using Microsoft.ML.SearchSpace;
using OptionAttribute = Microsoft.ML.SearchSpace.NestOptionAttribute;
using ColorsOrder = Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorsOrder;
using ColorBits = Microsoft.ML.Transforms.Image.ImagePixelExtractingEstimator.ColorBits;
using ResizingKind = Microsoft.ML.Transforms.Image.ImageResizingEstimator.ResizingKind;
using Anchor = Microsoft.ML.Transforms.Image.ImageResizingEstimator.Anchor;
using BertArchitecture = Microsoft.ML.TorchSharp.NasBert.BertArchitecture;
using static Microsoft.ML.Vision.ImageClassificationTrainer.Architecture;
using DataKind = Microsoft.ML.Data.DataKind;
using CaseMode = Microsoft.ML.Transforms.Text.TextNormalizingEstimator.CaseMode;
 
#nullable enable
 
namespace Microsoft.ML.AutoML.CodeGen
{
    public class LgbmOption
    {
        [Range((int)4, (int)32768, init: (int)4, logBase: false)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public int NumberOfLeaves {get; set;} = 4;
 
        [Range((int)20, (int)1024, init: (int)20, logBase: true)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public int MinimumExampleCountPerLeaf {get; set;} = 20;
 
        [Range((double)2E-10, (double)1, init: (double)1, logBase: true)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public double LearningRate {get; set;} = 1;
 
        [Range((int)4, (int)32768, init: (int)4, logBase: false)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public int NumberOfTrees {get; set;} = 4;
 
        [Range((double)2E-10, (double)1, init: (double)1, logBase: true)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public double SubsampleFraction {get; set;} = 1;
 
        [Range((int)8, (int)1024, init: (int)256, logBase: true)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public int MaximumBinCountPerFeature {get; set;} = 256;
 
        [Range((double)2E-10, (double)1, init: (double)1, logBase: false)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public double FeatureFraction {get; set;} = 1;
 
        [Range((double)2E-10, (double)1, init: (double)2E-10, logBase: true)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public double L1Regularization {get; set;} = 2E-10;
 
        [Range((double)2E-10, (double)1, init: (double)1, logBase: true)]
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public double L2Regularization {get; set;} = 1;
 
        
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public string LabelColumnName {get; set;} = "Label";
 
        
        [System.Diagnostics.CodeAnalysis.SuppressMessage("Declaration", "MSML_NoInstanceInitializers:No initializers on instance fields or properties")]
        public string FeatureColumnName {get; set;} = "Feature";
 
        
        public string? ExampleWeightColumnName {get; set;}
 
 
    }
}