SearchSpace Classe

Definição

[System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.SearchSpaceConverter))]
public class SearchSpace : Microsoft.ML.SearchSpace.Option.OptionBase, System.Collections.Generic.ICollection<System.Collections.Generic.KeyValuePair<string,Microsoft.ML.SearchSpace.Option.OptionBase>>, System.Collections.Generic.IDictionary<string,Microsoft.ML.SearchSpace.Option.OptionBase>, System.Collections.Generic.IEnumerable<System.Collections.Generic.KeyValuePair<string,Microsoft.ML.SearchSpace.Option.OptionBase>>

public class SearchSpace : Microsoft.ML.SearchSpace.Option.OptionBase, System.Collections.Generic.ICollection<System.Collections.Generic.KeyValuePair<string,Microsoft.ML.SearchSpace.Option.OptionBase>>, System.Collections.Generic.IDictionary<string,Microsoft.ML.SearchSpace.Option.OptionBase>, System.Collections.Generic.IEnumerable<System.Collections.Generic.KeyValuePair<string,Microsoft.ML.SearchSpace.Option.OptionBase>>

[<System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.SearchSpaceConverter))>]
type SearchSpace = class
    inherit OptionBase
    interface IDictionary<string, OptionBase>
    interface ICollection<KeyValuePair<string, OptionBase>>
    interface seq<KeyValuePair<string, OptionBase>>
    interface IEnumerable

type SearchSpace = class
    inherit OptionBase
    interface IDictionary<string, OptionBase>
    interface ICollection<KeyValuePair<string, OptionBase>>
    interface seq<KeyValuePair<string, OptionBase>>
    interface IEnumerable

Public Class SearchSpace
Inherits OptionBase
Implements ICollection(Of KeyValuePair(Of String, OptionBase)), IDictionary(Of String, OptionBase), IEnumerable(Of KeyValuePair(Of String, OptionBase))

Herança

Object

OptionBase

SearchSpace

Derivado

Microsoft.ML.SearchSpace.SearchSpace<T>

Atributos

JsonConverterAttribute

Implementações

ICollection<KeyValuePair<String,OptionBase>> ICollection<KeyValuePair<TKey,TValue>> IDictionary<String,OptionBase> IEnumerable<KeyValuePair<String,OptionBase>> IEnumerable<KeyValuePair<TKey,TValue>> IEnumerable<T> IEnumerable

Exemplos

using System;
using System.Collections.Generic;
using System.ComponentModel;
using System.Diagnostics;
using System.Text;
using System.Text.Json;
using Microsoft.ML.SearchSpace;
using Microsoft.ML.SearchSpace.Option;

namespace Microsoft.ML.AutoML.Samples
{
    public static class SearchSpaceExample
    {
        public static void Run()
        {
            // The following code shows how to create a SearchSpace for MyParameter.
            var myParameterSearchSpace = new SearchSpace<MyParameter>();

            // Equivalently, you can also create myParameterSearchSpace from scratch.
            var myParameterSearchSpace2 = new SearchSpace.SearchSpace();

            // numeric options
            myParameterSearchSpace2["IntOption"] = new UniformIntOption(min: -10, max: 10, logBase: false, defaultValue: 0);
            myParameterSearchSpace2["SingleOption"] = new UniformSingleOption(min: 1, max: 10, logBase: true, defaultValue: 1);
            myParameterSearchSpace2["DoubleOption"] = new UniformDoubleOption(min: -10, max: 10, logBase: false, defaultValue: 0);

            // choice options
            myParameterSearchSpace2["BoolOption"] = new ChoiceOption(true, false);
            myParameterSearchSpace2["StrOption"] = new ChoiceOption("a", "b", "c");

            // nest options
            var nestedSearchSpace = new SearchSpace.SearchSpace();
            nestedSearchSpace["IntOption"] = new UniformIntOption(min: -10, max: 10, logBase: false, defaultValue: 0);
            myParameterSearchSpace2["Nest"] = nestedSearchSpace;

            // the two search space should be equal
            Debug.Assert(myParameterSearchSpace.GetHashCode() == myParameterSearchSpace2.GetHashCode());
        }

        public class MyParameter
        {
            [Range((int)-10, 10, 0, false)]
            public int IntOption { get; set; }

            [Range(1f, 10f, 1f, true)]
            public float SingleOption { get; set; }

            [Range(-10, 10, false)]
            public double DoubleOption { get; set; }

            [BooleanChoice]
            public bool BoolOption { get; set; }

            [Choice("a", "b", "c")]
            public string StrOption { get; set; }

            [NestOption]
            public NestParameter Nest { get; set; }
        }

        public class NestParameter
        {
            [Range((int)-10, 10, 0, false)]
            public int IntOption { get; set; }
        }
    }
}