このリポジトリには、Azure Machine Learning Studio Managementの概念実証プロジェクトが含まれています。
ソリューションには、 .NET Standard 2.0クラスライブラリ( DLL )が含まれます。これは、多くの.NETアプリケーションに組み込まれ、スケールおよびAzure ML Studioワークスペースと実験に使用できます。
現時点では、プロジェクトはリリース前の段階にあります -それを使用する前に、可能なエラーや例外に注意してください!
Azure Machine Learning Studioを管理するためのツールを作成するというアイデアは、パートナーのSoneta/ENOVA365との会議中に生まれました。
私たちのパートナーは、Azure ML Studio Portalでの実験を自動化および拡張するのに役立つソリューションを探していました。利用可能なツールの最初の分析の後、私は後で現在のソリューションのベースとして使用した唯一のものを発見しました(出典:Azure Machine Learning Studio&Web ServicesのPowerShellモジュール) - このソリューションはPowerShellユーザー向けに開発されました。
このソリューションは、Azure Machine Learning Studio Resources(ワークスペース、実験、データベース、モジュールなどを使用するために作成されました。このライブラリを使用して作業できるための適切なアカウントが必要です。
ライブラリはあらゆる種類のアカウントを扱う必要があるため、さまざまな種類のワークスペースを作成できます。
Azure Machine Learning StudioのメインWebサイトにアクセスして、新しいアカウントを作成するだけです-https://studio.azureml.net/
あなたはこれに気付くべきです:

または、サブスクリプションを使用してAzureアカウントを作成します。
ポータルを使用してワークスペースを作成します。




azureml.studio.dllおよびazureml.studio.core.dllは、.NET標準2.0で記述されたクラスライブラリです。
「.NET標準は、すべての.NET実装で利用可能になることを目的とした.NET APIの正式な仕様です。.NET標準の背後にある動機は、.NETエコシステムのより大きな均一性を確立しています。ECMA335は、.NET実装動作のための均一性を確立し続けていますが、.NETベースクラスライブラリ(BCL)の同様の仕様はありません。
これらのDLLをParticluarで使用できますが、Conciderを使用する前に、.NET標準のすべてのバージョンとサポートされているプラットフォームの次の表(出典:.NET標準)を使用できます。
| .NET標準 | 1.0 | 1.1 | 1.2 | 1.3 | 1.4 | 1.5 | 1.6 | 2.0 |
|---|---|---|---|---|---|---|---|---|
| .NETコア | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 2.0 |
| .NETフレームワーク | 4.5 | 4.5 | 4.5.1 | 4.6 | 4.6.1 | 4.6.1 | 4.6.1 | 4.6.1 |
| 単核症 | 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 |
| ユニバーサルウィンドウプラットフォーム | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0.16299 | 10.0.16299 | 10.0.16299 |
コード編集者、IDESまたはメモ帳など、.NETアプリケーションを作成できるライブラリが必要になる場合があります。その場合、適切なフレームワークを備えたVisual Studioを使用して、例としてコンソールアプリケーションを実行しました。
(出典から:https://github.com/hning86/azuremlps#configuration ):
ワークスペースID

ワークスペース認証トークン

位置


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 ) ;
.. .
.. .
} var workspace = studioClient . GetWorkspace ( workspaceSettings ) ; var workspace = studioClient . GetWorkspace ( "XYZ" , "######" , "" ) ; IEnumerable < WorkspaceSettings > workspacesSettings ;
var workspaces = studioClient . GetWorkspaces ( workspacesSettings ) ; 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 ) ; IEnumerable < WorkspaceSettings > workspacesSettings ;
var workspaceUsersdictionary = studioClient . GetWorkspacesUsers ( workspacesSettings ) ; IEnumerable < Workspace > workspaces ;
var workspaceUsersdictionary = studioClient . GetWorkspacesUsers ( workspaces ) ; 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" ) ; 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" ) ; 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 ) ; IEnumerable < WorkspaceSettings > workspacesSettings ;
IEnumerable < WorkspaceUser > workspaceUsers ;
studioClient . AddUsersToWorkspaces ( workspacesSettings , workspaceUsers ) ; IEnumerable < Workspace > workspaces ;
studioClient . AddUsersToWorkspaces ( workspaces , workspaceUsers ) ; 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 ) ; IEnumerable < WorkspaceSettings > workspacesSettings ;
var workspaceDatasetsDictionary = studioClient . GetDatasetsFromWorkspaces ( workspacesSettings ) ; IEnumerable < Workspace > workspaces ;
var workspaceDatasetsDictionary = studioClient . GetDatasetsFromWorkspaces ( workspaces ) ; 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 ) ; 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 ) ; studioClient . DeleteAllDatasetsFromWorkspace ( workspaceSettings ) ; studioClient . DeleteAllDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ; var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;
studioClient . DeleteAllDatasetsFromWorkspace ( workspace ) ; IEnumerable < WorkspaceSettings > workspacesSettings ;
studioClient . DeleteAllDatasetsFromWorkspaces ( workspacesSettings ) ; IEnumerable < Workspace > workspaces ;
studioClient . DeleteAllDatasetsFromWorkspaces ( workspaces ) ; 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" ) ; 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 ) ; studioClient . DownloadAllDatasetsFromWorkspace ( workspaceSettings ) ; studioClient . DownloadAllDatasetsFromWorkspace ( "XYZ" , "######" , "" ) ; var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;
studioClient . DownloadAllDatasetsFromWorkspace ( workspace ) ; IEnumerable < WorkspaceSettings > workspacesSettings ;
studioClient . DownloadAllDatasetsFromWorkspaces ( workspacesSettings ) ; IEnumerable < Workspace > workspaces ;
studioClient . DownloadAllDatasetsFromWorkspaces ( workspaces ) ; 列挙: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 " ) ; 列挙: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 ) ; 列挙:ResourceFileFormat.cs
IEnumerable < WorkspaceSettings > workspacesSettings ;
ResourceFileFormat resourceFileFormat ;
studioClient . UploadResourceToWorkspaces ( workspacesSettings , resourceFileFormat , "filePath" ) ; IEnumerable < Workspace > workspaces ;
studioClient . UploadResourceToWorkspaces ( workspaces , resourceFileFormat , "filePath" ) ; 列挙:ResourceFileFormat.cs
IEnumerable < WorkspaceSettings > workspacesSettings ;
IDictionary < string , ResourceFileFormat > filePathResourceFileFormatDict ;
studioClient . UploadResourcesToWorkspaces ( workspacesSettings , filePathResourceFileFormatDict ) ; IEnumerable < Workspace > workspaces ;
studioClient . UploadResourcesToWorkspaces ( workspaces , filePathResourceFileFormatDict ) ; 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" ) ; 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 ) ; 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 ) ; 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 ) ; 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 ) ; 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 ) ; 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 ) ; 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 ) ; 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 ) ; 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" ) ; 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 ) ; 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 ) ; 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 ) ; 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" ) ; 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 ) ; studioClient . ExportAllExperiments ( workspaceSettings ) ; studioClient . ExportAllExperiments ( "XYZ" , "######" , "" ) ; var workspace = new Workspace ( ) ;
workspace . WorkspaceId = "XYZ" ;
workspace . AuthorizationToken . PrimaryToken = "######" ;
workspace . Region = "" ;
studioClient . ExportAllExperiments ( workspace ) ; 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" ) ; studioClient . CopyExperiment ( sourceWorkspaceSettings , "experimentId" , destinationWorkspaceSettings ) ; var experiment = new Experiment ;
experiment . ExperimentId = "experimentId" ;
studioClient . CopyExperiment ( sourceWorkspaceSettings , experiment , destinationWorkspaceSettings ) ; IEnumerable < string > experimentsIds ;
studioClient . CopyExperiments ( sourceWorkspaceSettings , experimentsIds , destinationWorkspaceSettings ) ; IEnumerable < Experiment > experiments ;
studioClient . CopyExperiments ( sourceWorkspaceSettings , experiments , destinationWorkspaceSettings ) ; studioClient . CopyAllExperiments ( sourceWorkspaceSettings , destinationWorkspaceSettings ) ; 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" ) ; 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 ) ; 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" ) ; 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 ) ; 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" ) ; 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" ) ; 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" ) ;コードの多くの行がありませんが、この状態では多くの基本操作を行うことができます。
ユニットテストプロジェクトが含まれていますが、空であり、開発の次の反復で終了します。これまで、コンソールアプリケーションで重要な操作をほとんどテストしていません。
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 ) ;
} 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 ) ;
} 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" ) ;
} 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" ) ;
}それがポータルの見解からのように見えたものです。






実験のノードパラメーター値を変更し、実験を上書きします。
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" ) ;
}実験のノードパラメーター値を変更し、新しい実験として保存します。
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" ) ;
}ポータルの見解から:




モジュール内の接続(ノード)を変更し、実験を上書きします。
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" ) ;
}モジュール(ノード)内の接続を変更し、新しい実験として保存します。
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" ) ;
}ポータルの見解から:





実験に新しいモジュールを追加して上書きします。
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 ) ;
}実験に新しいモジュールを追加し、新しいモジュールを新しいモジュールとして保存します。
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" ) ;
}ウェブサイトのソースコードとポータルの見解:


このソリューションのコーディング中に私が持っていた多くの考えがあります。何よりも、命名方法、クラス、または各インスタンスの概要を説明することに関して一貫性を保つことは困難でした。私が作成してきたコードがスパゲッティのコードではないことを確認しようとしました。ソリューションはまだ開発中であり、継続的なサポートが必要です!確かに、リファクタリングは多くの面で必須であり、ほとんどの原則を実装する必要があります。さらに、私にとってまだ謎である方法はほとんどありません。私はそれらをSDK( managementservice.cs )に残しました - あなたはそれらを見つける必要があります!
さらに、ポータル自体のいくつかのエラーに遭遇しました。これらのバグは、それらのコピー/保存操作のどこかに隠されています。
私が物ggingingで書いたように、それは多くのエラーとハンドルではない例外を含むプレリリースバージョンです(これらの実装は私のTODOリストにあります)。注意してください!!!
自由に貢献し、フォーク、修正、協力してください。このライブラリが役立つことを願っています。