-
Notifications
You must be signed in to change notification settings - Fork 1.9k
Closed
Labels
bugSomething isn't workingSomething isn't working
Description
System information
- OS version/distro: Windows 10
- .NET Version (eg., dotnet --info): .NET Core 2.1
Issue
- What did you do?
Ran this code:
const string trainDataPath = @"C:\data\sample_train2.csv";
const string validationDataPath = @"C:\data\sample_valid2.csv";
const string testDataPath = @"C:\data\sample_test2.csv";
var mlContext = new MLContext();
// auto-infer text loader args
var textLoaderArgs = RecipeInference.MyAutoMlInferTextLoaderArguments(mlContext, trainDataPath, "Label");
// load data
var textLoader = new TextLoader(mlContext,
new TextLoader.Arguments()
{
Separator = ",",
HasHeader = true,
Column = new[]
{
new TextLoader.Column("Age", DataKind.R4, 0),
new TextLoader.Column("Workclass", DataKind.TX, 1),
new TextLoader.Column("Fnlwgt", DataKind.R4, 2),
new TextLoader.Column("Education", DataKind.TX, 3),
new TextLoader.Column("EducationNum", DataKind.R4, 4),
new TextLoader.Column("MaritalStatus", DataKind.TX, 5),
new TextLoader.Column("Occupation", DataKind.TX, 6),
new TextLoader.Column("Relationship", DataKind.TX, 7),
new TextLoader.Column("Race", DataKind.TX, 8),
new TextLoader.Column("Sex", DataKind.TX, 9),
new TextLoader.Column("CapitalGain", DataKind.R4, 10),
new TextLoader.Column("CapitalLoss", DataKind.R4, 11),
new TextLoader.Column("HoursPerWeek", DataKind.R4, 12),
new TextLoader.Column("NativeCountry", DataKind.TX, 13),
new TextLoader.Column("Label", DataKind.Bool, 14),
}
});
var trainData = textLoader.Read(trainDataPath);
var validationData = textLoader.Read(validationDataPath);
var testData = textLoader.Read(testDataPath);
// preprocess
var preprocessorEstimator = mlContext.Transforms.Categorical.OneHotEncoding("Workclass", "Workclass")
.Append(mlContext.Transforms.Categorical.OneHotEncoding("Education", "Education"))
.Append(mlContext.Transforms.Categorical.OneHotEncoding("MaritalStatus", "MaritalStatus"))
.Append(mlContext.Transforms.Categorical.OneHotEncoding("Occupation", "Occupation"))
.Append(mlContext.Transforms.Categorical.OneHotEncoding("Relationship", "Relationship"))
.Append(mlContext.Transforms.Categorical.OneHotEncoding("Race", "Race"))
.Append(mlContext.Transforms.Categorical.OneHotEncoding("Sex", "Sex"))
.Append(mlContext.Transforms.Categorical.OneHotEncoding("NativeCountry", "NativeCountry"))
.Append(mlContext.Transforms.Concatenate(DefaultColumnNames.Features,
"Age", "Workclass", "Fnlwgt", "Education", "EducationNum", "MaritalStatus", "Occupation", "Relationship",
"Race", "Sex", "CapitalGain", "CapitalLoss", "HoursPerWeek", "NativeCountry"));
// train model
var trainer = mlContext.BinaryClassification.Trainers.SymbolicStochasticGradientDescent();
var estimatorChain = preprocessorEstimator.Append(trainer);
var model = estimatorChain.Fit(trainData);
- What happened?
Initial learning rate is tuned to 10.000000
was printed to the console. Looks like SymSGD learner w/ no initialization params always prints this line?
- What did you expect?
Nothing to be printed to the console
Metadata
Metadata
Assignees
Labels
bugSomething isn't workingSomething isn't working