{ "Scenario": "Regression", "DataSource": { "Version": 3, "EscapeCharacter": "\"", "ReadMultiLines": false, "KeepDiacritics": false, "KeepPunctuations": false, "AllowQuoting": false, "Type": "TabularFile", "FilePath": "C:\\Users\\marek\\source\\repos\\even-perfect-numbers-scanner\\BuildDivisorTransitions\\bin\\Release\\net8.0\\NextKForecastTraning.csv", "Delimiter": ",", "DecimalMarker": ".", "HasHeader": true, "ColumnProperties": [ { "ColumnName": "p", "ColumnPurpose": "Feature", "ColumnDataFormat": "Single", "IsCategorical": false, "Type": "Column", "Version": 5 }, { "ColumnName": "divisor", "ColumnPurpose": "Feature", "ColumnDataFormat": "Single", "IsCategorical": false, "Type": "Column", "Version": 5 }, { "ColumnName": "lastDigit", "ColumnPurpose": "Feature", "ColumnDataFormat": "Single", "IsCategorical": true, "Type": "Column", "Version": 5 }, { "ColumnName": "k", "ColumnPurpose": "Feature", "ColumnDataFormat": "Single", "IsCategorical": false, "Type": "Column", "Version": 5 }, { "ColumnName": "lastMersenneDigit", "ColumnPurpose": "Feature", "ColumnDataFormat": "Single", "IsCategorical": true, "Type": "Column", "Version": 5 }, { "ColumnName": "isNextKHigher", "ColumnPurpose": "Label", "ColumnDataFormat": "Single", "IsCategorical": true, "Type": "Column", "Version": 5 } ] }, "Environment": { "Type": "LocalCPU", "Version": 1 }, "RunHistory": { "Version": 3, "Type": "Result", "Trials": [ { "Version": 1, "Type": "Trial", "TrainerName": "FastTreeRegression", "Score": 0.30006118613190746, "RuntimeInSeconds": 1.489, "Parameter": { "_SCHEMA_": "e0 * e1 * e2", "e0": { "OutputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ] }, "e1": { "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "OutputColumnName": "Features" }, "e2": { "NumberOfLeaves": 4, "MinimumExampleCountPerLeaf": 9, "NumberOfTrees": 8, "MaximumBinCountPerFeature": 317, "FeatureFraction": 0.98434331463123226, "LearningRate": 0.3857390791447961, "LabelColumnName": "isNextKHigher", "FeatureColumnName": "Features", "DiskTranspose": false } } }, { "Version": 1, "Type": "Trial", "TrainerName": "FastTreeRegression", "Score": 0.299969238277351, "RuntimeInSeconds": 1.496, "Parameter": { "_SCHEMA_": "e0 * e1 * e2", "e0": { "OutputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ] }, "e1": { "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "OutputColumnName": "Features" }, "e2": { "NumberOfLeaves": 4, "MinimumExampleCountPerLeaf": 9, "NumberOfTrees": 8, "MaximumBinCountPerFeature": 317, "FeatureFraction": 0.98444606904931908, "LearningRate": 0.38567641892007121, "LabelColumnName": "isNextKHigher", "FeatureColumnName": "Features", "DiskTranspose": false } } }, { "Version": 1, "Type": "Trial", "TrainerName": "FastTreeRegression", "Score": 0.29992424440705012, "RuntimeInSeconds": 0.993, "Parameter": { "_SCHEMA_": "e0 * e1 * e2", "e0": { "OutputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ] }, "e1": { "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "OutputColumnName": "Features" }, "e2": { "NumberOfLeaves": 4, "MinimumExampleCountPerLeaf": 9, "NumberOfTrees": 8, "MaximumBinCountPerFeature": 317, "FeatureFraction": 0.98445819026817927, "LearningRate": 0.38613186537816252, "LabelColumnName": "isNextKHigher", "FeatureColumnName": "Features", "DiskTranspose": false } } }, { "Version": 1, "Type": "Trial", "TrainerName": "FastTreeRegression", "Score": 0.29992046748552242, "RuntimeInSeconds": 1.389, "Parameter": { "_SCHEMA_": "e0 * e1 * e2", "e0": { "OutputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ] }, "e1": { "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "OutputColumnName": "Features" }, "e2": { "NumberOfLeaves": 4, "MinimumExampleCountPerLeaf": 9, "NumberOfTrees": 8, "MaximumBinCountPerFeature": 317, "FeatureFraction": 0.984395476164661, "LearningRate": 0.3858463322510558, "LabelColumnName": "isNextKHigher", "FeatureColumnName": "Features", "DiskTranspose": false } } }, { "Version": 1, "Type": "Trial", "TrainerName": "FastTreeRegression", "Score": 0.29984566377505206, "RuntimeInSeconds": 1.512, "Parameter": { "_SCHEMA_": "e0 * e1 * e2", "e0": { "OutputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ] }, "e1": { "InputColumnNames": [ "p", "divisor", "lastDigit", "k", "lastMersenneDigit" ], "OutputColumnName": "Features" }, "e2": { "NumberOfLeaves": 4, "MinimumExampleCountPerLeaf": 8, "NumberOfTrees": 8, "MaximumBinCountPerFeature": 317, "FeatureFraction": 0.98439134546037266, "LearningRate": 0.38521733136295422, "LabelColumnName": "isNextKHigher", "FeatureColumnName": "Features", "DiskTranspose": false } } } ], "Estimators": { "e0": "ReplaceMissingValues", "e1": "Concatenate", "e2": "FastTreeRegression", "e3": "FastForestRegression", "e4": "LightGbmRegression", "e5": "LbfgsPoissonRegressionRegression", "e6": "SdcaRegression" }, "Schema": "e0 * e1 * (e2 + e3 + e4 + e5 + e6)", "MetricName": "RSquared", "ModelFilePath": "C:\\Users\\marek\\source\\repos\\even-perfect-numbers-scanner\\EvenPerfectBitScanner\\MLModel1.mlnet" }, "Type": "TrainingConfig", "Version": 5, "TrainingOption": { "Version": 2, "Subsampling": false, "Type": "RegressionTrainingOption", "TrainingTime": 3600, "LabelColumn": "isNextKHigher", "ValidationOption": { "Version": 0, "Type": "CrossValidationValidationOption", "NumberOfFolds": 10 } } }