// ------------------------------------------------------------------------------
// <auto-generated>
//     This code was generated by a tool.
//     Runtime Version: 16.0.0.0
//  
//     Changes to this file may cause incorrect behavior and will be lost if
//     the code is regenerated.
// </auto-generated>
// ------------------------------------------------------------------------------
namespace Microsoft.ML.CodeGenerator.Templates.Console
{
    using System.Linq;
    using System.Text;
    using System.Text.RegularExpressions;
    using System.Collections.Generic;
    using Microsoft.ML.CodeGenerator.Utilities;
    using System;
    
    /// <summary>
    /// Class to produce the template output
    /// </summary>
    [global::System.CodeDom.Compiler.GeneratedCodeAttribute("Microsoft.VisualStudio.TextTemplating", "16.0.0.0")]
    internal partial class PredictProgram : PredictProgramBase
    {
        /// <summary>
        /// Create the template output
        /// </summary>
        public virtual string TransformText()
        {
if(Target == CSharp.GenerateTarget.Cli){ 
CLI_Annotation();
 } else if(Target == CSharp.GenerateTarget.ModelBuilder){ 
MB_Annotation();
 } 
            this.Write("\r\nusing System;\r\nusing ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Namespace));
            this.Write(".Model;\r\n\r\nnamespace ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Namespace));
            this.Write(".ConsoleApp\r\n{\r\n    class Program\r\n    {\r\n        static void Main(string[] args)" +
                    "\r\n        {\r\n            // Create single instance of sample data from first lin" +
                    "e of dataset for model input\r\n");
 if(SampleData != null) {
            this.Write("            ModelInput sampleData = new ModelInput()\r\n            {\r\n");
 foreach(var kv in SampleData){ 
            this.Write("                ");
            this.Write(this.ToStringHelper.ToStringWithCulture(kv.Key));
            this.Write("=");
            this.Write(this.ToStringHelper.ToStringWithCulture(kv.Value));
            this.Write(",\r\n");
}
            this.Write("            };\r\n");
}else{
            this.Write("            ModelInput sampleData = new ModelInput();\r\n");
}
            this.Write("\r\n\t\t\t// Make a single prediction on the sample data and print results\r\n\t\t\tvar pre" +
                    "dictionResult = ConsumeModel.Predict(sampleData);\r\n\r\n ");
if(!IsObjectDetection){ 
            this.Write("\t\t\tConsole.WriteLine(\"Using model to make single prediction -- Comparing actual ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Utils.Normalize(LabelName)));
            this.Write(" with predicted ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Utils.Normalize(LabelName)));
            this.Write(" from sample data...\\n\\n\");\r\n");
} 
 if(SampleData != null) {
foreach(var kv in SampleData){
            this.Write("\t\t\tConsole.WriteLine($\"");
            this.Write(this.ToStringHelper.ToStringWithCulture(kv.Key));
            this.Write(": {sampleData.");
            this.Write(this.ToStringHelper.ToStringWithCulture(kv.Key));
            this.Write("}\");\r\n");
}
}
if("BinaryClassification".Equals(TaskType) ){ 
            this.Write("\t\t\tConsole.WriteLine($\"\\n\\nPredicted ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Utils.Normalize(LabelName)));
            this.Write(": {predictionResult.Prediction}\\n\\n\");\r\n");
} else if("Regression".Equals(TaskType) || "Recommendation".Equals(TaskType)){
            this.Write("\t\t\tConsole.WriteLine($\"\\n\\nPredicted ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Utils.Normalize(LabelName)));
            this.Write(": {predictionResult.Score}\\n\\n\");\r\n");
} else if("MulticlassClassification".Equals(TaskType) && !IsObjectDetection){
            this.Write("\t\t\tConsole.WriteLine($\"\\n\\nPredicted ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Utils.Normalize(LabelName)));
            this.Write(" value {predictionResult.Prediction} \\nPredicted ");
            this.Write(this.ToStringHelper.ToStringWithCulture(Utils.Normalize(LabelName)));
            this.Write(" scores: [{String.Join(\",\", predictionResult.Score)}]\\n\\n\");\r\n");
} else if(IsObjectDetection){
            this.Write("\t\t\tConsole.WriteLine(\"\\n\\nPredicted Boxes:\\n\");\r\n            Console.WriteLine(pr" +
                    "edictionResult);\r\n");
} 
            this.Write("            Console.WriteLine(\"=============== End of process, hit any key to fin" +
                    "ish ===============\");\r\n            Console.ReadKey();\r\n        }\r\n    }\r\n}\r\n");
            return this.GenerationEnvironment.ToString();
        }
 
public string TaskType {get;set;}
public string Namespace {get;set;}
public string LabelName {get;set;}
public char Separator {get;set;}
public bool AllowQuoting {get;set;}
public bool AllowSparse {get;set;}
public bool HasHeader {get;set;}
public bool IsObjectDetection {get; set;}
public IList<string> Features {get;set;}
internal CSharp.GenerateTarget Target {get;set;}
public IDictionary<string, string> SampleData {get;set;}
 
 
void CLI_Annotation()
{
this.Write(@"//*****************************************************************************************
//*                                                                                       *
//* This is an auto-generated file by Microsoft ML.NET CLI (Command-Line Interface) tool. *
//*                                                                                       *
//*****************************************************************************************
");
 
 
}
 
 
void MB_Annotation()
{
this.Write("// This file was auto-generated by ML.NET Model Builder. \r\n");
 
 
}
 
    }
    #region Base class
    /// <summary>
    /// Base class for this transformation
    /// </summary>
    [global::System.CodeDom.Compiler.GeneratedCodeAttribute("Microsoft.VisualStudio.TextTemplating", "16.0.0.0")]
    internal class PredictProgramBase
    {
        #region Fields
        private global::System.Text.StringBuilder generationEnvironmentField;
        private global::System.CodeDom.Compiler.CompilerErrorCollection errorsField;
        private global::System.Collections.Generic.List<int> indentLengthsField;
        private string currentIndentField = "";
        private bool endsWithNewline;
        private global::System.Collections.Generic.IDictionary<string, object> sessionField;
        #endregion
        #region Properties
        /// <summary>
        /// The string builder that generation-time code is using to assemble generated output
        /// </summary>
        protected System.Text.StringBuilder GenerationEnvironment
        {
            get
            {
                if ((this.generationEnvironmentField == null))
                {
                    this.generationEnvironmentField = new global::System.Text.StringBuilder();
                }
                return this.generationEnvironmentField;
            }
            set
            {
                this.generationEnvironmentField = value;
            }
        }
        /// <summary>
        /// The error collection for the generation process
        /// </summary>
        public System.CodeDom.Compiler.CompilerErrorCollection Errors
        {
            get
            {
                if ((this.errorsField == null))
                {
                    this.errorsField = new global::System.CodeDom.Compiler.CompilerErrorCollection();
                }
                return this.errorsField;
            }
        }
        /// <summary>
        /// A list of the lengths of each indent that was added with PushIndent
        /// </summary>
        private System.Collections.Generic.List<int> indentLengths
        {
            get
            {
                if ((this.indentLengthsField == null))
                {
                    this.indentLengthsField = new global::System.Collections.Generic.List<int>();
                }
                return this.indentLengthsField;
            }
        }
        /// <summary>
        /// Gets the current indent we use when adding lines to the output
        /// </summary>
        public string CurrentIndent
        {
            get
            {
                return this.currentIndentField;
            }
        }
        /// <summary>
        /// Current transformation session
        /// </summary>
        public virtual global::System.Collections.Generic.IDictionary<string, object> Session
        {
            get
            {
                return this.sessionField;
            }
            set
            {
                this.sessionField = value;
            }
        }
        #endregion
        #region Transform-time helpers
        /// <summary>
        /// Write text directly into the generated output
        /// </summary>
        public void Write(string textToAppend)
        {
            if (string.IsNullOrEmpty(textToAppend))
            {
                return;
            }
            // If we're starting off, or if the previous text ended with a newline,
            // we have to append the current indent first.
            if (((this.GenerationEnvironment.Length == 0) 
                        || this.endsWithNewline))
            {
                this.GenerationEnvironment.Append(this.currentIndentField);
                this.endsWithNewline = false;
            }
            // Check if the current text ends with a newline
            if (textToAppend.EndsWith(global::System.Environment.NewLine, global::System.StringComparison.CurrentCulture))
            {
                this.endsWithNewline = true;
            }
            // This is an optimization. If the current indent is "", then we don't have to do any
            // of the more complex stuff further down.
            if ((this.currentIndentField.Length == 0))
            {
                this.GenerationEnvironment.Append(textToAppend);
                return;
            }
            // Everywhere there is a newline in the text, add an indent after it
            textToAppend = textToAppend.Replace(global::System.Environment.NewLine, (global::System.Environment.NewLine + this.currentIndentField));
            // If the text ends with a newline, then we should strip off the indent added at the very end
            // because the appropriate indent will be added when the next time Write() is called
            if (this.endsWithNewline)
            {
                this.GenerationEnvironment.Append(textToAppend, 0, (textToAppend.Length - this.currentIndentField.Length));
            }
            else
            {
                this.GenerationEnvironment.Append(textToAppend);
            }
        }
        /// <summary>
        /// Write text directly into the generated output
        /// </summary>
        public void WriteLine(string textToAppend)
        {
            this.Write(textToAppend);
            this.GenerationEnvironment.AppendLine();
            this.endsWithNewline = true;
        }
        /// <summary>
        /// Write formatted text directly into the generated output
        /// </summary>
        public void Write(string format, params object[] args)
        {
            this.Write(string.Format(global::System.Globalization.CultureInfo.CurrentCulture, format, args));
        }
        /// <summary>
        /// Write formatted text directly into the generated output
        /// </summary>
        public void WriteLine(string format, params object[] args)
        {
            this.WriteLine(string.Format(global::System.Globalization.CultureInfo.CurrentCulture, format, args));
        }
        /// <summary>
        /// Raise an error
        /// </summary>
        public void Error(string message)
        {
            System.CodeDom.Compiler.CompilerError error = new global::System.CodeDom.Compiler.CompilerError();
            error.ErrorText = message;
            this.Errors.Add(error);
        }
        /// <summary>
        /// Raise a warning
        /// </summary>
        public void Warning(string message)
        {
            System.CodeDom.Compiler.CompilerError error = new global::System.CodeDom.Compiler.CompilerError();
            error.ErrorText = message;
            error.IsWarning = true;
            this.Errors.Add(error);
        }
        /// <summary>
        /// Increase the indent
        /// </summary>
        public void PushIndent(string indent)
        {
            if ((indent == null))
            {
                throw new global::System.ArgumentNullException("indent");
            }
            this.currentIndentField = (this.currentIndentField + indent);
            this.indentLengths.Add(indent.Length);
        }
        /// <summary>
        /// Remove the last indent that was added with PushIndent
        /// </summary>
        public string PopIndent()
        {
            string returnValue = "";
            if ((this.indentLengths.Count > 0))
            {
                int indentLength = this.indentLengths[(this.indentLengths.Count - 1)];
                this.indentLengths.RemoveAt((this.indentLengths.Count - 1));
                if ((indentLength > 0))
                {
                    returnValue = this.currentIndentField.Substring((this.currentIndentField.Length - indentLength));
                    this.currentIndentField = this.currentIndentField.Remove((this.currentIndentField.Length - indentLength));
                }
            }
            return returnValue;
        }
        /// <summary>
        /// Remove any indentation
        /// </summary>
        public void ClearIndent()
        {
            this.indentLengths.Clear();
            this.currentIndentField = "";
        }
        #endregion
        #region ToString Helpers
        /// <summary>
        /// Utility class to produce culture-oriented representation of an object as a string.
        /// </summary>
        public class ToStringInstanceHelper
        {
            private System.IFormatProvider formatProviderField  = global::System.Globalization.CultureInfo.InvariantCulture;
            /// <summary>
            /// Gets or sets format provider to be used by ToStringWithCulture method.
            /// </summary>
            public System.IFormatProvider FormatProvider
            {
                get
                {
                    return this.formatProviderField ;
                }
                set
                {
                    if ((value != null))
                    {
                        this.formatProviderField  = value;
                    }
                }
            }
            /// <summary>
            /// This is called from the compile/run appdomain to convert objects within an expression block to a string
            /// </summary>
            public string ToStringWithCulture(object objectToConvert)
            {
                if ((objectToConvert == null))
                {
                    throw new global::System.ArgumentNullException("objectToConvert");
                }
                System.Type t = objectToConvert.GetType();
                System.Reflection.MethodInfo method = t.GetMethod("ToString", new System.Type[] {
                            typeof(System.IFormatProvider)});
                if ((method == null))
                {
                    return objectToConvert.ToString();
                }
                else
                {
                    return ((string)(method.Invoke(objectToConvert, new object[] {
                                this.formatProviderField })));
                }
            }
        }
        private ToStringInstanceHelper toStringHelperField = new ToStringInstanceHelper();
        /// <summary>
        /// Helper to produce culture-oriented representation of an object as a string
        /// </summary>
        public ToStringInstanceHelper ToStringHelper
        {
            get
            {
                return this.toStringHelperField;
            }
        }
        #endregion
    }
    #endregion
}