SimpleAzureML 1.0.3

.NET Standard 2.0 This package targets .NET Standard 2.0. The package is compatible with this framework or higher. .NET Framework 4.5.1 This package targets .NET Framework 4.5.1. The package is compatible with this framework or higher. 
dotnet add package SimpleAzureML --version 1.0.3                

                    
                

            
NuGet\Install-Package SimpleAzureML -Version 1.0.3
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. 
<PackageReference Include="SimpleAzureML" Version="1.0.3" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
paket add SimpleAzureML --version 1.0.3                

                    
                

            
#r "nuget: SimpleAzureML, 1.0.3"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. 
// Install SimpleAzureML as a Cake Addin
#addin nuget:?package=SimpleAzureML&version=1.0.3

// Install SimpleAzureML as a Cake Tool
#tool nuget:?package=SimpleAzureML&version=1.0.3

SimpleAzureML

.NET SDK for Azure Machine Learning Web Services (AMLWS)

NuGet version (SimpleAzureML)

Simple Azure Machine Learning SDK provides easy way how to use AMLWS. Via this SDK you can do Response-Request Service requests by few lines.

How to install package

PM> Install-Package SimpleAzureML

Works for .NET applications

  • .NET Standard 2.0
  • .NET Framework 4.6.1
  • .NET Framework 4.6
  • .NET Framework 4.5.2
  • .NET Framework 4.5.1

Prerequisites

  • Newtonsoft.Json

Usage

Initialize SimpleAzure.Client

Create instance of SimpleAzure.Client, with arguments:

  • AMLWS's URL (looks like https://ussouthcentral.services.azureml.net/workspaces/xxxxxx/services/yyyyyyyy/execute?api-version=2.0&format=swagger)
  • AMLWS's API key

sample code:

var simpleAzureMlClient = new SimpleAzureML.Client(
                "!----AMLWS-URL----!",
                "!----AMLWS-API-KEY----!"
                );

Request-Response Service request

Request model

RRS use RRSScoreGenericRequestModel for requests. This model contains only key-value<string,object> pair inputs for web service.

sample code:

var myRequest = new RRSScoreGenericRequestModel()
                    {
                        {"myColumnString", "my string"},
                        {"myColumnInt", 2}
                    };
Do RRS requests

Single request

Use DoRRSRequest method of SimpleAzureML.Client with request as parameter.

sample code:


var myRequest = new RRSScoreGenericRequestModel()
                    {
                        {"hour", 10},
                        {"minute", 22},
                        {"freeParkingSpacesCount", 0}
                    };
var response = await simpleAzureMlClient.DoRRSRequest(myRequest);

Multiple requests

You can combine more request in one call. Use DoRRSRequest method of SimpleAzureML.Client with List of requests as parameter.

sample code:


var myRequests = new List<RRSScoreGenericRequestModel>();

var myRequest = new RRSScoreGenericRequestModel()
                    {
                        {"hour", 10},
                        {"minute", 22},
                        {"freeParkingSpacesCount", 0}
                    };

myRequests.Add(myRequest);

var myRequest2 = new RRSScoreGenericRequestModel()
                    {
                        {"hour", 10},
                        {"minute", 23},
                        {"freeParkingSpacesCount", 0}
                    };                  
                    
myRequests.Add(myRequest2);


var response = await simpleAzureMlClient.DoRRSRequest(myRequests);
Response model

RRSScoreGenericResponseModel is used for response from RRS. Results from RRS endpoint are inside response.Results.Output1.

sample code:

 foreach (var myResponse in response.Results.Output1.Select((values, i) => new { i, values }))
            {

                Console.WriteLine("=== Result #" + myResponse.i);
                foreach(var myData in myResponse.values)
                {
                    Console.WriteLine("   "+ myData.Key +": " + myData.Value);
                }
            }

sample output:

=== Result #0
   freeParkingSpacesCount: 133
=== Result #1
   freeParkingSpacesCount: 118
=== Result #2
   freeParkingSpacesCount: 22

Batch Execution request

(Batch Execution requests support coming soon..)

Product Compatible and additional computed target framework versions.
.NET net5.0 was computed.  net5.0-windows was computed.  net6.0 was computed.  net6.0-android was computed.  net6.0-ios was computed.  net6.0-maccatalyst was computed.  net6.0-macos was computed.  net6.0-tvos was computed.  net6.0-windows was computed.  net7.0 was computed.  net7.0-android was computed.  net7.0-ios was computed.  net7.0-maccatalyst was computed.  net7.0-macos was computed.  net7.0-tvos was computed.  net7.0-windows was computed.  net8.0 was computed.  net8.0-android was computed.  net8.0-browser was computed.  net8.0-ios was computed.  net8.0-maccatalyst was computed.  net8.0-macos was computed.  net8.0-tvos was computed.  net8.0-windows was computed. 
.NET Core netcoreapp2.0 was computed.  netcoreapp2.1 was computed.  netcoreapp2.2 was computed.  netcoreapp3.0 was computed.  netcoreapp3.1 was computed. 
.NET Standard netstandard2.0 is compatible.  netstandard2.1 was computed. 
.NET Framework net451 is compatible.  net452 is compatible.  net46 is compatible.  net461 is compatible.  net462 was computed.  net463 was computed.  net47 was computed.  net471 was computed.  net472 was computed.  net48 was computed.  net481 was computed. 
MonoAndroid monoandroid was computed. 
MonoMac monomac was computed. 
MonoTouch monotouch was computed. 
Tizen tizen40 was computed.  tizen60 was computed. 
Xamarin.iOS xamarinios was computed. 
Xamarin.Mac xamarinmac was computed. 
Xamarin.TVOS xamarintvos was computed. 
Xamarin.WatchOS xamarinwatchos was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
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NuGet packages

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Version Downloads Last updated
1.0.3 1,025 4/24/2018
1.0.2 923 4/24/2018
1.0.1 996 4/24/2018
1.0.0 970 4/23/2018

added support for .NET Framework 4.5.1, added docs