificationTests.cs index 0a5ebc7fe6..02f1316a18 100644 --- a/test/Microsoft.ML.Tests/TrainerEstimators/SymSgdClassificationTests.cs +++ b/test/Microsoft.ML.Tests/TrainerEstimators/SymSgdClassificationTests.cs @@ -6,13 +6,14 @@ using Microsoft.ML.Data; using Microsoft.ML.Runtime; using Microsoft.ML.Trainers; +using Microsoft.ML.TestFramework.Attributes; using Xunit; namespace Microsoft.ML.Tests.TrainerEstimators { public partial class TrainerEstimators { - [Fact] + [NativeDependencyFact("MklImports")] public void TestEstimatorSymSgdClassificationTrainer() { (var pipe, var dataView) = GetBinaryClassificationPipeline(); @@ -26,7 +27,7 @@ public void TestEstimatorSymSgdClassificationTrainer() Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void TestEstimatorSymSgdInitPredictor() { (var pipe, var dataView) = GetBinaryClassificationPipeline(); diff --git a/test/Microsoft.ML.Tests/Transformers/DateTimeTransformerTests.cs b/test/Microsoft.ML.Tests/Transformers/DateTimeTransformerTests.cs index 8fcc03f75d..10053c367c 100644 --- a/test/Microsoft.ML.Tests/Transformers/DateTimeTransformerTests.cs +++ b/test/Microsoft.ML.Tests/Transformers/DateTimeTransformerTests.cs @@ -23,7 +23,7 @@ private class DateTimeInput public long date; } - [NotCentOS7Fact] + [FeaturizersFact] public void CorrectNumberOfColumnsAndSchema() { MLContext mlContext = new MLContext(1); @@ -90,7 +90,7 @@ public void CorrectNumberOfColumnsAndSchema() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void CanUseDateFromColumnLongType() { // Date - 2025 June 30 @@ -133,7 +133,7 @@ public void CanUseDateFromColumnLongType() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void CanUseDateFromColumnDateTimeType() { // Date - 2025 June 30 @@ -176,7 +176,7 @@ public void CanUseDateFromColumnDateTimeType() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void HolidayTest() { // Date - 2025 June 30 @@ -200,7 +200,7 @@ public void HolidayTest() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void ManyRowsTestLongType() { // Date - 2025 June 30 @@ -247,7 +247,7 @@ public void ManyRowsTestLongType() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void ManyRowsTestDateTimeType() { // Date - 2025 June 30 @@ -293,7 +293,7 @@ public void ManyRowsTestDateTimeType() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void EntryPointTest() { // Date - 2025 June 30 @@ -341,7 +341,7 @@ public void EntryPointTest() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void LoadFromFileTest() { // File contents are: @@ -407,7 +407,7 @@ public class DateObject public DateTime Date { get; set; } } - [NotCentOS7Fact] + [FeaturizersFact] public void LoadFromFileWithCustomMappingTest() { // File contents are: diff --git a/test/Microsoft.ML.Tests/Transformers/NormalizerTests.cs b/test/Microsoft.ML.Tests/Transformers/NormalizerTests.cs index 84dc4c5ff1..0abdb933a6 100644 --- a/test/Microsoft.ML.Tests/Transformers/NormalizerTests.cs +++ b/test/Microsoft.ML.Tests/Transformers/NormalizerTests.cs @@ -649,7 +649,7 @@ public void NormalizerExperimentalExtensionGetColumnPairs() Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void LpGcNormAndWhiteningWorkout() { string dataSource = GetDataPath(TestDatasets.generatedRegressionDataset.trainFilename); @@ -683,7 +683,7 @@ public void LpGcNormAndWhiteningWorkout() Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void WhiteningWorkout() { string dataSource = GetDataPath(TestDatasets.generatedRegressionDataset.trainFilename); @@ -725,7 +725,7 @@ public void TestWhiteningCommandLine() Assert.Equal(Maml.Main(new[] { @"showschema loader=Text{col=A:R4:0-10} xf=whitening{col=B:A} in=f:\2.txt" }), (int)0); } - [Fact] + [NativeDependencyFact("MklImports")] public void TestWhiteningOldSavingAndLoading() { string dataSource = GetDataPath(TestDatasets.generatedRegressionDataset.trainFilename); diff --git a/test/Microsoft.ML.Tests/Transformers/TimeSeriesImputerTests.cs b/test/Microsoft.ML.Tests/Transformers/TimeSeriesImputerTests.cs index 013c59f6cc..ccce0678c3 100644 --- a/test/Microsoft.ML.Tests/Transformers/TimeSeriesImputerTests.cs +++ b/test/Microsoft.ML.Tests/Transformers/TimeSeriesImputerTests.cs @@ -51,7 +51,7 @@ private class TimeSeriesOneGrainStringInput public string dataA; } - [NotCentOS7Fact] + [FeaturizersFact] public void NotImputeOneColumn() { MLContext mlContext = new MLContext(1); @@ -91,7 +91,7 @@ public void NotImputeOneColumn() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void ImputeOnlyOneColumn() { MLContext mlContext = new MLContext(1); @@ -135,7 +135,7 @@ public void ImputeOnlyOneColumn() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void Forwardfill() { MLContext mlContext = new MLContext(1); @@ -190,7 +190,7 @@ public void Forwardfill() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void DateTimeSupportForwardfill() { MLContext mlContext = new MLContext(1); @@ -245,7 +245,7 @@ public void DateTimeSupportForwardfill() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void EntryPoint() { MLContext mlContext = new MLContext(1); @@ -298,7 +298,7 @@ public void EntryPoint() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void Median() { MLContext mlContext = new MLContext(1); @@ -355,7 +355,7 @@ public void Median() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void DateTimeTypeSupportMedian() { MLContext mlContext = new MLContext(1); @@ -398,7 +398,7 @@ public void DateTimeTypeSupportMedian() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void Backfill() { MLContext mlContext = new MLContext(1); @@ -453,7 +453,7 @@ public void Backfill() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void BackfillTwoGrain() { MLContext mlContext = new MLContext(1); @@ -505,7 +505,7 @@ public void BackfillTwoGrain() Done(); } - [NotCentOS7Fact] + [FeaturizersFact] public void InvalidTypeForImputationStrategy() { MLContext mlContext = new MLContext(1); diff --git a/test/Microsoft.ML.TimeSeries.Tests/TimeSeries.cs b/test/Microsoft.ML.TimeSeries.Tests/TimeSeries.cs index 0c775379f6..3ab1cbcf30 100644 --- a/test/Microsoft.ML.TimeSeries.Tests/TimeSeries.cs +++ b/test/Microsoft.ML.TimeSeries.Tests/TimeSeries.cs @@ -5,6 +5,7 @@ using System.IO; using System.Linq; using Microsoft.ML.TestFramework.Attributes; +using Microsoft.ML.TestFrameworkCommon.Attributes; using Microsoft.ML.Transforms.TimeSeries; using Xunit; using Xunit.Abstractions; @@ -73,7 +74,7 @@ public void SavePipeSsaSpike() Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void SavePipeSsaSpikeNoData() { string pathData = DeleteOutputPath("SavePipe", "SsaSpikeNoData.txt"); diff --git a/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesDirectApi.cs b/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesDirectApi.cs index 1dcd2f52c3..b694e63185 100644 --- a/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesDirectApi.cs +++ b/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesDirectApi.cs @@ -8,6 +8,7 @@ using System.Linq; using Microsoft.ML.Data; using Microsoft.ML.TestFramework; +using Microsoft.ML.TestFramework.Attributes; using Microsoft.ML.TimeSeries; using Microsoft.ML.Transforms.TimeSeries; using Xunit; @@ -144,7 +145,7 @@ public void ChangeDetection() } } - [Fact] + [NativeDependencyFact("MklImports")] public void ChangePointDetectionWithSeasonality() { var env = new MLContext(1); @@ -201,7 +202,7 @@ public void ChangePointDetectionWithSeasonality() } } - [Fact] + [NativeDependencyFact("MklImports")] public void ChangePointDetectionWithSeasonalityPredictionEngineNoColumn() { const int changeHistorySize = 10; @@ -277,7 +278,7 @@ public void ChangePointDetectionWithSeasonalityPredictionEngineNoColumn() Assert.Equal(0.12216401100158691, prediction2.Change[1], precision: 5); // Raw score } - [Fact] + [NativeDependencyFact("MklImports")] public void ChangePointDetectionWithSeasonalityPredictionEngine() { const int changeHistorySize = 10; @@ -347,7 +348,7 @@ public void ChangePointDetectionWithSeasonalityPredictionEngine() Assert.Equal(1.5292508189989167E-07, prediction.Change[3], precision: 5); // Martingale score } - [Fact] + [NativeDependencyFact("MklImports")] public void SsaForecast() { var env = new MLContext(1); @@ -411,7 +412,7 @@ public void SsaForecast() } - [Fact] + [NativeDependencyFact("MklImports")] public void SsaForecastPredictionEngine() { const int changeHistorySize = 10; @@ -523,7 +524,7 @@ public void SsaForecastPredictionEngine() } - [Theory] + [NativeDependencyTheory("MklImports")] [InlineData(true)] [InlineData(false)] public void AnomalyDetectionWithSrCnn(bool loadDataFromFile) @@ -578,7 +579,7 @@ public void AnomalyDetectionWithSrCnn(bool loadDataFromFile) } } - [Theory, CombinatorialData] + [NativeDependencyTheory("MklImports"), CombinatorialData] public void TestSrCnnBatchAnomalyDetector( [CombinatorialValues(SrCnnDetectMode.AnomalyOnly, SrCnnDetectMode.AnomalyAndExpectedValue, SrCnnDetectMode.AnomalyAndMargin)] SrCnnDetectMode mode, [CombinatorialValues(true, false)] bool loadDataFromFile, @@ -670,7 +671,7 @@ public void AnomalyDetectionWithSrCnn(bool loadDataFromFile) } } - [Theory, CombinatorialData] + [NativeDependencyTheory("MklImports"), CombinatorialData] public void TestSrCnnAnomalyDetectorWithSeasonalData( [CombinatorialValues(SrCnnDeseasonalityMode.Stl, SrCnnDeseasonalityMode.Mean, SrCnnDeseasonalityMode.Median)] SrCnnDeseasonalityMode mode) { @@ -716,7 +717,7 @@ public void AnomalyDetectionWithSrCnn(bool loadDataFromFile) } } - [Theory, CombinatorialData] + [NativeDependencyTheory("MklImports"), CombinatorialData] public void TestSrCnnAnomalyDetectorBigSpike( [CombinatorialValues(SrCnnDetectMode.AnomalyOnly, SrCnnDetectMode.AnomalyAndExpectedValue, SrCnnDetectMode.AnomalyOnly)] SrCnnDetectMode mode ) @@ -771,7 +772,7 @@ public void AnomalyDetectionWithSrCnn(bool loadDataFromFile) } - [Theory, CombinatorialData] + [NativeDependencyTheory("MklImports"), CombinatorialData] public void TestSrCnnAnomalyDetectorWithSeasonalAnomalyData( [CombinatorialValues(SrCnnDeseasonalityMode.Stl, SrCnnDeseasonalityMode.Mean, SrCnnDeseasonalityMode.Median)] SrCnnDeseasonalityMode mode ) @@ -830,7 +831,7 @@ public void AnomalyDetectionWithSrCnn(bool loadDataFromFile) } } - [Theory, CombinatorialData] + [NativeDependencyTheory("MklImports"), CombinatorialData] public void TestSrCnnAnomalyDetectorWithAnomalyAtBeginning( [CombinatorialValues(SrCnnDeseasonalityMode.Stl, SrCnnDeseasonalityMode.Mean, SrCnnDeseasonalityMode.Median)] SrCnnDeseasonalityMode mode ) @@ -888,7 +889,7 @@ public void AnomalyDetectionWithSrCnn(bool loadDataFromFile) } } - [Theory, CombinatorialData] + [NativeDependencyTheory("MklImports"), CombinatorialData] public void TestSrcnnEntireDetectNonnegativeData( [CombinatorialValues(true, false)] bool isPositive) { @@ -1056,7 +1057,7 @@ public void RootCauseLocalizationForNullDimValue() } } - [Theory] + [NativeDependencyTheory("MklImports")] [InlineData(-1, 6)] [InlineData(60, 6)] [InlineData(20, -1)] diff --git a/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesEstimatorTests.cs b/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesEstimatorTests.cs index 69c3e11ec6..f6b7943924 100644 --- a/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesEstimatorTests.cs +++ b/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesEstimatorTests.cs @@ -6,6 +6,7 @@ using Microsoft.ML.Data; using Microsoft.ML.RunTests; using Microsoft.ML.Transforms.TimeSeries; +using Microsoft.ML.TestFramework.Attributes; using Xunit; using Xunit.Abstractions; @@ -40,7 +41,7 @@ public TimeSeriesEstimatorTests(ITestOutputHelper output) : base(output) { } - [Fact] + [NativeDependencyFact("MklImports")] public void TestSsaChangePointEstimator() { int confidence = 95; @@ -74,7 +75,7 @@ public void TestSsaChangePointEstimator() Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void TestSsaForecastingEstimator() { const int changeHistorySize = 10; @@ -110,7 +111,7 @@ public void TestSsaForecastingEstimator() Done(); } - [Fact] + [NativeDependencyFact("MklImports")] public void TestSsaSpikeEstimator() { int confidence = 95; diff --git a/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesSimpleApiTests.cs b/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesSimpleApiTests.cs index 7905bf6d89..7852eb36ec 100644 --- a/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesSimpleApiTests.cs +++ b/test/Microsoft.ML.TimeSeries.Tests/TimeSeriesSimpleApiTests.cs @@ -5,6 +5,7 @@ using System.Collections.Generic; using Microsoft.ML.Data; using Microsoft.ML.RunTests; +using Microsoft.ML.TestFramework.Attributes; using Xunit; using Xunit.Abstractions; @@ -72,7 +73,7 @@ public void ChangeDetection() } } - [Fact] + [NativeDependencyFact("MklImports")] public void ChangePointDetectionWithSeasonality() { var env = new MLContext(1); @@ -166,7 +167,7 @@ public void SpikeDetection() } } - [Fact] + [NativeDependencyFact("MklImports")] public void SsaSpikeDetection() { var env = new MLContext(1); From 84aa1810d714f894729c84c446f4d93bda53e95f Mon Sep 17 00:00:00 2001 From: Greg Ingram Date: Mon, 12 Jul 2021 18:15:48 -0400 Subject: [PATCH 3/5] Update MLContext.cs (#5868) Updated wording for MLContext summary. --- src/Microsoft.ML.Data/MLContext.cs | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/Microsoft.ML.Data/MLContext.cs b/src/Microsoft.ML.Data/MLContext.cs index cfb1898cdb..85ee43a238 100644 --- a/src/Microsoft.ML.Data/MLContext.cs +++ b/src/Microsoft.ML.Data/MLContext.cs @@ -11,8 +11,8 @@ namespace Microsoft.ML { /// /// The common context for all ML.NET operations. Once instantiated by the user, it provides a way to - /// create components for data preparation, feature engineering, training, prediction, model evaluation. - /// It also allows logging, execution control, and the ability set repeatable random numbers. + /// create components for data preparation, feature engineering, training, prediction, and model evaluation. + /// It also allows logging, execution control, and the ability to set repeatable random numbers. /// public sealed class MLContext : IHostEnvironmentInternal { From d6f79221007b34e4f257b338f750bb3fe9bc88e0 Mon Sep 17 00:00:00 2001 From: Michael Sharp <51342856+michaelgsharp@users.noreply.github.com> Date: Tue, 13 Jul 2021 14:52:39 -0700 Subject: [PATCH 4/5] Release notes 1.6.0 (#5876) * release notes and version * Final Changes * unstable version bump * Update docs/release-notes/1.6.0/release-1.6.0.md Co-authored-by: Eric StJohn * Update docs/release-notes/1.6.0/release-1.6.0.md Co-authored-by: Eric StJohn * Update docs/release-notes/1.6.0/release-1.6.0.md Co-authored-by: Eric StJohn * Update docs/release-notes/1.6.0/release-1.6.0.md Co-authored-by: Eric StJohn * Update docs/release-notes/1.6.0/release-1.6.0.md Co-authored-by: Eric StJohn * Update docs/release-notes/1.6.0/release-1.6.0.md Co-authored-by: Eric StJohn Co-authored-by: Eric StJohn --- docs/release-notes/1.6.0/release-1.6.0.md | 73 +++++++++++++++++++++++ eng/BranchInfo.props | 8 +-- eng/Versions.props | 2 +- 3 files changed, 78 insertions(+), 5 deletions(-) create mode 100644 docs/release-notes/1.6.0/release-1.6.0.md diff --git a/docs/release-notes/1.6.0/release-1.6.0.md b/docs/release-notes/1.6.0/release-1.6.0.md new file mode 100644 index 0000000000..c935dac7be --- /dev/null +++ b/docs/release-notes/1.6.0/release-1.6.0.md @@ -0,0 +1,73 @@ +# [ML.NET](http://dot.net/ml) 1.6.0 + +## **New Features** +- **Support for Arm/Arm64/Apple Silicon has been added**. ([#5789](https://github.com/dotnet/machinelearning/pull/5789)) You can now use most ML.NET on Arm/Arm64/Apple Silicon devices. Anything without a hard dependency on x86 SIMD instructions or Intel MKL are supported. +- **Support for specifying a temp path ML.NET will use**. ([#5782](https://github.com/dotnet/machinelearning/pull/5782)) You can now set the TempFilePath in the MLContext that it will use. +- **Support for specifying the recursion limit to use when loading an ONNX model** ([#5840](https://github.com/dotnet/machinelearning/pull/5840)) The recursion limit defaults to 100, but you can now specify the value in case you need to use a larger number. (**Thanks @Crabzmatic**) +- **Support for saving Tensorflow models in the SavedModel format added** ([#5797](https://github.com/dotnet/machinelearning/pull/5797)) You can now save models that use the Tensorflow SavedModel format instead of just the frozen graph format. (**Thanks @darth-vader-lg**) +- **DataFrame Specific enhancements** +- **Extended DataFrame GroupBy operation** ([#5821](https://github.com/dotnet/machinelearning/pull/5821)) Extend DataFrame GroupBy operation by adding new property Groupings. This property returns collection of IGrouping objects (the same way as LINQ GroupBy operation does) (**Thanks @asmirnov82**) + + +## **Enhancements** +- Switched from using a fork of SharpZipLib to using the official package ([#5735](https://github.com/dotnet/machinelearning/pull/5735)) +- Let user specify a temp path location ([#5782](https://github.com/dotnet/machinelearning/pull/5782)) +- Clean up ONNX temp models by opening with a "Delete on close" flag ([#5782](https://github.com/dotnet/machinelearning/pull/5782)) +- Ensures the named model is loaded in a PredictionEnginePool before use ([#5833](https://github.com/dotnet/machinelearning/pull/5833)) (**Thanks @feiyun0112**) +- Use indentation for 'if' ([#5825](https://github.com/dotnet/machinelearning/pull/5825)) (**Thanks @feiyun0112**) +- Use Append instead of AppendFormat if we don't need formatting ([#5826](https://github.com/dotnet/machinelearning/pull/5826)) (**Thanks @feiyun0112**) +- Cast by using is operator ([#5829](https://github.com/dotnet/machinelearning/pull/5829)) (**Thanks @feiyun0112**) +- Removed unnecessary return statements ([#5828](https://github.com/dotnet/machinelearning/pull/5828)) (**Thanks @feiyun0112**) +- Removed code that could never be executed ([#5808](https://github.com/dotnet/machinelearning/pull/5808)) (**Thanks @feiyun0112**) +- Remove some empty statements ([#5827](https://github.com/dotnet/machinelearning/pull/5827)) (**Thanks @feiyun0112**) +- Added in short-circuit logic for conditionals ([#5824](https://github.com/dotnet/machinelearning/pull/5824)) (**Thanks @feiyun0112**) +- Update LightGBM to v2.3.1 ([#5851](https://github.com/dotnet/machinelearning/pull/5851)) +- Raised the default recursion limit for ONNX models from 10 to 100. ([#5796](https://github.com/dotnet/machinelearning/pull/5796)) (**Thanks @darth-vader-lg**) +- Speed up the inference of the Tensorflow saved_models. ([#5848](https://github.com/dotnet/machinelearning/pull/5848)) (**Thanks @darth-vader-lg**) +- Speed-up bitmap operations on images. ([#5857](https://github.com/dotnet/machinelearning/pull/5857)) (**Thanks @darth-vader-lg**) +- Updated to latest version of Intel MKL. ([#5867](https://github.com/dotnet/machinelearning/pull/5867)) +- **AutoML.NET specific enhancements** +- Offer suggestions for possibly mistyped label column names in AutoML ([#5624](https://github.com/dotnet/machinelearning/pull/5624)) (**Thanks @Crabzmatic**) +- **DataFrame Specific enhancements** +- Improve csv parsing ([#5711](https://github.com/dotnet/machinelearning/pull/5711)) +- IDataView to DataFrame ([#5712](https://github.com/dotnet/machinelearning/pull/5712)) +- Update to the latest Microsoft.DotNet.Interactive ([#5710](https://github.com/dotnet/machinelearning/pull/5710)) +- Move DataFrame to machinelearning repo ([#5641](https://github.com/dotnet/machinelearning/pull/5641)) +- Improvements to the sort routine ([#5776](https://github.com/dotnet/machinelearning/pull/5776)) +- Improvements to the Merge routine ([#5778](https://github.com/dotnet/machinelearning/pull/5778)) +- Improve DataFrame exception text ([#5819](https://github.com/dotnet/machinelearning/pull/5819)) (**Thanks @asmirnov82**) +- DataFrame csv DateTime enhancements ([#5834](https://github.com/dotnet/machinelearning/pull/5834)) + + +## **Bug Fixes** +- Fix erroneous use of TaskContinuationOptions in ThreadUtils.cs ([#5753](https://github.com/dotnet/machinelearning/pull/5753)) +- Fix a few locations that can try to access a null object ([#5804](https://github.com/dotnet/machinelearning/pull/5804)) (**Thanks @feiyun0112**) +- Use return value of method ([#5818](https://github.com/dotnet/machinelearning/pull/5818)) (**Thanks @feiyun0112**) +- Adding throw to some exceptions that weren't throwing them originally ([#5823](https://github.com/dotnet/machinelearning/pull/5823)) (**Thanks @feiyun0112**) +- Fixed a situation in the CountTargetEncodingTransformer where it never reached the stop condition ([#5822](https://github.com/dotnet/machinelearning/pull/5822)) (**Thanks @feiyun0112**) +- **DataFrame Specific bug fixes** +- Fix issue with DataFrame Merge method ([#5768](https://github.com/dotnet/machinelearning/pull/5768)) (**Thanks @asmirnov82**) + + +## **Build / Test updates** +- Changed default branch from master to main ([#5715](https://github.com/dotnet/machinelearning/pull/5715)) ([#5717](https://github.com/dotnet/machinelearning/pull/5717)) ([#5719](https://github.com/dotnet/machinelearning/pull/5719)) +- Fix for libomp in the CI process for MacOS 11 ([#5771](https://github.com/dotnet/machinelearning/pull/5771)) +- Minor code cleanup. ([#5770](https://github.com/dotnet/machinelearning/pull/5770)) +- Updated arcade to the latest version ([#5783](https://github.com/dotnet/machinelearning/pull/5783)) +- Switched signing certificate to use dotnet certificate ([#5794](https://github.com/dotnet/machinelearning/pull/5794)) +- Building natively and cross targeting for Arm/Arm64/Apple Silicon is now supported. ([#5789](https://github.com/dotnet/machinelearning/pull/5789)) +- Upload classic pdb to symweb ([#5816](https://github.com/dotnet/machinelearning/pull/5816)) +- Fix MacOS CI issue ([#5854](https://github.com/dotnet/machinelearning/pull/5854)) +- Added in a Helix Integration for testing. ([#5837](https://github.com/dotnet/machinelearning/pull/5837)) +- Added in Helix Integration for arm/arm64/Apple Silicon for testing ([#5860](https://github.com/dotnet/machinelearning/pull/5860)) + +## **Documentation Updates** +- Fixed markdown issues in MulticlassClassificationMetrics and CalibratedBinaryClassificationMetrics ([#5732](https://github.com/dotnet/machinelearning/pull/5732)) (**Thanks @R0Wi**) +- Update unix instructions for x-compiling on ARM ([#5811](https://github.com/dotnet/machinelearning/pull/5811)) +- Update Contribution.MD with description of help wanted tags ([#5815](https://github.com/dotnet/machinelearning/pull/5815)) +- Add Korean translation for repo readme.md ([#5780](https://github.com/dotnet/machinelearning/pull/5780)) (**Thanks @metr0jw**) +- Fix spelling error in MLContext class summary ([#5832](https://github.com/dotnet/machinelearning/pull/5832)) (**Thanks @Crabzmatic**) +- Update issue templates ([#5846](https://github.com/dotnet/machinelearning/pull/5846)) + +## **Breaking Changes** +- None diff --git a/eng/BranchInfo.props b/eng/BranchInfo.props index fe62447068..dc5cc5bafa 100644 --- a/eng/BranchInfo.props +++ b/eng/BranchInfo.props @@ -29,12 +29,12 @@ 1 - 5 - 6 + 6 + 0 0 - 17 - 6 + 18 + 0 diff --git a/eng/Versions.props b/eng/Versions.props index bfae76674c..04aed3c5ca 100644 --- a/eng/Versions.props +++ b/eng/Versions.props @@ -9,7 +9,7 @@ https://github.com/dotnet/arcade/blob/c788ffa83b088cafe9dbffc1cbc8155ba88b2553/Documentation/CorePackages/Versioning.md#output --> true - 1.5.6 + 1.6.0 preview 1.0.0.0 From eb9cee6e5345b27f762119d060f62514d0163f7f Mon Sep 17 00:00:00 2001 From: Michael Sharp <51342856+michaelgsharp@users.noreply.github.com> Date: Thu, 15 Jul 2021 08:36:02 -0700 Subject: [PATCH 5/5] updated official build yml to latest version (#5877) --- build/vsts-ci.yml | 44 +++++++++++++++++++++++--------------------- 1 file changed, 23 insertions(+), 21 deletions(-) diff --git a/build/vsts-ci.yml b/build/vsts-ci.yml index 54a2ee70d8..3b8d78f964 100644 --- a/build/vsts-ci.yml +++ b/build/vsts-ci.yml @@ -13,9 +13,9 @@ resources: - container: UbuntuCrossArm64Container image: mcr.microsoft.com/dotnet-buildtools/prereqs:ubuntu-18.04-mlnet-cross-arm64-20210512124625-2e59a5f -phases: +jobs: ################################################################################ -- phase: Linux_x64 +- job: Linux_x64 ################################################################################ variables: BuildConfig: Release @@ -23,11 +23,11 @@ phases: DOTNET_CLI_TELEMETRY_OPTOUT: 1 DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 DOTNET_MULTILEVEL_LOOKUP: 0 - queue: + pool: name: DotNet-Build demands: - agent.os -equals linux - container: CentosContainer + container: CentosContainer steps: - script: ./restore.sh displayName: restore all projects @@ -45,7 +45,7 @@ phases: artifactType: container ################################################################################ -- phase: Linux_arm +- job: Linux_arm ################################################################################ variables: BuildConfig: Release-netcoreapp3_1 @@ -53,11 +53,12 @@ phases: DOTNET_CLI_TELEMETRY_OPTOUT: 1 DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 DOTNET_MULTILEVEL_LOOKUP: 0 - queue: + ROOTFS_DIR: '/crossrootfs/arm' + pool: name: DotNet-Build demands: - agent.os -equals linux - container: UbuntuCrossArmContainer + container: UbuntuCrossArmContainer steps: - script: ./restore.sh displayName: restore all projects @@ -75,7 +76,7 @@ phases: artifactType: container ################################################################################ -- phase: Linux_arm64 +- job: Linux_arm64 ################################################################################ variables: BuildConfig: Release-netcoreapp3_1 @@ -83,11 +84,12 @@ phases: DOTNET_CLI_TELEMETRY_OPTOUT: 1 DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 DOTNET_MULTILEVEL_LOOKUP: 0 - queue: + ROOTFS_DIR: '/crossrootfs/arm64' + pool: name: DotNet-Build demands: - agent.os -equals linux - container: UbuntuCrossArm64Container + container: UbuntuCrossArm64Container steps: - script: ./restore.sh displayName: restore all projects @@ -105,7 +107,7 @@ phases: artifactType: container ################################################################################ -- phase: MacOS +- job: MacOS ################################################################################ variables: BuildConfig: Release @@ -113,7 +115,7 @@ phases: DOTNET_CLI_TELEMETRY_OPTOUT: 1 DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 DOTNET_MULTILEVEL_LOOKUP: 0 - queue: + pool: name: Hosted macOS steps: # Work around MacOS Homebrew image/environment bug: https://github.com/actions/virtual-environments/issues/2322#issuecomment-749211076 @@ -137,9 +139,9 @@ phases: pathToPublish: $(Build.SourcesDirectory)/artifacts/pkgassets artifactName: PackageAssets artifactType: container - + ################################################################################ -- phase: MacOS_Apple_Silicon +- job: MacOS_Apple_Silicon ################################################################################ variables: BuildConfig: Release-netcoreapp3_1 @@ -147,7 +149,7 @@ phases: DOTNET_CLI_TELEMETRY_OPTOUT: 1 DOTNET_SKIP_FIRST_TIME_EXPERIENCE: 1 DOTNET_MULTILEVEL_LOOKUP: 0 - queue: + pool: vmImage: macOS-10.15 steps: # Work around MacOS Homebrew image/environment bug: https://github.com/actions/virtual-environments/issues/2322#issuecomment-749211076 @@ -173,7 +175,7 @@ phases: artifactType: container ################################################################################ -- phase: Windows_x86 +- job: Windows_x86 ################################################################################ variables: BuildConfig: Release @@ -184,7 +186,7 @@ phases: _SignType: real _UseEsrpSigning: true _TeamName: DotNetCore - queue: + pool: name: DotNetCore-Build demands: - agent.os -equals Windows_NT @@ -224,7 +226,7 @@ phases: displayName: Dotnet Server Shutdown ################################################################################ -- phase: Windows_x64 +- job: Windows_x64 ################################################################################ variables: BuildConfig: Release @@ -235,7 +237,7 @@ phases: _SignType: real _UseEsrpSigning: true _TeamName: DotNetCore - queue: + pool: name: DotNetCore-Build demands: - agent.os -equals Windows_NT @@ -278,7 +280,7 @@ phases: displayName: Dotnet Server Shutdown ################################################################################ -- phase: Package +- job: Package ################################################################################ dependsOn: - Linux_x64 @@ -301,7 +303,7 @@ phases: _AzureDevopsFeedUrl: https://pkgs.dev.azure.com/dnceng/public/_packaging/MachineLearning/nuget/v3/index.json _SymwebSymbolServerPath: https://microsoft.artifacts.visualstudio.com/DefaultCollection _MsdlSymbolServerPath: https://microsoftpublicsymbols.artifacts.visualstudio.com/DefaultCollection - queue: + pool: name: DotNetCore-Build demands: - agent.os -equals Windows_NT