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.NET DLL untuk manajemen studio pembelajaran mesin Azure

Ringkasan

Keterangan

Repositori ini berisi Proyek Konsep Bukti untuk Manajemen Studio Pembelajaran Mesin Azure .

Solusinya meliputi .NET Standard 2.0 Class Libraries ( DLL ), yang dapat dimasukkan dalam banyak aplikasi .NET dan digunakan untuk skala dan mengotomatiskan ruang kerja dan percobaan studio Azure ML.

Saat ini, proyek ini dalam fase pra -rilis - waspadai kemungkinan kesalahan dan pengecualian sebelum menggunakannya!

Tinjauan dasar solusi

Gagasan membuat alat untuk mengelola Azure Machine Learning Studio lahir selama pertemuan dengan mitra kami Soneta/Enova365 .

Mitra kami sedang mencari solusi yang dapat membantu mengotomatisasi dan skala eksperimen di Azure ML Studio Portal. Setelah analisis awal dari alat yang tersedia, saya menemukan satu -satunya yang saya gunakan nanti sebagai basis untuk solusi saat ini ( Sumber: Modul PowerShell untuk Azure Machine Learning Studio & Web Services ) - Solusi ini dikembangkan untuk pengguna PowerShell, dan Implementasi Kode C# (SDK) membantu saya sebagai basis untuk membuat proyek ini.

Daftar isi

  • Proyek
  • Ringkasan
    • Keterangan
    • Tinjauan dasar solusi
  • Daftar isi
  • Prasyarat
    • Azure Machine Learning Studio
      • Ruang kerja gratis
      • Langganan Azure
    • Perangkat lunak
    • Alat & Perpustakaan
  • Penggunaan
  • Pengujian
  • Pembelajaran
  • Kredit
  • Bahan yang membantu

Prasyarat

Azure Machine Learning Studio

Solusi ini dibuat untuk penggunaan sumber daya studio pembelajaran mesin Azure - ruang kerja, percobaan, basis data, modul, dll. Kami membutuhkan akun yang tepat untuk dapat bekerja dengan menggunakan pustaka ini.

Kami dapat membuat berbagai jenis ruang kerja, karena perpustakaan kami harus berurusan dengan segala jenis akun.

Ruang kerja gratis

Kunjungi situs web utama Azure Machine Learning Studio dan cukup buat akun baru - https://studio.azureml.net/

Anda harus memperhatikan ini:

Azurestudiofree

Langganan Azure

Atau, buat akun Azure dengan langganan.

  • Akun gratis Azure
  • Azure untuk siswa
  • Azure Pass

Dan membuat ruang kerja dengan portal:

AzureportalResourcesAzureportalResourcescreateAzureportalResourcespriceAzureportalResourcespricing

Perangkat lunak

Azureml.studio.dll dan azureml.studio.core.dll adalah pustaka kelas yang ditulis dalam .NET Standard 2.0.

"Standar .NET adalah spesifikasi formal .NET API yang dimaksudkan untuk tersedia pada semua implementasi .NET. Motivasi di balik standar .NET adalah membangun keseragaman yang lebih besar dalam. NET Ekosistem. Ecma 335 terus membangun keseragaman. Liblir.

Anda dapat menggunakan DLL ini di Particluar, namun sebelum menggunakan tabel berikut dari semua versi .NET Standard dan platform yang didukung ( Sumber: .NET Standard ):

.NET Standard 1.0 1.1 1.2 1.3 1.4 1.5 1.6 2.0
.NET Core 1.0 1.0 1.0 1.0 1.0 1.0 1.0 2.0
.NET Framework 4.5 4.5 4.5.1 4.6 4.6.1 4.6.1 4.6.1 4.6.1
Mono 4.6 4.6 4.6 4.6 4.6 4.6 4.6 5.4
Xamarin.ios 10.0 10.0 10.0 10.0 10.0 10.0 10.0 10.14
Xamarin.mac 3.0 3.0 3.0 3.0 3.0 3.0 3.0 3.8
Xamarin.android 7.0 7.0 7.0 7.0 7.0 7.0 7.0 8.0
Platform Windows universal 10.0 10.0 10.0 10.0 10.0 10.0.16299 10.0.16299 10.0.16299

Alat & Perpustakaan

Anda mungkin memerlukan alat-alat seperti editor kode, IDE atau notepad, dan perpustakaan yang melaluinya Anda dapat membuat aplikasi .net. Dalam hal ini, saya menggunakan Visual Studio dengan kerangka kerja yang tepat untuk menjalankan aplikasi konsol sebagai contoh.

  • Ide Studio Visual

Penggunaan

Nuget

  • Azureml.studio - https://www.nuget.org/packages/azureml.studio/
  • Azureml.studio.core - https://www.nuget.org/packages/azureml.studio.core/

Melepaskan

  • Github-https://github.com/borysrybak/azure-machine-learning-studio/releases

Persyaratan

( dari sumber: https://github.com/hning86/azuremlps#configuration ):

  • ID Ruang Kerja

    • Nilai ini dapat ditemukan di pengaturan ruang kerja di studio ML.

  • Token otorisasi ruang kerja

    • Nilai ini dapat ditemukan di pengaturan ruang kerja di studio ML. Catatan Anda harus menjadi pemilik ruang kerja untuk memiliki akses ke token ini.

  • Lokasi

    • Nilai ini dapat ditemukan di drop-down ruang kerja. Ini adalah wilayah Azure yang disediakan ruang kerja.
      • South Central AS (gunakan nilai ini untuk semua ruang kerja gratis)
      • Asia Tenggara
      • Jepang Timur
      • Eropa Barat
      • AS Barat AS
      • ...

Konfigurasi

  • Tambahkan referensi atau instal sebagai paket Nuget ke proyek Anda.

  • Buat instance dari kelas studio dan gunakan. 
 using AzureML . Studio . Core . Models ;

namespace AzureML . Studio . ConsoleApplicationExample
{
    class Program
    {
        static void Main ( string [ ] args )
        {
            var studioClient = new StudioClient ( ) ;
            
            var workspaceSettings = WorkspaceSettings ( ) ;
            workspaceSettings . WorkspaceId = "XYZ" ;
            workspaceSettings . AuthorizationToken = "######" ;
            workspaceSettings . Location = "" ;

            var workspace = studioClient . GetWorkspace ( workspaceSettings ) ;
        .. .
    .. .
}

Operasi

  • Dapatkan Metadata Ruang Kerja ( GetWorkspace )
  • Dapatkan metadata ruang kerja yang dipilih ( getWorkspaces )
  • Dapatkan pengguna ruang kerja ( getWorkspaceUsers )
  • Dapatkan pengguna dari ruang kerja yang dipilih ( GetWorkspacesUsers )
  • Tambahkan pengguna baru ke Workspace ( AddUserToworkspace )
  • Tambahkan pengguna baru ke ruang kerja yang dipilih ( AddUserToworkSpaces )
  • Tambahkan Pengguna Baru ke Workspace ( AddUserStoworkSpace )
  • Tambahkan Pengguna Baru ke Ruang Kerja Terpilih ( AddUserStoworkSpaces )
  • Dapatkan kumpulan data dari ruang kerja ( getDatasetsFromWorkspace )
  • Dapatkan kumpulan data untuk ruang kerja yang dipilih ( getDataSetsFromWorkspaces )
  • Hapus dataset dari ruang kerja ( DeletedataSetFromWorkspace )
  • Hapus set data dari ruang kerja ( DeletedataSetsFromWorkspace )
  • Hapus semua set data dari ruang kerja ( deletealldatasetsFromWorkspace )
  • Hapus semua kumpulan data dari ruang kerja yang dipilih ( deletealldatasetsFromWorkspaces )
  • Unduh Dataset dari Workspace ( DownloadDataSetFromWorkspace )
  • Unduh Dataset yang Dipilih dari Workspace ( DownloadDataSetsFromWorkspace )
  • Unduh Semua Dataset dari Workspace ( DownloadAllDataSetsFromWorkspace )
  • Unduh semua set data dari ruang kerja yang dipilih ( DownloadAllDataSetsFromWorkspaces )
  • Unggah File Sumber Daya ke Workspace ( UploadResourCetoworkspace )
  • Unggah File Sumber Daya ke Ruang Works ( UnggoadResourCestoworkspace )
  • Unggah File Sumber Daya ke Workspaces ( UploadResourCetoworkspaces )
  • Unggah File Sumber Daya ke Workspaces ( UploadResourCestOworkSpaces )
  • Dapatkan Eksperimen dengan ID ( GetExperiment )
  • Dapatkan Eksperimen oleh ID ( GetExperiments )
  • Dapatkan semua percobaan dari ruang kerja ( getallexperiments )
  • Jalankan percobaan ( runexperiment )
  • Jalankan Eksperimen ( RunExperiments )
  • Jalankan semua percobaan ( runallexperiments )
  • Simpan percobaan ( SaveExperiment )
  • Simpan eksperimen ( SaveExperiments )
  • Simpan semua eksperimen ( saveallexperiments )
  • Simpan percobaan sebagai ( saveExperimentas )
  • Hapus percobaan ( deleteexperiment )
  • Hapus Eksperimen ( Deleteexperiments )
  • Hapus Semua Eksperimen ( Deleteallexperiments )
  • Ekspor percobaan sebagai JSON ( ExportExperiment )
  • Eksperimen Khusus Ekspor sebagai JSON ( Eksporer Ekspor )
  • Ekspor Semua Eksperimen sebagai JSON ( EksporLlexperiments )
  • Impor Eksperimen sebagai JSON ( ImportExperiment )
  • Salin percobaan dari ruang kerja ke ruang kerja lain ( CopyExperiment )
  • Salin percobaan spesifik dari ruang kerja ke ruang kerja lain ( copyExperiments )
  • Salin semua percobaan dari ruang kerja ke ruang kerja lain ( copyallexperiments )
  • Dapatkan model terlatih ( GetTrainmodel )
  • Dapatkan model terlatih ( getTinedmodels )
  • Dapatkan Transformasi ( GetTransform )
  • Get Transforms ( GetTransforms )
  • Ubah parameter node dengan mengubah nilainya ( ModifyNodeparameter )
  • Modifikasi koneksi tepi antara dua modul ( ModifyNodeedge )
  • Tambahkan modul baru ke percobaan ( AddModule )

GetWorkspace 

 var workspace = studioClient . GetWorkspace ( workspaceSettings ) ; 
 var workspace = studioClient . GetWorkspace ( "XYZ" , "######" , "" ) ;

GetWorkspaces 

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaces = studioClient . GetWorkspaces ( workspacesSettings ) ;

GetWorkspaceusers 

 var users = studioClient . GetWorkspaceUsers ( workspaceSettings ) ; 
 var users = studioClient . GetWorkspaceUsers ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var users = studioClient . GetWorkspaceUsers ( workspace ) ;

GetWorksPacesUsers 

 IEnumerable < WorkspaceSettings > workspacesSettings ;
var workspaceUsersdictionary = studioClient . GetWorkspacesUsers ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;
var workspaceUsersdictionary = studioClient . GetWorkspacesUsers ( workspaces ) ;

AddUserToworkSpace 

 var workspaceUser = new WorkspaceUser (
            new WorkspaceUserInternal ( ) {
                User = new UserDetailInternal ( ) {
                    Email = "email" , Role = "role" } } ) ) ;

studioClient . AddUserToWorkspace ( workspaceSettings , workspaceUser ) ; 
 studioClient . AddUserToWorkspace ( workspaceSettings , "email" , "role" ) ; 
 studioClient . AddUserToWorkspace ( "XYZ" , "######" , "" , workspaceUser ) ; 
 studioClient . AddUserToWorkspace ( "XYZ" , "######" , "" , "email" , "role" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . AddUserToWorkspace ( workspace , workspaceUser ) ; 
 studioClient . AddUserToWorkspace ( workspace , "email" , "role" ) ;

AddUserToworkSpaces 

 IEnumerable < WorkspaceSettings > workspacesSettings ;
var workspaceUser = new WorkspaceUser (
            new WorkspaceUserInternal ( ) {
                User = new UserDetailInternal ( ) {
                    Email = "email" , Role = "role" } } ) ) ;

studioClient . AddUserToWorkspaces ( workspacesSettings , workspaceUser ) ; 
 studioClient . AddUserToWorkspaces ( workspacesSettings , "email" , "role" ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . AddUserToWorkspaces ( workspaces , workspaceUser ) ; 
 studioClient . AddUserToWorkspaces ( workspaces , "email" , "role" ) ;

AddUserstoworkspace 

 IEnumerable < WorkspaceUser > workspaceUsers ;

studioClient . AddUsersToWorkspace ( workspaceSettings , workspaceUsers ) ; 
 studioClient . AddUsersToWorkspace ( "XYZ" , "######" , "" , workspaceUsers ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . AddUsersToWorkspace ( workspace , workspaceUsers ) ;

AddUserStoworkspaces 

 IEnumerable < WorkspaceSettings > workspacesSettings ;
IEnumerable < WorkspaceUser > workspaceUsers ;

studioClient . AddUsersToWorkspaces ( workspacesSettings , workspaceUsers ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . AddUsersToWorkspaces ( workspaces , workspaceUsers ) ;

GetDatasetsFromWorkspace 

 var datasets = studioClient . GetDatasetsFromWorkspace ( workspaceSettings ) ; 
 var datasets = studioClient . GetDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var datasets = studioClient . GetDatasetsFromWorkspace ( workspace ) ;

GetDatasetsFromWorkspaces 

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceDatasetsDictionary = studioClient . GetDatasetsFromWorkspaces ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

var workspaceDatasetsDictionary = studioClient . GetDatasetsFromWorkspaces ( workspaces ) ;

DeletedataSetFromWorkspace 

 studioClient . DeleteDatasetFromWorkspace ( workspaceSettings , "datasetFamilyId" ) ; 
 var dataset = new Dataset ( ) ;
dataset . FamilyId = "datasetFamilyId" ;

studioClient . DeleteDatasetFromWorkspace ( workspaceSettings , dataset ) ; 
 studioClient . DeleteDatasetFromWorkspace ( "XYZ" , "######" , "" , dataset ) ; 
 studioClient . DeleteDatasetFromWorkspace ( "XYZ" , "######" , "" , "datasetFamilyId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteDatasetFromWorkspace ( workspace , "datasetFamilyId" ) 
 studioClient . DeleteDatasetFromWorkspace ( workspace , dataset ) ;

DeletedataSetsFromWorkspace 

 IEnumerable < Dataset > datasets ;

studioClient . DeleteDatasetsFromWorkspace ( workspaceSettings , datasets ) ; 
 studioClient . DeleteDatasetsFromWorkspace ( "XYZ" , "######" , "" , datasets ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteDatasetsFromWorkspace ( workspace , datasets ) ;

DeletealldatasetsFromWorkspace 

 studioClient . DeleteAllDatasetsFromWorkspace ( workspaceSettings ) ; 
 studioClient . DeleteAllDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteAllDatasetsFromWorkspace ( workspace ) ;

DeletealldatasetsFromWorkspaces 

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . DeleteAllDatasetsFromWorkspaces ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . DeleteAllDatasetsFromWorkspaces ( workspaces ) ;

DownloadDataSetFromWorkspace 

 studioClient . DownloadDatasetFromWorkspace ( workspaceSettings , "datasetId" , "fileName" ) ; 
 studioClient . DownloadDatasetFromWorkspace ( "XYZ" , "######" , "" , "datasetId" , "fileName" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DownloadDatasetFromWorkspace ( workspace , "datasetId" , "fileName" ) ; 
 var dataset = new Dataset ( ) ;
dataset . Id = "datasetId" ;

studioClient . DownloadDatasetFromWorkspace ( workspaceSettings , dataset , "fileName" ) ; 
 studioClient . DownloadDatasetFromWorkspace ( "XYZ" , "######" , "" , dataset , "fileName" ) ; 
 studioClient . DownloadDatasetFromWorkspace ( workspace , dataset , "fileName" ) ;

DownloadDataSetSFromWorkspace 

 IEnumerable < Dataset > datasets ;

studioClient . DownloadDatasetsFromWorkspace ( workspaceSettings , datasets ) ; 
 studioClient . DownloadDatasetsFromWorkspace ( "XYZ" , "######" , "" , datasets ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DownloadDatasetsFromWorkspace ( workspace , datasets ) ;

DownloadAllDataSetSFromWorkspace 

 studioClient . DownloadAllDatasetsFromWorkspace ( workspaceSettings ) ; 
 studioClient . DownloadAllDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DownloadAllDatasetsFromWorkspace ( workspace ) ;

DownloadAllDataSetSFromWorkspaces 

 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . DownloadAllDatasetsFromWorkspaces ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . DownloadAllDatasetsFromWorkspaces ( workspaces ) ;

UploadResourCetoworkSpace

Enum: ResourceFileFormat.CS 

 ResourceFileFormat resourceFileFormat ;

async studioClient . UploadResourceToWorkspace ( workspaceSettings , resourceFileFormat , " filePath " ) ; 
 async studioClient . UploadResourceToWorkspace ( "XYZ" , "######" , "" , resourceFileFormat , "filePath" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

async studioClient . UploadResourceToWorkspace ( workspace , resourceFileFormat , " filePath " ) ;

UploadResourCestoworkspace

Enum: ResourceFileFormat.CS 

 IDictionary < string , ResourceFileFormat > filePathResourceFileFormatDict ;

studioClient . UploadResourcesToWorkspace ( workspaceSettings , filePathResourceFileFormatDict ) ; 
 studioClient . UploadResourcesToWorkspace ( "XYZ" , "######" , "" , filePathResourceFileFormatDict ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . UploadResourcesToWorkspace ( workspace , filePathResourceFileFormatDict ) ;

UploadResourCetoworkspaces

Enum: ResourceFileFormat.CS 

 IEnumerable < WorkspaceSettings > workspacesSettings ;
ResourceFileFormat resourceFileFormat ;

studioClient . UploadResourceToWorkspaces ( workspacesSettings , resourceFileFormat , "filePath" ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . UploadResourceToWorkspaces ( workspaces , resourceFileFormat , "filePath" ) ;

UploadResourCestOworkSpaces

Enum: ResourceFileFormat.CS 

 IEnumerable < WorkspaceSettings > workspacesSettings ;
IDictionary < string , ResourceFileFormat > filePathResourceFileFormatDict ;

studioClient . UploadResourcesToWorkspaces ( workspacesSettings , filePathResourceFileFormatDict ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . UploadResourcesToWorkspaces ( workspaces , filePathResourceFileFormatDict ) ;

GetExperiment 

 var experiment = studioClient . GetExperiment ( workspaceSettings , "experimentId" ) ; 
 var experiment = studioClient . GetExperiment ( "XYZ" , "######" , "" , "experimentId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var experiment = studioClient . GetExperiment ( workspace , "experimentId" ) ;

GetExperiments 

 IEnumerable < string > experimentsIds ;

var experiments = studioClient . GetExperiments ( workspaceSettings , experimentsIds ) ; 
 var experiments = studioClient . GetExperiments ( "XYZ" , "######" , "" , experimentsIds ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var experiments = studioClient . GetExperiments ( workspace , experimentsIds ) ;

Getallexperiments 

 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceExperimentsDict = studioClient . GetAllExperiments ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

var workspaceExperimentsDict = studioClient . GetAllExperiments ( workspaces ) ; 
 var experiments = studioClient . GetAllExperiments ( workspaceSettings ) ; 
 var experiments = studioClient . GetAllExperiments ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var experiments = studioClient . GetAllExperiments ( workspace ) ;

Runexperiment 

 studioClient . RunExperiment ( workspaceSettings , "experimentId" ) ; 
 studioClient . RunExperiment ( "XYZ" , "######" , "" , "experimentId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . RunExperiment ( workspace , "experimentId" ) ; 
 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . RunExperiment ( workspaceSettings , experiment ) ; 
 studioClient . RunExperiment ( "XYZ" , "######" , "" , experiment ) ; 
 studioClient . RunExperiment ( workspace , experiment ) ;

Runexperiments 

 IEnumerable < string > experimentsIds ;

studioClient . RunExperiments ( workspaceSettings , experimentsIds ) ; 
 studioClient . RunExperiments ( "XYZ" , "######" , "" , experimentsIds ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . RunExperiments ( workspace , experimentsIds ) ; 
 IEnumerable < Experiment > experiments ;

studioClient . RunExperiments ( workspaceSettings , experiments ) ; 
 studioClient . RunExperiments ( "XYZ" , "######" , "" , experiments ) ; 
 studioClient . RunExperiments ( workspace , experiments ) ;

Runallexperiments 

 studioClient . RunAllExperiments ( workspaceSettings ) ; 
 studioClient . RunAllExperiments ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . RunAllExperiments ( workspace ) ; 
 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . RunAllExperiments ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . RunAllExperiments ( workspaces ) ;

SaveExperiment 

 studioClient . SaveExperiment ( workspaceSettings , "experimentId" ) ; 
 studioClient . SaveExperiment ( "XYZ" , "######" , "" , "experimentId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveExperiment ( workspace , "experimentId" ) ; 
 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . SaveExperiment ( workspaceSettings , experiment ) ; 
 studioClient . SaveExperiment ( "XYZ" , "######" , "" , experiment ) ; 
 studioClient . SaveExperiment ( workspace , experiment ) ;

SaveExperiments 

 IEnumerable < string > experimentsIds ;

studioClient . SaveExperiments ( workspaceSettings , experimentsIds ) ; 
 studioClient . SaveExperiments ( "XYZ" , "######" , "" , experimentsIds ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveExperiments ( workspace , experimentsIds ) ; 
 IEnumerable < Experiment > experiments ;

studioClient . SaveExperiments ( workspaceSettings , experiments ) ; 
 studioClient . SaveExperiments ( "XYZ" , "######" , "" , experiments ) ; 
 studioClient . SaveExperiments ( workspace , experiments ) ;

Saveallexperiments 

 studioClient . SaveAllExperiments ( workspaceSettings ) ; 
 studioClient . SaveAllExperiments ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveAllExperiments ( workspace ) ; 
 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . SaveAllExperiments ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . SaveAllExperiments ( workspaces ) ;

SaveExperimentas 

 studioClient . SaveExperimentAs ( workspaceSettings , "experimentId" , "newName" ) ; 
 studioClient . SaveExperimentAs ( "XYZ" , "######" , "" , "experimentId" , "newName" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . SaveExperimentAs ( workspace , "experimentId" , "newName" ) ; 
 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . SaveExperimentAs ( workspaceSettings , experiment , "newName" ) ; 
 studioClient . SaveExperimentAs ( "XYZ" , "######" , "" , experiment , "newName" ) ; 
 studioClient . SaveExperimentAs ( workspace , experiment , "newName" ) ;

Deleteexperiment 

 studioClient . DeleteExperiment ( workspaceSettings , "experimentId" ) ; 
 studioClient . DeleteExperiment ( "XYZ" , "######" , "" , "experimentId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteExperiment ( workspace , "experimentId" ) ; 
 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . DeleteExperiment ( workspaceSettings , experiment ) ; 
 studioClient . DeleteExperiment ( "XYZ" , "######" , "" , experiment ) ; 
 studioClient . DeleteExperiment ( workspace , experiment ) ;

Deleteexperiments 

 IEnumerable < string > experimentsIds ;

studioClient . DeleteExperiments ( workspaceSettings , experimentsIds ) ; 
 studioClient . DeleteExperiments ( "XYZ" , "######" , "" , experimentsIds ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteExperiments ( workspace , experimentsIds ) ; 
 IEnumerable < Experiment > experiments ;

studioClient . DeleteExperiments ( workspaceSettings , experiments ) ; 
 studioClient . DeleteExperiments ( "XYZ" , "######" , "" , experiments ) ; 
 studioClient . DeleteExperiments ( workspace , experiments ) ;

Deleteallexperiments 

 studioClient . DeleteAllExperiments ( workspaceSettings ) ; 
 studioClient . DeleteAllExperiments ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . DeleteAllExperiments ( workspace ) ; 
 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . DeleteAllExperiments ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . DeleteAllExperiments ( workspaces ) ;

Ekspor Ekspor 

 studioClient . ExportExperiment ( workspaceSettings , "experimentId" ) ; 
 studioClient . ExportExperiment ( "XYZ" , "######" , "" , "experimentId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ExportExperiment ( workspace , "experimentId" ) ; 
 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . ExportExperiment ( workspaceSettings , experiment ) ; 
 studioClient . ExportExperiment ( "XYZ" , "######" , "" , experiment ) ; 
 studioClient . ExportExperiment ( workspace , experiment ) ; 
 studioClient . ExportExperiment ( workspaceSettings , "experimentId" , "outputFilePath" ) ; 
 studioClient . ExportExperiment ( "XYZ" , "######" , "" , "experimentId" , "outputFilePath" ) ; 
 studioClient . ExportExperiment ( workspace , "experimentId" , "outputFilePath" ) ; 
 studioClient . ExportExperiment ( workspaceSettings , experiment , "outputFilePath" ) ; 
 studioClient . ExportExperiment ( "XYZ" , "######" , "" , experiment , "outputFilePath" ) ; 
 studioClient . ExportExperiment ( workspace , experiment , "outputFilePath" ) ;

Eksportasi Ekspor 

 IEnumerable < string > experimentsIds ;

studioClient . ExportExperiments ( workspaceSettings , experimentsIds ) ; 
 studioClient . ExportExperiments ( "XYZ" , "######" , "" , experimentsIds ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ExportExperiments ( workspace , experimentsIds ) ; 
 IEnumerable < Experiment > experiments ;

studioClient . ExportExperiments ( workspaceSettings , experiments ) ; 
 studioClient . ExportExperiments ( "XYZ" , "######" , "" , experiments ) ; 
 studioClient . ExportExperiments ( workspace , experiments ) ;

EksporLlexperiments 

 studioClient . ExportAllExperiments ( workspaceSettings ) ; 
 studioClient . ExportAllExperiments ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ExportAllExperiments ( workspace ) ;

ImportExperiment 

 studioClient . ImportExperiment ( workspaceSettings , "inputFilePath" ) ; 
 studioClient . ImportExperiment ( "XYZ" , "######" , "" , "inputFilePath" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ImportExperiment ( workspace , "inputFilePath" ) ; 
 IEnumerable < WorkspaceSettings > workspacesSettings ;

studioClient . ImportExperiment ( workspacesSettings , "inputFilePath" ) ; 
 IEnumerable < Workspace > workspaces ;

studioClient . ImportExperiment ( workspaces , "inputFilePath" ) ; 
 studioClient . ImportExperiment ( workspaceSettings , "inputFilePath" , "newName" ) ; 
 studioClient . ImportExperiment ( "XYZ" , "######" , "" , "inputFilePath" , "newName" ) ; 
 studioClient . ImportExperiment ( workspace , "inputFilePath" , "newName" ) ; 
 studioClient . ImportExperiment ( workspacesSettings , "inputFilePath" , "newName" ) ; 
 studioClient . ImportExperiment ( workspaces , "inputFilePath" , "newName" ) ;

CopyExperiment 

 studioClient . CopyExperiment ( sourceWorkspaceSettings , "experimentId" , destinationWorkspaceSettings ) ; 
 var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;

studioClient . CopyExperiment ( sourceWorkspaceSettings , experiment , destinationWorkspaceSettings ) ;

CopyExperiments 

 IEnumerable < string > experimentsIds ;

studioClient . CopyExperiments ( sourceWorkspaceSettings , experimentsIds , destinationWorkspaceSettings ) ; 
 IEnumerable < Experiment > experiments ;

studioClient . CopyExperiments ( sourceWorkspaceSettings , experiments , destinationWorkspaceSettings ) ;

Copyallexperiments 

 studioClient . CopyAllExperiments ( sourceWorkspaceSettings , destinationWorkspaceSettings ) ;

GettrainedModel 

 var userAsset = studioClient . GetTrainedModel ( workspaceSettings , "userAssetId" ) ; 
 var userAsset = studioClient . GetTrainedModel ( "XYZ" , "######" , "" , "userAssetId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAsset = studioClient . GetTrainedModel ( workspace , "userAssetId" ) ;

GetTeredModels 

 var userAssets = studioClient . GetTrainedModels ( workspaceSettings ) ; 
 var userAssets = studioClient . GetTrainedModels ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAssets = studioClient . GetTrainedModels ( workspace ) ; 
 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceUserAssetsDict = studioClient . GetTrainedModels ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

var workspaceUserAssetsDict = studioClient . GetTrainedModels ( workspaces ) ;

GetTransform 

 var userAsset = studioClient . GetTransform ( workspaceSettings , "userAssetId" ) ; 
 var userAsset = studioClient . GetTransform ( "XYZ" , "######" , "" , "userAssetId" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAsset = studioClient . GetTransform ( workspace , "userAssetId" ) ;

GetTransforms 

 var userAssets = studioClient . GetTransforms ( workspaceSettings ) ; 
 var userAssets = studioClient . GetTransforms ( "XYZ" , "######" , "" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

var userAssets = studioClient . GetTransforms ( workspace ) ; 
 IEnumerable < WorkspaceSettings > workspacesSettings ;

var workspaceUserAssetsDict = studioClient . GetTransforms ( workspacesSettings ) ; 
 IEnumerable < Workspace > workspaces ;

var workspaceUserAssetsDict = studioClient . GetTransforms ( workspaces ) ;

ModifyNodeparameter 

 studioClient . ModifyNodeParameter ( workspaceSettings , "experimentId" , "nodeNameComment" , "nodeParameterName" , "value" , "saveAs" ) ; 
 studioClient . ModifyNodeParameter ( "XYZ" , "######" , "" , "experimentId" , "nodeNameComment" , "nodeParameterName" , "value" , "saveAs" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ModifyNodeParameter ( workspace , "experimentId" , "nodeNameComment" , "nodeParameterName" , "value" , "saveAs" ) ;

ModifyNodeedge 

 studioClient . ModifyNodeEdge ( workspaceSettings , "experimentId" , "sourceNodeComment" , "destinationNodeComment" , "saveAs" ) ; 
 studioClient . ModifyNodeEdge ( "XYZ" , "######" , "" , "experimentId" , "sourceNodeComment" , "destinationNodeComment" , "saveAs" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . ModifyNodeEdge ( workspace , "experimentId" , "sourceNodeComment" , "destinationNodeComment" , "saveAs" ) ;

Addmodule 

 studioClient . AddModule ( workspaceSettings , "experimentId" , "nameOfNewModule" , "saveAs" ) ; 
 studioClient . AddModule ( "XYZ" , "######" , "" , "experimentId" , "nameOfNewModule" , "saveAs" ) ; 
 var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;

studioClient . AddModule ( workspace , "experimentId" , "nameOfNewModule" , "saveAs" ) ;

Banyak baris kode yang hilang, namun pada keadaan ini Anda akan dapat melakukan banyak operasi dasar.

Pengujian

Ada proyek uji unit yang disertakan tetapi kosong dan akan selesai di iterasi pengembangan berikutnya. Sejauh ini saya telah menguji beberapa operasi penting dalam aplikasi konsol.

Menyalin percobaan dari satu ruang kerja ke ruang kerja lainnya, keduanya memiliki tingkat harga yang sama dan wilayah yang sama:

  • Salin Eksperimen : 'Impor Data - Eksperimen'
  • Sumber Workspace : 'FakeWesteuropecommandCenters1'
  • Destination Workspace : 'FakeWesteuropecustomers1'
  • Sebelum penyalinan percobaan harus disimpan dan telah selesai menjalankan status. 
 static void CopyExperimentFromWorkspaceToWorkspaceSamePricingSameRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . CopyExperiment ( sourceWorkspace , experiment , destinationWorkspace ) ;
}

Menyalin eksperimen dari satu ruang kerja ke tempat kerja lainnya yang berbeda dengan harga tetapi wilayah yang sama:

  • Salin Eksperimen : 'Impor Data - Eksperimen'
  • Sumber Workspace : 'FakeWesteuropecommandCenters1'
  • Destination Workspace : 'FakeWesteuropecustomerdevtest'
  • Sebelum penyalinan percobaan harus disimpan dan telah selesai menjalankan status. 
 static void CopyExperimentFromWorkspaceToWorkspaceDifferentPricingSameRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . CopyExperiment ( sourceWorkspace , experiment , destinationWorkspace ) ;
}

Menyalin percobaan dari satu ruang kerja ke ruang kerja lainnya, keduanya memiliki tingkat harga yang sama tetapi wilayah yang berbeda:

  • Salin Eksperimen : 'Impor Data - Eksperimen'
  • Sumber Workspace : 'FakeWesteuropecommandCenters1'
  • Destination Workspace : 'Fakesouthcentraluscustomers1'
  • Sebelum penyalinan percobaan harus disimpan dan telah selesai menjalankan status. 
 static void CopyExperimentFromWorkspaceToWorkspaceSamePricingDifferentRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . ExportExperiment ( sourceWorkspace , experiment ) ;

    var inputFilePath = @"C:...experimentFileName" ;
    studioClient . ImportExperiment ( destinationWorkspace , inputFilePath , "Copied from other region" ) ;
}

Menyalin eksperimen dari satu ruang kerja ke tempat kerja lainnya, tingkat harga yang berbeda dan wilayah yang berbeda:

  • Salin Eksperimen : 'Impor Data - Eksperimen'
  • Sumber Workspace : 'FakeWesteuropecommandCenters1'
  • Destination Workspace : 'FakesouthcentralusDevtest'
  • Sebelum penyalinan percobaan harus disimpan dan telah selesai menjalankan status. 
 static void CopyExperimentFromWorkspaceToWorkspaceDifferentPricingDifferentRegion ( StudioClient studioClient )
{
    var sourceWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    var destinationWorkspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;
    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( sourceWorkspace , experimentId ) ;

    studioClient . ExportExperiment ( sourceWorkspace , experiment ) ;

    var inputFilePath = @"C:...experimentFileName" ;
    studioClient . ImportExperiment ( destinationWorkspace , inputFilePath , "Copied from other region" ) ;
}

Seperti itulah tampilan portal:

Ubah nilai parameter simpul eksperimen dan menimpa eksperimen:

  • Ubah Eksperimen : 'Impor Data - Eksperimen'
  • Nama simpul yang dimodifikasi : 'Impor Data' // Ditemukan oleh Komentar "Komentar Data Impor"
  • Nama Parameter yang Dimodifikasi : 'Kueri Basis Data' 
 static void ModifyExperimentNodeAndOverwrite ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeParameter ( workspace , experimentId , "Import Data Comment" , "Database Query" , "SELECT Name, ProductNumber, CAST(Weight AS float) Weight r n FROM SalesLT.Product" ) ;
}

Ubah nilai parameter simpul eksperimen dan menyimpan sebagai percobaan baru:

  • Ubah Eksperimen : 'Impor Data - Eksperimen'
  • Nama simpul yang dimodifikasi : 'Impor Data' // Ditemukan oleh Komentar "Komentar Data Impor"
  • Nama Parameter yang Dimodifikasi : 'Kueri Basis Data' 
 static void ModifyExperimentNodeAndSaveAsAnotherExperiment ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = "West Europe"
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeParameter ( workspace , experimentId , "Import Data Comment" , "Database Query" , "SELECT Name, Color, CAST(Weight AS float) Weight r n FROM SalesLT.Product" , "Import Data - Experiment 2" ) ;
}

Dari pandangan portal:

Ubah koneksi dalam modul (node) dan menimpa percobaan:

  • Ubah Eksperimen : *'Hubungkan Modul - Eksperimen' 
 static void ModifyConnectionWithinTheModulesAndOverwrite ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeEdge ( workspace , experimentId , "CSV" , "Dataset" ) ;
}

Ubah koneksi dalam modul (node) dan menabung sebagai percobaan baru:

  • Ubah Eksperimen : *'Hubungkan Modul - Eksperimen' 
 static void ModifyConnectionWithinTheModulesAndSaveAsAnotherExperiment ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    studioClient . ModifyNodeEdge ( workspace , experimentId , "CSV" , "Dataset" , "Connect Modules - Experiment 2" ) ;
}

Aaand dari tampilan portal:

Menambahkan modul baru ke dalam percobaan dan menimpanya:

  • Ubah Eksperimen : 'Tambahkan Modul - Eksperimen' 
 static void AddModuleToTheExperimentAndOverwrite ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    var nameOfNewModule = "" ;
    //nameOfNewModule hard-coded
    //TODO: make a dictionary of <Module Names, Module IDs>
    //EXAMPLES:
    //Convert to TSV: 506153734175476c4f62416c57734963.1cdbcda42ece49088b87e6b636258d3d.v1-default-1644
    //Convert to Dataset: 506153734175476c4f62416c57734963.72bf58e0fc874bb19704f1805003b975.v1-default-1642

    studioClient . AddModule ( workspace , experimentId , nameOfNewModule ) ;
}

Menambahkan modul baru ke percobaan dan menabung sebagai yang baru:

  • Ubah Eksperimen : 'Tambahkan Modul - Eksperimen' 
 static void AddModuleToTheExperimentAndSaveAsAnotherExperiment ( StudioClient studioClient )
{
    var workspace = new WorkspaceSettings ( )
    {
        WorkspaceId = "" ,
        AuthorizationToken = "" ,
        Location = ""
    } ;

    //var experiments = studioClient.GetExperiments(sourceWorkspace);
    var experimentId = "" ;
    var experiment = studioClient . GetExperiment ( workspace , experimentId ) ;

    var nameOfNewModule = "" ;
    //nameOfNewModule hard-coded
    //TODO: make a dictionary of <Module Names, Module IDs>
    //EXAMPLES:
    //Convert to TSV: 506153734175476c4f62416c57734963.1cdbcda42ece49088b87e6b636258d3d.v1-default-1644
    //Convert to Dataset: 506153734175476c4f62416c57734963.72bf58e0fc874bb19704f1805003b975.v1-default-1642

    studioClient . AddModule ( workspace , experimentId , nameOfNewModule , "Connect Modules - Experiment 2" ) ;
}

Kode Sumber Situs Web dan Tampilan Portal:

Pembelajaran

Ada banyak pemikiran yang saya miliki selama pengkodean solusi ini. Yang paling sulit untuk bersikap konsisten mengenai metode penamaan, kelas, atau bahkan menggambarkan ringkasan dari setiap contoh. Saya mencoba memastikan bahwa kode yang telah saya buat tidak akan menjadi spageti. Solusinya masih dalam pengembangan, dan dukungan berkelanjutan diperlukan! Tentu saja refactoring adalah suatu keharusan dalam banyak aspek dan beberapa prinsip harus diimplementasikan. Selain itu, beberapa metode masih menjadi misteri bagi saya, dan saya meninggalkannya di SDK ( Managementservice.cs ) - Anda perlu menemukannya!

Terlebih lagi, saya menemukan beberapa kesalahan portal itu sendiri. Bug -bug ini disembunyikan di suatu tempat dalam operasi salinan/penghematan tersebut.

Seperti yang saya tulis di The Begging-ini adalah versi pra-rilis yang berisi banyak kesalahan dan pengecualian yang tidak menangani (implementasi ini ada di daftar TODO saya). Menyadari!!!

Jangan ragu untuk berkontribusi, garpu, memodifikasi, bekerja sama. Saya harap perpustakaan ini akan membantu.

Kredit

  • Borys Rybak - Insinyur Pengembangan Perangkat Lunak, Microsoft:
    • Azuremlsdk (sumber: azuremlps oleh hai ning) refactor kecil ke azureml.studio.core
    • Seluruh solusi Azuremachinelearningstudio
      • Azureml.studio
      • Azureml.studio.consoleApplicationExample
      • Azureml.studio.core
      • [Sedang berlangsung] azureml.studio.test

Bahan yang membantu

  • Pedoman Desain Kerangka
  • Nama majelis dan DLL
  • .NET Dukungan Implementasi Standar
  • Stylecop menganalisis kode sumber C#
  • Pengujian Unit C# di .NET Core Menggunakan Tes Dotnet dan Xunit
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