Modify API for advanced settings. (FastTree, RandomForest)

src/Microsoft.ML.Data/EntryPoints/InputBase.cs

@@ -35,15 +35,27 @@ public enum CachingOptions
     [TlcModule.EntryPointKind(typeof(CommonInputs.ITrainerInput))]
     public abstract class LearnerInputBase
     {
+        /// <summary>
+        /// The data to be used for training.
+        /// </summary>
         [Argument(ArgumentType.Required, ShortName = "data", HelpText = "The data to be used for training", SortOrder = 1, Visibility = ArgumentAttribute.VisibilityType.EntryPointsOnly)]
         public IDataView TrainingData;
 
+        /// <summary>
+        /// Column to use for features.
+        /// </summary>
         [Argument(ArgumentType.AtMostOnce, HelpText = "Column to use for features", ShortName = "feat", SortOrder = 2, Visibility = ArgumentAttribute.VisibilityType.EntryPointsOnly)]
         public string FeatureColumn = DefaultColumnNames.Features;
 
+        /// <summary>
+        /// Normalize option for the feature column.
+        /// </summary>
         [Argument(ArgumentType.AtMostOnce, HelpText = "Normalize option for the feature column", ShortName = "norm", SortOrder = 5, Visibility = ArgumentAttribute.VisibilityType.EntryPointsOnly)]
         public NormalizeOption NormalizeFeatures = NormalizeOption.Auto;
 
+        /// <summary>
+        /// Whether learner should cache input training data.
+        /// </summary>
         [Argument(ArgumentType.LastOccurenceWins, HelpText = "Whether learner should cache input training data", ShortName = "cache", SortOrder = 6, Visibility = ArgumentAttribute.VisibilityType.EntryPointsOnly)]
         public CachingOptions Caching = CachingOptions.Auto;
     }
@@ -54,6 +66,9 @@ public abstract class LearnerInputBase
     [TlcModule.EntryPointKind(typeof(CommonInputs.ITrainerInputWithLabel))]
     public abstract class LearnerInputBaseWithLabel : LearnerInputBase
     {
+        /// <summary>
+        /// Column to use for labels.
+        /// </summary>
         [Argument(ArgumentType.AtMostOnce, HelpText = "Column to use for labels", ShortName = "lab", SortOrder = 3, Visibility = ArgumentAttribute.VisibilityType.EntryPointsOnly)]
         public string LabelColumn = DefaultColumnNames.Label;
     }
@@ -65,6 +80,9 @@ public abstract class LearnerInputBaseWithLabel : LearnerInputBase
     [TlcModule.EntryPointKind(typeof(CommonInputs.ITrainerInputWithWeight))]
     public abstract class LearnerInputBaseWithWeight : LearnerInputBaseWithLabel
     {
+        /// <summary>
+        /// Column to use for example weight.
+        /// </summary>
         [Argument(ArgumentType.AtMostOnce, HelpText = "Column to use for example weight", ShortName = "weight", SortOrder = 4, Visibility = ArgumentAttribute.VisibilityType.EntryPointsOnly)]
         public Optional<string> WeightColumn = Optional<string>.Implicit(DefaultColumnNames.Weight);
     }
@@ -95,6 +113,9 @@ public abstract class EvaluateInputBase
     [TlcModule.EntryPointKind(typeof(CommonInputs.ITrainerInputWithGroupId))]
     public abstract class LearnerInputBaseWithGroupId : LearnerInputBaseWithWeight
     {
+        /// <summary>
+        /// Column to use for example groupId.
+        /// </summary>
         [Argument(ArgumentType.AtMostOnce, HelpText = "Column to use for example groupId", ShortName = "groupId", SortOrder = 5, Visibility = ArgumentAttribute.VisibilityType.EntryPointsOnly)]
         public Optional<string> GroupIdColumn = Optional<string>.Implicit(DefaultColumnNames.GroupId);
     }

src/Microsoft.ML.FastTree/BoostingFastTree.cs

@@ -28,16 +28,10 @@ protected BoostingFastTreeTrainerBase(IHostEnvironment env,
             int numLeaves,
             int numTrees,
             int minDatapointsInLeaves,
-            double learningRate,
-            Action<TArgs> advancedSettings)
-            : base(env, label, featureColumn, weightColumn, groupIdColumn, numLeaves, numTrees, minDatapointsInLeaves, advancedSettings)
+            double learningRate)
+            : base(env, label, featureColumn, weightColumn, groupIdColumn, numLeaves, numTrees, minDatapointsInLeaves)
         {
-
-            if (Args.LearningRates != learningRate)
-            {
-                using (var ch = Host.Start($"Setting learning rate to: {learningRate} as supplied in the direct arguments."))
-                    Args.LearningRates = learningRate;
-            }
+            Args.LearningRates = learningRate;
         }
 
         protected override void CheckArgs(IChannel ch)

src/Microsoft.ML.FastTree/FastTree.cs

@@ -114,8 +114,7 @@ private protected FastTreeTrainerBase(IHostEnvironment env,
             string groupIdColumn,
             int numLeaves,
             int numTrees,
-            int minDatapointsInLeaves,
-            Action<TArgs> advancedSettings)
+            int minDatapointsInLeaves)
             : base(Contracts.CheckRef(env, nameof(env)).Register(RegisterName), TrainerUtils.MakeR4VecFeature(featureColumn), label, TrainerUtils.MakeR4ScalarWeightColumn(weightColumn), TrainerUtils.MakeU4ScalarColumn(groupIdColumn))
         {
             Args = new TArgs();
@@ -126,9 +125,6 @@ private protected FastTreeTrainerBase(IHostEnvironment env,
             Args.NumTrees = numTrees;
             Args.MinDocumentsInLeafs = minDatapointsInLeaves;
 
-            //apply the advanced args, if the user supplied any
-            advancedSettings?.Invoke(Args);
-
             Args.LabelColumn = label.Name;
             Args.FeatureColumn = featureColumn;
 
@@ -152,7 +148,7 @@ private protected FastTreeTrainerBase(IHostEnvironment env,
         }
 
         /// <summary>
-        /// Legacy constructor that is used when invoking the classes deriving from this, through maml.
+        /// Constructor that is used when invoking the classes deriving from this, through maml.
         /// </summary>
         private protected FastTreeTrainerBase(IHostEnvironment env, TArgs args, SchemaShape.Column label)
             : base(Contracts.CheckRef(env, nameof(env)).Register(RegisterName), TrainerUtils.MakeR4VecFeature(args.FeatureColumn), label, TrainerUtils.MakeR4ScalarWeightColumn(args.WeightColumn, args.WeightColumn.IsExplicit))