Este repositório contém um projeto de prova de conceito para o gerenciamento do Azure Machine Learning Studio .
A solução inclui as bibliotecas de classes do .NET Standard 2.0 ( DLLs ), que podem ser incorporadas em muitas aplicações .NET e usadas para escala e automatizar os espaços e experimentos do Azure ML Studio.
No momento, o projeto está na fase de pré -lançamento - esteja ciente de possíveis erros e exceções antes de usá -lo!
A idéia de criar uma ferramenta para gerenciar o Azure Machine Learning Studio nasceu durante a reunião com nosso parceiro Soneta/Enova365 .
Nosso parceiro estava procurando soluções que pudessem ajudar a automatizar e escalar experimentos no portal do Azure ML Studio. Após a análise inicial das ferramentas disponíveis, descobri a única que usei mais tarde como base para a solução atual ( Módulo PowerShell para o Azure Machine Learning Studio & Web Services ) - Esta solução foi desenvolvida para usuários do PowerShell e a implementação do código C# (SDK) me ajudou como base para criar este projeto.
Esta solução foi criada para o uso de recursos do Azure Machine Learning Studio - espaço de trabalho, experimento, banco de dados, módulos etc. Precisamos de uma conta adequada para poder trabalhar usando esta biblioteca.
Podemos criar diferentes tipos de espaços de trabalho, porque nossa biblioteca deve lidar com qualquer tipo de conta.
Visite o site principal do Azure Machine Learning Studio e simplesmente crie uma nova conta - https://studio.azureml.net/
Você deve notar isso:

Como alternativa, crie uma conta do Azure com uma assinatura.
E criar um espaço de trabalho com o portal:




Azureml.studio.dll e azureml.studio.core.dll são bibliotecas de classe escritas no .NET Standard 2.0.
"O padrão .NET é uma especificação formal de APIs .NET que pretendem estar disponíveis em todas as implementações .NET. A motivação por trás do padrão .NET está estabelecendo uma maior uniformidade no ecossistema .NET. ECMA 335 continua a estabelecer uniformidade (BCL) para o comportamento de implementação .NET, mas não há especificações semelhantes para as libliotecas base.
Você pode usar essas DLLs em partluar, no entanto, antes de usar a tabela a seguir de todas as versões do .NET Standard e as plataformas suportadas ( fonte: .NET Standard ):
| .NET padrão | 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 |
| Plataforma universal do Windows | 10.0 | 10.0 | 10.0 | 10.0 | 10.0 | 10.0.16299 | 10.0.16299 | 10.0.16299 |
Você pode precisar de ferramentas como editores de código, IDEs ou blocos de notas e bibliotecas através das quais você pode criar um aplicativo .NET. Nesse caso, usei o Visual Studio com estruturas adequadas para executar um aplicativo de console como exemplo.
( da fonte: https://github.com/hning86/azuremlps#configuration ):
ID do espaço de trabalho

Token de autorização do espaço de trabalho

Localização


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 ) ; 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 " ) ; 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 ) ; Enum: ResourceFileFormat.cs
IEnumerable < WorkspaceSettings > workspacesSettings ;
ResourceFileFormat resourceFileFormat ;
studioClient . UploadResourceToWorkspaces ( workspacesSettings , resourceFileFormat , "filePath" ) ; IEnumerable < Workspace > workspaces ;
studioClient . UploadResourceToWorkspaces ( workspaces , resourceFileFormat , "filePath" ) ; Enum: 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" ) ;Muitas linhas de código estão faltando, no entanto, neste estado você poderá fazer muitas operações básicas.
Há um projeto de teste de unidade incluído, mas está vazio e será concluído na próxima malha de desenvolvimento. Até agora, testei poucas operações importantes no aplicativo de console.
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" ) ;
}É assim que parecia na visão do portal:






Modifique o valor do parâmetro do nó de um experimento e substituindo o experimento:
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" ) ;
}Modificar o valor do parâmetro do nó de um experimento e salvar como um novo experimento:
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" ) ;
}Da visão do portal:




Modifique a conexão dentro dos módulos (nós) e substitui o experimento:
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" ) ;
}Modifique a conexão dentro dos módulos (nós) e salvando como um novo experimento:
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" ) ;
}Aae da visão do portal:





Adicionando um novo módulo ao experimento e substituí -lo:
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 ) ;
}Adicionando um novo módulo ao experimento e salvando como novo:
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" ) ;
}Código -fonte do site e visualização de Portal:


Há muitos pensamentos que tive durante a codificação desta solução. Acima de tudo, foi difícil ser consistente em relação a métodos de nomeação, classes ou até mesmo descrevendo os resumos de cada instância. Tentei ter certeza de que o código que tenho criado não seria um espaguete. A solução ainda está em desenvolvimento e é necessário suporte contínuo! Com certeza, a refatoração é obrigatória em muitos aspectos e poucos princípios devem ser implementados. Além disso, poucos métodos ainda são um mistério para mim, e eu os deixei para trás no SDK ( ManagementService.cs ) - você precisa encontrá -los!
Além disso, encontrei vários erros do próprio portal. Esses bugs estão ocultos em algum lugar nessas operações de cópia/salvamento.
Como escrevi no implorando-é uma versão de pré-lançamento que contém muitos erros e exceções não manuais (a implementação delas está na minha lista de tarefas). Esteja ciente !!!
Sinta -se à vontade para contribuir, garfo, modificar, cooperar. Espero que esta biblioteca seja útil.