diff --git a/build/Dependencies.props b/build/Dependencies.props index 5325011f05..5aafe118e5 100644 --- a/build/Dependencies.props +++ b/build/Dependencies.props @@ -8,5 +8,6 @@ 4.3.0 1.0.0-beta-62824-02 2.1.2.2 + 0.0.0.1 diff --git a/src/Microsoft.ML.StandardLearners/Microsoft.ML.StandardLearners.csproj b/src/Microsoft.ML.StandardLearners/Microsoft.ML.StandardLearners.csproj index 6bada43299..72b0f912d5 100644 --- a/src/Microsoft.ML.StandardLearners/Microsoft.ML.StandardLearners.csproj +++ b/src/Microsoft.ML.StandardLearners/Microsoft.ML.StandardLearners.csproj @@ -11,6 +11,7 @@ + diff --git a/src/Microsoft.ML.StandardLearners/Standard/OlsLinearRegression.cs b/src/Microsoft.ML.StandardLearners/Standard/OlsLinearRegression.cs index 7f47271f68..5fe8b62761 100644 --- a/src/Microsoft.ML.StandardLearners/Standard/OlsLinearRegression.cs +++ b/src/Microsoft.ML.StandardLearners/Standard/OlsLinearRegression.cs @@ -28,8 +28,11 @@ "OLS Linear Regression Executor", OlsLinearRegressionPredictor.LoaderSignature)] +[assembly: LoadableClass(typeof(void), typeof(OlsLinearRegressionTrainer), null, typeof(SignatureEntryPointModule), OlsLinearRegressionTrainer.LoadNameValue)] + namespace Microsoft.ML.Runtime.Learners { + /// public sealed class OlsLinearRegressionTrainer : TrainerBase { public sealed class Arguments : LearnerInputBaseWithWeight @@ -51,11 +54,6 @@ public sealed class Arguments : LearnerInputBaseWithWeight public const string ShortName = "ols"; internal const string Summary = "The ordinary least square regression fits the target function as a linear function of the numerical features " + "that minimizes the square loss function."; - internal const string Remarks = @" -Ordinary least squares (OLS) is a parameterized regression method. -It assumes that the conditional mean of the dependent variable follows a linear function of the dependent variables. -By minimizing the squares of the difference between observed values and the predictions, the parameters of the regressor can be estimated. -"; private readonly Float _l2Weight; private readonly bool _perParameterSignificance; @@ -463,6 +461,24 @@ public static void Pptri(Layout layout, UpLo uplo, int n, Double[] ap) } } } + + [TlcModule.EntryPoint(Name = "Trainers.OrdinaryLeastSquaresRegressor", + Desc = "Train an OLS regression model.", + UserName = UserNameValue, + ShortName = ShortName, + XmlInclude = new[] { @"" })] + public static CommonOutputs.RegressionOutput TrainRegression(IHostEnvironment env, Arguments input) + { + Contracts.CheckValue(env, nameof(env)); + var host = env.Register("TrainOLS"); + host.CheckValue(input, nameof(input)); + EntryPointUtils.CheckInputArgs(host, input); + + return LearnerEntryPointsUtils.Train(host, input, + () => new OlsLinearRegressionTrainer(host, input), + () => LearnerEntryPointsUtils.FindColumn(host, input.TrainingData.Schema, input.LabelColumn), + () => LearnerEntryPointsUtils.FindColumn(host, input.TrainingData.Schema, input.WeightColumn)); + } } /// diff --git a/src/Microsoft.ML.StandardLearners/Standard/doc.xml b/src/Microsoft.ML.StandardLearners/Standard/doc.xml index a704827b88..b127aa5ce0 100644 --- a/src/Microsoft.ML.StandardLearners/Standard/doc.xml +++ b/src/Microsoft.ML.StandardLearners/Standard/doc.xml @@ -68,6 +68,27 @@ + + + + Train an OLS regression model. + + + Ordinary least squares (OLS) is a parameterized regression method. + It assumes that the conditional mean of the dependent variable follows a linear function of the dependent variables. + The parameters of the regressor can be estimated by minimizing the squares of the difference between observed values and the predictions. + + + + new OrdinaryLeastSquaresRegressor + { + L2Weight = 0.1, + PerParameterSignificance = false, + NormalizeFeatures = Microsoft.ML.Models.NormalizeOption.Yes + } + + + \ No newline at end of file diff --git a/src/Microsoft.ML/CSharpApi.cs b/src/Microsoft.ML/CSharpApi.cs index b2181fb256..e4ee245dc7 100644 --- a/src/Microsoft.ML/CSharpApi.cs +++ b/src/Microsoft.ML/CSharpApi.cs @@ -754,6 +754,18 @@ public void Add(Microsoft.ML.Trainers.OnlineGradientDescentRegressor input, Micr _jsonNodes.Add(Serialize("Trainers.OnlineGradientDescentRegressor", input, output)); } + public Microsoft.ML.Trainers.OrdinaryLeastSquaresRegressor.Output Add(Microsoft.ML.Trainers.OrdinaryLeastSquaresRegressor input) + { + var output = new Microsoft.ML.Trainers.OrdinaryLeastSquaresRegressor.Output(); + Add(input, output); + return output; + } + + public void Add(Microsoft.ML.Trainers.OrdinaryLeastSquaresRegressor input, Microsoft.ML.Trainers.OrdinaryLeastSquaresRegressor.Output output) + { + _jsonNodes.Add(Serialize("Trainers.OrdinaryLeastSquaresRegressor", input, output)); + } + public Microsoft.ML.Trainers.PcaAnomalyDetector.Output Add(Microsoft.ML.Trainers.PcaAnomalyDetector input) { var output = new Microsoft.ML.Trainers.PcaAnomalyDetector.Output(); @@ -8824,6 +8836,93 @@ public OnlineGradientDescentRegressorPipelineStep(Output output) } } + namespace Trainers + { + + /// + public sealed partial class OrdinaryLeastSquaresRegressor : Microsoft.ML.Runtime.EntryPoints.CommonInputs.ITrainerInputWithWeight, Microsoft.ML.Runtime.EntryPoints.CommonInputs.ITrainerInputWithLabel, Microsoft.ML.Runtime.EntryPoints.CommonInputs.ITrainerInput, Microsoft.ML.ILearningPipelineItem + { + + + /// + /// L2 regularization weight + /// + [TlcModule.SweepableDiscreteParamAttribute("L2Weight", new object[]{1E-06f, 0.1f, 1f})] + public float L2Weight { get; set; } = 1E-06f; + + /// + /// Whether to calculate per parameter significance statistics + /// + public bool PerParameterSignificance { get; set; } = true; + + /// + /// Column to use for example weight + /// + public Microsoft.ML.Runtime.EntryPoints.Optional WeightColumn { get; set; } + + /// + /// Column to use for labels + /// + public string LabelColumn { get; set; } = "Label"; + + /// + /// The data to be used for training + /// + public Var TrainingData { get; set; } = new Var(); + + /// + /// Column to use for features + /// + public string FeatureColumn { get; set; } = "Features"; + + /// + /// Normalize option for the feature column + /// + public Microsoft.ML.Models.NormalizeOption NormalizeFeatures { get; set; } = Microsoft.ML.Models.NormalizeOption.Auto; + + /// + /// Whether learner should cache input training data + /// + public Microsoft.ML.Models.CachingOptions Caching { get; set; } = Microsoft.ML.Models.CachingOptions.Auto; + + + public sealed class Output : Microsoft.ML.Runtime.EntryPoints.CommonOutputs.IRegressionOutput, Microsoft.ML.Runtime.EntryPoints.CommonOutputs.ITrainerOutput + { + /// + /// The trained model + /// + public Var PredictorModel { get; set; } = new Var(); + + } + public Var GetInputData() => TrainingData; + + public ILearningPipelineStep ApplyStep(ILearningPipelineStep previousStep, Experiment experiment) + { + if (previousStep != null) + { + if (!(previousStep is ILearningPipelineDataStep dataStep)) + { + throw new InvalidOperationException($"{ nameof(OrdinaryLeastSquaresRegressor)} only supports an { nameof(ILearningPipelineDataStep)} as an input."); + } + + TrainingData = dataStep.Data; + } + Output output = experiment.Add(this); + return new OrdinaryLeastSquaresRegressorPipelineStep(output); + } + + private class OrdinaryLeastSquaresRegressorPipelineStep : ILearningPipelinePredictorStep + { + public OrdinaryLeastSquaresRegressorPipelineStep(Output output) + { + Model = output.PredictorModel; + } + + public Var Model { get; } + } + } + } + namespace Trainers { diff --git a/test/BaselineOutput/Common/EntryPoints/core_ep-list.tsv b/test/BaselineOutput/Common/EntryPoints/core_ep-list.tsv index fe46ca26e1..4fbdf5045e 100644 --- a/test/BaselineOutput/Common/EntryPoints/core_ep-list.tsv +++ b/test/BaselineOutput/Common/EntryPoints/core_ep-list.tsv @@ -59,6 +59,7 @@ Trainers.LogisticRegressionBinaryClassifier Logistic Regression is a method in s Trainers.LogisticRegressionClassifier Logistic Regression is a method in statistics used to predict the probability of occurrence of an event and can be used as a classification algorithm. The algorithm predicts the probability of occurrence of an event by fitting data to a logistical function. Microsoft.ML.Runtime.Learners.LogisticRegression TrainMultiClass Microsoft.ML.Runtime.Learners.MulticlassLogisticRegression+Arguments Microsoft.ML.Runtime.EntryPoints.CommonOutputs+MulticlassClassificationOutput Trainers.NaiveBayesClassifier Train a MultiClassNaiveBayesTrainer. Microsoft.ML.Runtime.Learners.MultiClassNaiveBayesTrainer TrainMultiClassNaiveBayesTrainer Microsoft.ML.Runtime.Learners.MultiClassNaiveBayesTrainer+Arguments Microsoft.ML.Runtime.EntryPoints.CommonOutputs+MulticlassClassificationOutput Trainers.OnlineGradientDescentRegressor Train a Online gradient descent perceptron. Microsoft.ML.Runtime.Learners.OnlineGradientDescentTrainer TrainRegression Microsoft.ML.Runtime.Learners.OnlineGradientDescentTrainer+Arguments Microsoft.ML.Runtime.EntryPoints.CommonOutputs+RegressionOutput +Trainers.OrdinaryLeastSquaresRegressor Train an OLS regression model. Microsoft.ML.Runtime.Learners.OlsLinearRegressionTrainer TrainRegression Microsoft.ML.Runtime.Learners.OlsLinearRegressionTrainer+Arguments Microsoft.ML.Runtime.EntryPoints.CommonOutputs+RegressionOutput Trainers.PcaAnomalyDetector Train an PCA Anomaly model. Microsoft.ML.Runtime.PCA.RandomizedPcaTrainer TrainPcaAnomaly Microsoft.ML.Runtime.PCA.RandomizedPcaTrainer+Arguments Microsoft.ML.Runtime.EntryPoints.CommonOutputs+AnomalyDetectionOutput Trainers.PoissonRegressor Train an Poisson regression model. Microsoft.ML.Runtime.Learners.PoissonRegression TrainRegression Microsoft.ML.Runtime.Learners.PoissonRegression+Arguments Microsoft.ML.Runtime.EntryPoints.CommonOutputs+RegressionOutput Trainers.StochasticDualCoordinateAscentBinaryClassifier Train an SDCA binary model. Microsoft.ML.Runtime.Learners.Sdca TrainBinary Microsoft.ML.Runtime.Learners.LinearClassificationTrainer+Arguments Microsoft.ML.Runtime.EntryPoints.CommonOutputs+BinaryClassificationOutput diff --git a/test/BaselineOutput/Common/EntryPoints/core_manifest.json b/test/BaselineOutput/Common/EntryPoints/core_manifest.json index 36bdd0f62a..5ed47f16a8 100644 --- a/test/BaselineOutput/Common/EntryPoints/core_manifest.json +++ b/test/BaselineOutput/Common/EntryPoints/core_manifest.json @@ -14050,6 +14050,149 @@ "ITrainerOutput" ] }, + { + "Name": "Trainers.OrdinaryLeastSquaresRegressor", + "Desc": "Train an OLS regression model.", + "FriendlyName": "Ordinary Least Squares (Regression)", + "ShortName": "ols", + "Inputs": [ + { + "Name": "TrainingData", + "Type": "DataView", + "Desc": "The data to be used for training", + "Aliases": [ + "data" + ], + "Required": true, + "SortOrder": 1.0, + "IsNullable": false + }, + { + "Name": "FeatureColumn", + "Type": "String", + "Desc": "Column to use for features", + "Aliases": [ + "feat" + ], + "Required": false, + "SortOrder": 2.0, + "IsNullable": false, + "Default": "Features" + }, + { + "Name": "LabelColumn", + "Type": "String", + "Desc": "Column to use for labels", + "Aliases": [ + "lab" + ], + "Required": false, + "SortOrder": 3.0, + "IsNullable": false, + "Default": "Label" + }, + { + "Name": "WeightColumn", + "Type": "String", + "Desc": "Column to use for example weight", + "Aliases": [ + "weight" + ], + "Required": false, + "SortOrder": 4.0, + "IsNullable": false, + "Default": "Weight" + }, + { + "Name": "NormalizeFeatures", + "Type": { + "Kind": "Enum", + "Values": [ + "No", + "Warn", + "Auto", + "Yes" + ] + }, + "Desc": "Normalize option for the feature column", + "Aliases": [ + "norm" + ], + "Required": false, + "SortOrder": 5.0, + "IsNullable": false, + "Default": "Auto" + }, + { + "Name": "Caching", + "Type": { + "Kind": "Enum", + "Values": [ + "Auto", + "Memory", + "Disk", + "None" + ] + }, + "Desc": "Whether learner should cache input training data", + "Aliases": [ + "cache" + ], + "Required": false, + "SortOrder": 6.0, + "IsNullable": false, + "Default": "Auto" + }, + { + "Name": "L2Weight", + "Type": "Float", + "Desc": "L2 regularization weight", + "Aliases": [ + "l2" + ], + "Required": false, + "SortOrder": 50.0, + "IsNullable": false, + "Default": 1E-06, + "SweepRange": { + "RangeType": "Discrete", + "Values": [ + 1E-06, + 0.1, + 1.0 + ] + } + }, + { + "Name": "PerParameterSignificance", + "Type": "Bool", + "Desc": "Whether to calculate per parameter significance statistics", + "Aliases": [ + "sig" + ], + "Required": false, + "SortOrder": 150.0, + "IsNullable": false, + "Default": true + } + ], + "Outputs": [ + { + "Name": "PredictorModel", + "Type": "PredictorModel", + "Desc": "The trained model" + } + ], + "InputKind": [ + "ITrainerInputWithWeight", + "ITrainerInputWithLabel", + "ITrainerInput" + ], + "OutputKind": [ + "IRegressionOutput", + "ITrainerOutput" + ] + }, { "Name": "Trainers.PcaAnomalyDetector", "Desc": "Train an PCA Anomaly model.", diff --git a/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine-out.txt b/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine-out.txt new file mode 100644 index 0000000000..8e81e97339 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine-out.txt @@ -0,0 +1,33 @@ +maml.exe CV tr=OLS threads=- norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 2409 examples +Coefficient of determination R2 = 0.291173667189042, or 0.287920813763543 (adjusted) +Not training a calibrator because it is not needed. +Not adding a normalizer. +Trainer solving for 12 parameters across 2489 examples +Coefficient of determination R2 = 0.280280855195625, or 0.277084686203761 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.586798 +L2(avg): 0.573048 +RMS(avg): 0.756999 +Loss-fn(avg): 0.573048 +R Squared: 0.263841 +L1(avg): 0.587999 +L2(avg): 0.571859 +RMS(avg): 0.756214 +Loss-fn(avg): 0.571859 +R Squared: 0.276072 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.587398 (0.0006) +L2(avg): 0.572454 (0.0006) +RMS(avg): 0.756606 (0.0004) +Loss-fn(avg): 0.572454 (0.0006) +R Squared: 0.269956 (0.0061) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine-rp.txt b/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine-rp.txt new file mode 100644 index 0000000000..e3768ce894 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.587398 0.572454 0.756606 0.572454 0.269956 OLS %Data% %Output% 99 0 0 maml.exe CV tr=OLS threads=- norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine.txt b/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine.txt new file mode 100644 index 0000000000..c49fe65f22 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLS-CV-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss L2-loss +5 6 5.72627258 0.2737274169921875 0.074926698813214898 +6 6 5.47047424 0.5295257568359375 0.28039752715267241 +8 6 5.164154 0.835845947265625 0.69863844756036997 +9 6 5.711914 0.2880859375 0.082993507385253906 +10 5 6.12764 1.1276397705078125 1.271571452030912 +11 5 5.514374 0.514373779296875 0.26458038482815027 +18 6 5.71618652 0.2838134765625 0.080550089478492737 +20 8 5.861252 2.1387481689453125 4.574243730166927 +21 7 5.85632324 1.1436767578125 1.3079965263605118 +25 6 6.04560852 0.0456085205078125 0.0020801371429115534 +28 6 5.98152161 0.0184783935546875 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b/test/BaselineOutput/SingleDebug/OLS/OLS-TrainTest-wine-out.txt @@ -0,0 +1,24 @@ +maml.exe TrainTest test=%Data% tr=OLS norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 4898 examples +Coefficient of determination R2 = 0.281869324119046, or 0.280252574746412 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.583635 +L2(avg): 0.563155 +RMS(avg): 0.750436 +Loss-fn(avg): 0.563155 +R Squared: 0.281869 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.583635 (0.0000) +L2(avg): 0.563155 (0.0000) +RMS(avg): 0.750436 (0.0000) +Loss-fn(avg): 0.563155 (0.0000) +R Squared: 0.281869 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLS-TrainTest-wine-rp.txt b/test/BaselineOutput/SingleDebug/OLS/OLS-TrainTest-wine-rp.txt new file mode 100644 index 0000000000..705c51f87f --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLS-TrainTest-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.583635 0.563155 0.750436 0.563155 0.281869 OLS %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=OLS norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLS-TrainTest-wine.txt b/test/BaselineOutput/SingleDebug/OLS/OLS-TrainTest-wine.txt new file mode 100644 index 0000000000..db44887f63 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLS-TrainTest-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss 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+4891 6 6.025711 0.0257110595703125 0.000661058584228158 +4892 5 5.619385 0.619384765625 0.38363748788833618 +4893 6 6.172577 0.172576904296875 0.029782787896692753 +4894 5 5.633911 0.6339111328125 0.40184332430362701 +4895 6 5.342102 0.65789794921875 0.43282971158623695 +4896 7 6.571274 0.4287261962890625 0.18380615138448775 +4897 6 6.34725952 0.347259521484375 0.1205891752615571 diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine-out.txt b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine-out.txt new file mode 100644 index 0000000000..46f60adaa5 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine-out.txt @@ -0,0 +1,33 @@ +maml.exe CV tr=OLS threads=- dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 xf=MinMax{col=Features} +Not adding a normalizer. +Trainer solving for 12 parameters across 2409 examples +Coefficient of determination R2 = 0.291172889085396, or 0.287920032089126 (adjusted) +Not training a calibrator because it is not needed. +Not adding a normalizer. +Trainer solving for 12 parameters across 2489 examples +Coefficient of determination R2 = 0.280282876617768, or 0.277086716602748 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.586799 +L2(avg): 0.573023 +RMS(avg): 0.756983 +Loss-fn(avg): 0.573023 +R Squared: 0.263873 +L1(avg): 0.588002 +L2(avg): 0.571858 +RMS(avg): 0.756213 +Loss-fn(avg): 0.571858 +R Squared: 0.276073 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.587400 (0.0006) +L2(avg): 0.572440 (0.0006) +RMS(avg): 0.756598 (0.0004) +Loss-fn(avg): 0.572440 (0.0006) +R Squared: 0.269973 (0.0061) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine-rp.txt b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine-rp.txt new file mode 100644 index 0000000000..c6ae0bb553 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.5874 0.57244 0.756598 0.57244 0.269973 OLS %Data% %Output% 99 0 0 maml.exe CV tr=OLS threads=- dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 xf=MinMax{col=Features} + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine.txt b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine.txt new file mode 100644 index 0000000000..0ebf68c03b --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-CV-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss L2-loss +5 6 5.725769 0.27423095703125 0.075202617794275284 +6 6 5.47061157 0.529388427734375 0.28025210741907358 +8 6 5.16453552 0.8354644775390625 0.69800089322961867 +9 6 5.71276855 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0.30679861083626747 +4888 5 5.29177856 0.291778564453125 0.08513473067432642 +4889 6 5.71070862 0.2892913818359375 0.083689503604546189 +4894 5 5.566559 0.566558837890625 0.3209889167919755 +4896 7 6.59217834 0.4078216552734375 0.16631850250996649 diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSNorm-TrainTest-wine-out.txt b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-TrainTest-wine-out.txt new file mode 100644 index 0000000000..24c9756c70 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-TrainTest-wine-out.txt @@ -0,0 +1,24 @@ +maml.exe TrainTest test=%Data% tr=OLS dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 xf=MinMax{col=Features} +Not adding a normalizer. +Trainer solving for 12 parameters across 4898 examples +Coefficient of determination R2 = 0.281870677180194, or 0.280253930853747 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.583635 +L2(avg): 0.563154 +RMS(avg): 0.750436 +Loss-fn(avg): 0.563154 +R Squared: 0.281871 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.583635 (0.0000) +L2(avg): 0.563154 (0.0000) +RMS(avg): 0.750436 (0.0000) +Loss-fn(avg): 0.563154 (0.0000) +R Squared: 0.281871 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSNorm-TrainTest-wine-rp.txt b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-TrainTest-wine-rp.txt new file mode 100644 index 0000000000..fe37f2c5f9 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSNorm-TrainTest-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.583635 0.563154 0.750436 0.563154 0.281871 OLS %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% 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0.18379306793212891 +4897 6 6.34736633 0.3473663330078125 0.12066336930729449 diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSReg-CV-wine-out.txt b/test/BaselineOutput/SingleDebug/OLS/OLSReg-CV-wine-out.txt new file mode 100644 index 0000000000..095b8c8e84 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSReg-CV-wine-out.txt @@ -0,0 +1,33 @@ +maml.exe CV tr=OLS{l2=0.1} threads=- norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 2409 examples +Coefficient of determination R2 = 0.269438870320579, or 0.266086274397978 (adjusted) +Not training a calibrator because it is not needed. +Not adding a normalizer. +Trainer solving for 12 parameters across 2489 examples +Coefficient of determination R2 = 0.255663034368455, or 0.252357541182364 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.596885 +L2(avg): 0.589177 +RMS(avg): 0.767579 +Loss-fn(avg): 0.589177 +R Squared: 0.243122 +L1(avg): 0.599038 +L2(avg): 0.587517 +RMS(avg): 0.766497 +Loss-fn(avg): 0.587517 +R Squared: 0.256250 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.597962 (0.0011) +L2(avg): 0.588347 (0.0008) +RMS(avg): 0.767038 (0.0005) +Loss-fn(avg): 0.588347 (0.0008) +R Squared: 0.249686 (0.0066) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSReg-CV-wine-rp.txt b/test/BaselineOutput/SingleDebug/OLS/OLSReg-CV-wine-rp.txt new file mode 100644 index 0000000000..f063507bbb --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSReg-CV-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared /l2 Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.597962 0.588347 0.767038 0.588347 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+4889 6 5.69565964 0.30434036254882813 0.092623056276352145 +4894 5 5.579279 0.57927894592285156 0.33556409718948998 +4896 7 6.57025433 0.42974567413330078 0.18468134443628514 diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine-out.txt b/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine-out.txt new file mode 100644 index 0000000000..6edb443e88 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine-out.txt @@ -0,0 +1,24 @@ +maml.exe TrainTest test=%Data% tr=OLS{l2=0.1} norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 4898 examples +Coefficient of determination R2 = 0.259289504308921, or 0.257621920303067 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.595209 +L2(avg): 0.580862 +RMS(avg): 0.762143 +Loss-fn(avg): 0.580862 +R Squared: 0.259290 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.595209 (0.0000) +L2(avg): 0.580862 (0.0000) +RMS(avg): 0.762143 (0.0000) +Loss-fn(avg): 0.580862 (0.0000) +R Squared: 0.259290 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine-rp.txt b/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine-rp.txt new file mode 100644 index 0000000000..1707c73c50 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared /l2 Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.595209 0.580862 0.762143 0.580862 0.25929 0.1 OLS %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=OLS{l2=0.1} norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 /l2:0.1 + diff --git a/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine.txt b/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine.txt new file mode 100644 index 0000000000..b7b381bd97 --- /dev/null +++ b/test/BaselineOutput/SingleDebug/OLS/OLSReg-TrainTest-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss L2-loss +0 6 5.58121967 0.41878032684326172 0.17537696215094911 +1 6 5.309566 0.69043397903442383 0.4766990794053072 +2 6 5.716072 0.28392791748046875 0.080615062324795872 +3 6 5.715474 0.28452587127685547 0.080954971425853728 +4 6 5.715474 0.28452587127685547 0.080954971425853728 +5 6 5.716072 0.28392791748046875 0.080615062324795872 +6 6 5.51660156 0.4833984375 0.23367404937744141 +7 6 5.58121967 0.41878032684326172 0.17537696215094911 +8 6 5.309566 0.69043397903442383 0.4766990794053072 +9 6 5.899788 0.10021209716796875 0.01004246441880241 +10 5 6.189271 1.1892709732055664 1.414365447709315 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a/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine-out.txt b/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine-out.txt new file mode 100644 index 0000000000..8e81e97339 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine-out.txt @@ -0,0 +1,33 @@ +maml.exe CV tr=OLS threads=- norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 2409 examples +Coefficient of determination R2 = 0.291173667189042, or 0.287920813763543 (adjusted) +Not training a calibrator because it is not needed. +Not adding a normalizer. +Trainer solving for 12 parameters across 2489 examples +Coefficient of determination R2 = 0.280280855195625, or 0.277084686203761 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.586798 +L2(avg): 0.573048 +RMS(avg): 0.756999 +Loss-fn(avg): 0.573048 +R Squared: 0.263841 +L1(avg): 0.587999 +L2(avg): 0.571859 +RMS(avg): 0.756214 +Loss-fn(avg): 0.571859 +R Squared: 0.276072 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.587398 (0.0006) +L2(avg): 0.572454 (0.0006) +RMS(avg): 0.756606 (0.0004) +Loss-fn(avg): 0.572454 (0.0006) +R Squared: 0.269956 (0.0061) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine-rp.txt b/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine-rp.txt new file mode 100644 index 0000000000..e3768ce894 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.587398 0.572454 0.756606 0.572454 0.269956 OLS %Data% %Output% 99 0 0 maml.exe CV tr=OLS threads=- norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine.txt b/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine.txt new file mode 100644 index 0000000000..c49fe65f22 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLS-CV-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss L2-loss +5 6 5.72627258 0.2737274169921875 0.074926698813214898 +6 6 5.47047424 0.5295257568359375 0.28039752715267241 +8 6 5.164154 0.835845947265625 0.69863844756036997 +9 6 5.711914 0.2880859375 0.082993507385253906 +10 5 6.12764 1.1276397705078125 1.271571452030912 +11 5 5.514374 0.514373779296875 0.26458038482815027 +18 6 5.71618652 0.2838134765625 0.080550089478492737 +20 8 5.861252 2.1387481689453125 4.574243730166927 +21 7 5.85632324 1.1436767578125 1.3079965263605118 +25 6 6.04560852 0.0456085205078125 0.0020801371429115534 +28 6 5.98152161 0.0184783935546875 0.00034145102836191654 +31 6 5.786499 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b/test/BaselineOutput/SingleRelease/OLS/OLS-TrainTest-wine-out.txt @@ -0,0 +1,24 @@ +maml.exe TrainTest test=%Data% tr=OLS norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 4898 examples +Coefficient of determination R2 = 0.281869324119046, or 0.280252574746412 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.583635 +L2(avg): 0.563155 +RMS(avg): 0.750436 +Loss-fn(avg): 0.563155 +R Squared: 0.281869 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.583635 (0.0000) +L2(avg): 0.563155 (0.0000) +RMS(avg): 0.750436 (0.0000) +Loss-fn(avg): 0.563155 (0.0000) +R Squared: 0.281869 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLS-TrainTest-wine-rp.txt b/test/BaselineOutput/SingleRelease/OLS/OLS-TrainTest-wine-rp.txt new file mode 100644 index 0000000000..705c51f87f --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLS-TrainTest-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.583635 0.563155 0.750436 0.563155 0.281869 OLS %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=OLS norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLS-TrainTest-wine.txt b/test/BaselineOutput/SingleRelease/OLS/OLS-TrainTest-wine.txt new file mode 100644 index 0000000000..db44887f63 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLS-TrainTest-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score 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+4891 6 6.025711 0.0257110595703125 0.000661058584228158 +4892 5 5.619385 0.619384765625 0.38363748788833618 +4893 6 6.172577 0.172576904296875 0.029782787896692753 +4894 5 5.633911 0.6339111328125 0.40184332430362701 +4895 6 5.342102 0.65789794921875 0.43282971158623695 +4896 7 6.571274 0.4287261962890625 0.18380615138448775 +4897 6 6.34725952 0.347259521484375 0.1205891752615571 diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine-out.txt b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine-out.txt new file mode 100644 index 0000000000..46f60adaa5 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine-out.txt @@ -0,0 +1,33 @@ +maml.exe CV tr=OLS threads=- dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 xf=MinMax{col=Features} +Not adding a normalizer. +Trainer solving for 12 parameters across 2409 examples +Coefficient of determination R2 = 0.291172889085396, or 0.287920032089126 (adjusted) +Not training a calibrator because it is not needed. +Not adding a normalizer. +Trainer solving for 12 parameters across 2489 examples +Coefficient of determination R2 = 0.280282876617768, or 0.277086716602748 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.586799 +L2(avg): 0.573023 +RMS(avg): 0.756983 +Loss-fn(avg): 0.573023 +R Squared: 0.263873 +L1(avg): 0.588002 +L2(avg): 0.571858 +RMS(avg): 0.756213 +Loss-fn(avg): 0.571858 +R Squared: 0.276073 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.587400 (0.0006) +L2(avg): 0.572440 (0.0006) +RMS(avg): 0.756598 (0.0004) +Loss-fn(avg): 0.572440 (0.0006) +R Squared: 0.269973 (0.0061) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine-rp.txt b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine-rp.txt new file mode 100644 index 0000000000..c6ae0bb553 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.5874 0.57244 0.756598 0.57244 0.269973 OLS %Data% %Output% 99 0 0 maml.exe CV tr=OLS threads=- dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 xf=MinMax{col=Features} + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine.txt b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine.txt new file mode 100644 index 0000000000..0ebf68c03b --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-CV-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss L2-loss +5 6 5.725769 0.27423095703125 0.075202617794275284 +6 6 5.47061157 0.529388427734375 0.28025210741907358 +8 6 5.16453552 0.8354644775390625 0.69800089322961867 +9 6 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0.30679861083626747 +4888 5 5.29177856 0.291778564453125 0.08513473067432642 +4889 6 5.71070862 0.2892913818359375 0.083689503604546189 +4894 5 5.566559 0.566558837890625 0.3209889167919755 +4896 7 6.59217834 0.4078216552734375 0.16631850250996649 diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSNorm-TrainTest-wine-out.txt b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-TrainTest-wine-out.txt new file mode 100644 index 0000000000..24c9756c70 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-TrainTest-wine-out.txt @@ -0,0 +1,24 @@ +maml.exe TrainTest test=%Data% tr=OLS dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 xf=MinMax{col=Features} +Not adding a normalizer. +Trainer solving for 12 parameters across 4898 examples +Coefficient of determination R2 = 0.281870677180194, or 0.280253930853747 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.583635 +L2(avg): 0.563154 +RMS(avg): 0.750436 +Loss-fn(avg): 0.563154 +R Squared: 0.281871 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.583635 (0.0000) +L2(avg): 0.563154 (0.0000) +RMS(avg): 0.750436 (0.0000) +Loss-fn(avg): 0.563154 (0.0000) +R Squared: 0.281871 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSNorm-TrainTest-wine-rp.txt b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-TrainTest-wine-rp.txt new file mode 100644 index 0000000000..fe37f2c5f9 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSNorm-TrainTest-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.583635 0.563154 0.750436 0.563154 0.281871 OLS %Data% %Data% %Output% 99 0 0 maml.exe TrainTest 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0.18379306793212891 +4897 6 6.34736633 0.3473663330078125 0.12066336930729449 diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine-out.txt b/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine-out.txt new file mode 100644 index 0000000000..095b8c8e84 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine-out.txt @@ -0,0 +1,33 @@ +maml.exe CV tr=OLS{l2=0.1} threads=- norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 2409 examples +Coefficient of determination R2 = 0.269438870320579, or 0.266086274397978 (adjusted) +Not training a calibrator because it is not needed. +Not adding a normalizer. +Trainer solving for 12 parameters across 2489 examples +Coefficient of determination R2 = 0.255663034368455, or 0.252357541182364 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.596885 +L2(avg): 0.589177 +RMS(avg): 0.767579 +Loss-fn(avg): 0.589177 +R Squared: 0.243122 +L1(avg): 0.599038 +L2(avg): 0.587517 +RMS(avg): 0.766497 +Loss-fn(avg): 0.587517 +R Squared: 0.256250 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.597962 (0.0011) +L2(avg): 0.588347 (0.0008) +RMS(avg): 0.767038 (0.0005) +Loss-fn(avg): 0.588347 (0.0008) +R Squared: 0.249686 (0.0066) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine-rp.txt b/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine-rp.txt new file mode 100644 index 0000000000..f063507bbb --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared /l2 Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.597962 0.588347 0.767038 0.588347 0.249686 0.1 OLS %Data% %Output% 99 0 0 maml.exe CV tr=OLS{l2=0.1} threads=- norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% seed=1 /l2:0.1 + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine.txt b/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine.txt new file mode 100644 index 0000000000..9373538bea --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSReg-CV-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss L2-loss +5 6 5.68127632 0.31872367858886719 0.10158478329321952 +6 6 5.52236938 0.477630615234375 0.22813100460916758 +8 6 5.26242733 0.73757266998291016 0.5440134435057189 +9 6 5.86241531 0.13758468627929688 0.018929545898572542 +10 5 6.125346 1.1253461837768555 1.2664040333411322 +11 5 5.36850357 0.36850357055664063 0.13579488151299302 +18 6 5.720931 0.27906894683837891 0.077879477089481952 +20 8 6.28227329 1.7177267074584961 2.9505850415162058 +21 7 5.847972 1.1520280838012695 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+4889 6 5.69565964 0.30434036254882813 0.092623056276352145 +4894 5 5.579279 0.57927894592285156 0.33556409718948998 +4896 7 6.57025433 0.42974567413330078 0.18468134443628514 diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine-out.txt b/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine-out.txt new file mode 100644 index 0000000000..6edb443e88 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine-out.txt @@ -0,0 +1,24 @@ +maml.exe TrainTest test=%Data% tr=OLS{l2=0.1} norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 +Not adding a normalizer. +Trainer solving for 12 parameters across 4898 examples +Coefficient of determination R2 = 0.259289504308921, or 0.257621920303067 (adjusted) +Not training a calibrator because it is not needed. +L1(avg): 0.595209 +L2(avg): 0.580862 +RMS(avg): 0.762143 +Loss-fn(avg): 0.580862 +R Squared: 0.259290 + +OVERALL RESULTS +--------------------------------------- +L1(avg): 0.595209 (0.0000) +L2(avg): 0.580862 (0.0000) +RMS(avg): 0.762143 (0.0000) +Loss-fn(avg): 0.580862 (0.0000) +R Squared: 0.259290 (0.0000) + +--------------------------------------- +Physical memory usage(MB): %Number% +Virtual memory usage(MB): %Number% +%DateTime% Time elapsed(s): %Number% + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine-rp.txt b/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine-rp.txt new file mode 100644 index 0000000000..1707c73c50 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine-rp.txt @@ -0,0 +1,4 @@ +OLS +L1(avg) L2(avg) RMS(avg) Loss-fn(avg) R Squared /l2 Learner Name Train Dataset Test Dataset Results File Run Time Physical Memory Virtual Memory Command Line Settings +0.595209 0.580862 0.762143 0.580862 0.25929 0.1 OLS %Data% %Data% %Output% 99 0 0 maml.exe TrainTest test=%Data% tr=OLS{l2=0.1} norm=No dout=%Output% loader=Text{col=Label:R4:11 col=Features:R4:0-10 sep=; header+} data=%Data% out=%Output% seed=1 /l2:0.1 + diff --git a/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine.txt b/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine.txt new file mode 100644 index 0000000000..b7b381bd97 --- /dev/null +++ b/test/BaselineOutput/SingleRelease/OLS/OLSReg-TrainTest-wine.txt @@ -0,0 +1,4899 @@ +Instance Label Score L1-loss L2-loss +0 6 5.58121967 0.41878032684326172 0.17537696215094911 +1 6 5.309566 0.69043397903442383 0.4766990794053072 +2 6 5.716072 0.28392791748046875 0.080615062324795872 +3 6 5.715474 0.28452587127685547 0.080954971425853728 +4 6 5.715474 0.28452587127685547 0.080954971425853728 +5 6 5.716072 0.28392791748046875 0.080615062324795872 +6 6 5.51660156 0.4833984375 0.23367404937744141 +7 6 5.58121967 0.41878032684326172 0.17537696215094911 +8 6 5.309566 0.69043397903442383 0.4766990794053072 +9 6 5.899788 0.10021209716796875 0.01004246441880241 +10 5 6.189271 1.1892709732055664 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a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs index 7f6c4b5ccd..b8c8d9b497 100644 --- a/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs +++ b/test/Microsoft.ML.Predictor.Tests/TestPredictors.cs @@ -892,7 +892,7 @@ public void RegressorOlsTest() [TestCategory("Regressor")] public void RegressorOlsTestOne() { - Run_TrainTest(TestLearners.Ols, TestDatasets.housing); + Run_TrainTest(TestLearners.Ols, TestDatasets.winequality); Done(); } @@ -905,8 +905,7 @@ public void RegressorOlsTestOne() public void RegressorSdcaTest() { var regressionPredictors = new[] { TestLearners.Sdcar, TestLearners.SdcarNorm, TestLearners.SdcarReg }; - var regressionDatasets = GetDatasetsForRegressorTest(); - RunAllTests(regressionPredictors, regressionDatasets); + RunAllTests(regressionPredictors, new[] { TestDatasets.winequality }); Done(); }